From 8e8a69f890bf584733a27ecd7d97141b88267d4c Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 24 Oct 2024 18:16:35 +0300
Subject: [PATCH 001/128] create a basic cubeorchestrator project structure

---
 rust/cubenativeutils/rustfmt.toml         |    1 +
 rust/cubeorchestrator/.gitignore          |    3 +
 rust/cubeorchestrator/CHANGELOG.md        |    2 +
 rust/cubeorchestrator/Cargo.lock          | 3504 +++++++++++++++++++++
 rust/cubeorchestrator/Cargo.toml          |   12 +
 rust/cubeorchestrator/rust-toolchain.toml |    5 +
 rust/cubeorchestrator/rustfmt.toml        |    1 +
 rust/cubeorchestrator/src/lib.rs          |    0
 8 files changed, 3528 insertions(+)
 create mode 100644 rust/cubenativeutils/rustfmt.toml
 create mode 100644 rust/cubeorchestrator/.gitignore
 create mode 100644 rust/cubeorchestrator/CHANGELOG.md
 create mode 100644 rust/cubeorchestrator/Cargo.lock
 create mode 100644 rust/cubeorchestrator/Cargo.toml
 create mode 100644 rust/cubeorchestrator/rust-toolchain.toml
 create mode 100644 rust/cubeorchestrator/rustfmt.toml
 create mode 100644 rust/cubeorchestrator/src/lib.rs

diff --git a/rust/cubenativeutils/rustfmt.toml b/rust/cubenativeutils/rustfmt.toml
new file mode 100644
index 0000000000000..d9ba5fdb90ba3
--- /dev/null
+++ b/rust/cubenativeutils/rustfmt.toml
@@ -0,0 +1 @@
+imports_granularity = "Crate"
\ No newline at end of file
diff --git a/rust/cubeorchestrator/.gitignore b/rust/cubeorchestrator/.gitignore
new file mode 100644
index 0000000000000..2a0a960cb1ec5
--- /dev/null
+++ b/rust/cubeorchestrator/.gitignore
@@ -0,0 +1,3 @@
+/target
+/.idea
+.vscode
diff --git a/rust/cubeorchestrator/CHANGELOG.md b/rust/cubeorchestrator/CHANGELOG.md
new file mode 100644
index 0000000000000..f05ecfa971fe9
--- /dev/null
+++ b/rust/cubeorchestrator/CHANGELOG.md
@@ -0,0 +1,2 @@
+# ChangeLog
+
diff --git a/rust/cubeorchestrator/Cargo.lock b/rust/cubeorchestrator/Cargo.lock
new file mode 100644
index 0000000000000..95dfbec5b39f5
--- /dev/null
+++ b/rust/cubeorchestrator/Cargo.lock
@@ -0,0 +1,3504 @@
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diff --git a/rust/cubeorchestrator/Cargo.toml b/rust/cubeorchestrator/Cargo.toml
new file mode 100644
index 0000000000000..38d2f9b5d39e9
--- /dev/null
+++ b/rust/cubeorchestrator/Cargo.toml
@@ -0,0 +1,12 @@
+[package]
+name = "cubeorchestrator"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+cubesql = { path = "../cubesql/cubesql" }
+
+[dependencies.neon]
+version = "=1"
+default-features = false
+features = ["napi-1", "napi-4", "napi-6", "futures"]
diff --git a/rust/cubeorchestrator/rust-toolchain.toml b/rust/cubeorchestrator/rust-toolchain.toml
new file mode 100644
index 0000000000000..040357e9b1d43
--- /dev/null
+++ b/rust/cubeorchestrator/rust-toolchain.toml
@@ -0,0 +1,5 @@
+[toolchain]
+#channel = "stable"
+channel = "nightly-2024-07-15"
+components = ["rustfmt", "clippy"]
+profile = "minimal"
diff --git a/rust/cubeorchestrator/rustfmt.toml b/rust/cubeorchestrator/rustfmt.toml
new file mode 100644
index 0000000000000..d9ba5fdb90ba3
--- /dev/null
+++ b/rust/cubeorchestrator/rustfmt.toml
@@ -0,0 +1 @@
+imports_granularity = "Crate"
\ No newline at end of file
diff --git a/rust/cubeorchestrator/src/lib.rs b/rust/cubeorchestrator/src/lib.rs
new file mode 100644
index 0000000000000..e69de29bb2d1d

From 5a89f42bdc9cc628907eb81b5048a0f633b26a2b Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 24 Oct 2024 21:12:05 +0300
Subject: [PATCH 002/128] wip

---
 rust/cubeorchestrator/src/lib.rs | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/rust/cubeorchestrator/src/lib.rs b/rust/cubeorchestrator/src/lib.rs
index e69de29bb2d1d..40031d8d4122d 100644
--- a/rust/cubeorchestrator/src/lib.rs
+++ b/rust/cubeorchestrator/src/lib.rs
@@ -0,0 +1,2 @@
+pub use cubesql::CubeError;
+

From 9db41a01249196b7f56a390f833adcdeabf5ef6a Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 14 Nov 2024 19:04:28 +0200
Subject: [PATCH 003/128] =?UTF-8?q?move=20flatbuffer=20schema/code=20to?=
 =?UTF-8?q?=C2=A0separate=20crate?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 rust/cubeshared/.gitignore                    |  3 ++
 rust/cubeshared/CHANGELOG.md                  |  2 +
 rust/cubeshared/Cargo.lock                    | 41 +++++++++++++++++++
 rust/cubeshared/Cargo.toml                    |  7 ++++
 rust/cubeshared/flatbuffers-codegen.sh        |  4 ++
 rust/cubeshared/rust-toolchain.toml           |  5 +++
 rust/cubeshared/rustfmt.toml                  |  1 +
 .../src/codegen/http_message.fbs              |  0
 .../src/codegen/http_message_generated.rs     |  0
 .../src/codegen/mod.rs                        |  1 +
 rust/cubeshared/src/lib.rs                    |  1 +
 rust/cubestore/Cargo.lock                     |  8 ++++
 rust/cubestore/cubestore/Cargo.toml           |  1 +
 rust/cubestore/cubestore/src/http/mod.rs      | 20 ++++-----
 rust/cubestore/cubestore/src/lib.rs           |  1 -
 15 files changed, 84 insertions(+), 11 deletions(-)
 create mode 100644 rust/cubeshared/.gitignore
 create mode 100644 rust/cubeshared/CHANGELOG.md
 create mode 100644 rust/cubeshared/Cargo.lock
 create mode 100644 rust/cubeshared/Cargo.toml
 create mode 100755 rust/cubeshared/flatbuffers-codegen.sh
 create mode 100644 rust/cubeshared/rust-toolchain.toml
 create mode 100644 rust/cubeshared/rustfmt.toml
 rename rust/{cubestore/cubestore => cubeshared}/src/codegen/http_message.fbs (100%)
 rename rust/{cubestore/cubestore => cubeshared}/src/codegen/http_message_generated.rs (100%)
 rename rust/{cubestore/cubestore => cubeshared}/src/codegen/mod.rs (71%)
 create mode 100644 rust/cubeshared/src/lib.rs

diff --git a/rust/cubeshared/.gitignore b/rust/cubeshared/.gitignore
new file mode 100644
index 0000000000000..2a0a960cb1ec5
--- /dev/null
+++ b/rust/cubeshared/.gitignore
@@ -0,0 +1,3 @@
+/target
+/.idea
+.vscode
diff --git a/rust/cubeshared/CHANGELOG.md b/rust/cubeshared/CHANGELOG.md
new file mode 100644
index 0000000000000..f05ecfa971fe9
--- /dev/null
+++ b/rust/cubeshared/CHANGELOG.md
@@ -0,0 +1,2 @@
+# ChangeLog
+
diff --git a/rust/cubeshared/Cargo.lock b/rust/cubeshared/Cargo.lock
new file mode 100644
index 0000000000000..e7d949fe75ccd
--- /dev/null
+++ b/rust/cubeshared/Cargo.lock
@@ -0,0 +1,41 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 3
+
+[[package]]
+name = "bitflags"
+version = "1.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a"
+
+[[package]]
+name = "cubeshared"
+version = "0.1.0"
+dependencies = [
+ "flatbuffers",
+]
+
+[[package]]
+name = "flatbuffers"
+version = "23.5.26"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4dac53e22462d78c16d64a1cd22371b54cc3fe94aa15e7886a2fa6e5d1ab8640"
+dependencies = [
+ "bitflags",
+ "rustc_version",
+]
+
+[[package]]
+name = "rustc_version"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92"
+dependencies = [
+ "semver",
+]
+
+[[package]]
+name = "semver"
+version = "1.0.23"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "61697e0a1c7e512e84a621326239844a24d8207b4669b41bc18b32ea5cbf988b"
diff --git a/rust/cubeshared/Cargo.toml b/rust/cubeshared/Cargo.toml
new file mode 100644
index 0000000000000..b40a0b5739708
--- /dev/null
+++ b/rust/cubeshared/Cargo.toml
@@ -0,0 +1,7 @@
+[package]
+name = "cubeshared"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+flatbuffers = "23.1.21"
diff --git a/rust/cubeshared/flatbuffers-codegen.sh b/rust/cubeshared/flatbuffers-codegen.sh
new file mode 100755
index 0000000000000..e0a62d0d507a5
--- /dev/null
+++ b/rust/cubeshared/flatbuffers-codegen.sh
@@ -0,0 +1,4 @@
+#!/bin/sh
+
+cd ./src/codegen || exit 1
+flatc --rust http_message.fbs
diff --git a/rust/cubeshared/rust-toolchain.toml b/rust/cubeshared/rust-toolchain.toml
new file mode 100644
index 0000000000000..040357e9b1d43
--- /dev/null
+++ b/rust/cubeshared/rust-toolchain.toml
@@ -0,0 +1,5 @@
+[toolchain]
+#channel = "stable"
+channel = "nightly-2024-07-15"
+components = ["rustfmt", "clippy"]
+profile = "minimal"
diff --git a/rust/cubeshared/rustfmt.toml b/rust/cubeshared/rustfmt.toml
new file mode 100644
index 0000000000000..d9ba5fdb90ba3
--- /dev/null
+++ b/rust/cubeshared/rustfmt.toml
@@ -0,0 +1 @@
+imports_granularity = "Crate"
\ No newline at end of file
diff --git a/rust/cubestore/cubestore/src/codegen/http_message.fbs b/rust/cubeshared/src/codegen/http_message.fbs
similarity index 100%
rename from rust/cubestore/cubestore/src/codegen/http_message.fbs
rename to rust/cubeshared/src/codegen/http_message.fbs
diff --git a/rust/cubestore/cubestore/src/codegen/http_message_generated.rs b/rust/cubeshared/src/codegen/http_message_generated.rs
similarity index 100%
rename from rust/cubestore/cubestore/src/codegen/http_message_generated.rs
rename to rust/cubeshared/src/codegen/http_message_generated.rs
diff --git a/rust/cubestore/cubestore/src/codegen/mod.rs b/rust/cubeshared/src/codegen/mod.rs
similarity index 71%
rename from rust/cubestore/cubestore/src/codegen/mod.rs
rename to rust/cubeshared/src/codegen/mod.rs
index 1b691689fb9aa..fa722ae71b1e7 100644
--- a/rust/cubestore/cubestore/src/codegen/mod.rs
+++ b/rust/cubeshared/src/codegen/mod.rs
@@ -1,3 +1,4 @@
+#[allow(unused_imports)]
 mod http_message_generated;
 
 pub use http_message_generated::*;
diff --git a/rust/cubeshared/src/lib.rs b/rust/cubeshared/src/lib.rs
new file mode 100644
index 0000000000000..24ccbddd82ed0
--- /dev/null
+++ b/rust/cubeshared/src/lib.rs
@@ -0,0 +1 @@
+pub mod codegen;
diff --git a/rust/cubestore/Cargo.lock b/rust/cubestore/Cargo.lock
index 89352f63787dc..c6c32d50505b0 100644
--- a/rust/cubestore/Cargo.lock
+++ b/rust/cubestore/Cargo.lock
@@ -1148,6 +1148,13 @@ dependencies = [
  "syn 1.0.107",
 ]
 
+[[package]]
+name = "cubeshared"
+version = "0.1.0"
+dependencies = [
+ "flatbuffers 23.1.21",
+]
+
 [[package]]
 name = "cubestore"
 version = "0.1.0"
@@ -1173,6 +1180,7 @@ dependencies = [
  "cubehll",
  "cuberockstore",
  "cuberpc",
+ "cubeshared",
  "cubezetasketch",
  "datafusion",
  "deadqueue",
diff --git a/rust/cubestore/cubestore/Cargo.toml b/rust/cubestore/cubestore/Cargo.toml
index 2e3dc5f5caf2b..3e54d4428f00c 100644
--- a/rust/cubestore/cubestore/Cargo.toml
+++ b/rust/cubestore/cubestore/Cargo.toml
@@ -27,6 +27,7 @@ cuberockstore = { path = "../cuberockstore" }
 cubehll = { path = "../cubehll" }
 cubezetasketch = { path = "../cubezetasketch" }
 cubedatasketches = { path = "../cubedatasketches" }
+cubeshared = { path = "../../cubeshared" }
 cuberpc = { path = "../cuberpc" }
 datafusion = { git = "https://github.com/cube-js/arrow-datafusion", branch = "cube", features = ["default_nulls_last"] }
 csv = "1.1.3"
diff --git a/rust/cubestore/cubestore/src/http/mod.rs b/rust/cubestore/cubestore/src/http/mod.rs
index f627a1f5f067e..69dc028a570ff 100644
--- a/rust/cubestore/cubestore/src/http/mod.rs
+++ b/rust/cubestore/cubestore/src/http/mod.rs
@@ -4,7 +4,7 @@ use std::sync::Arc;
 
 use warp::{Filter, Rejection, Reply};
 
-use crate::codegen::{
+use cubeshared::codegen::{
     root_as_http_message, HttpColumnValue, HttpColumnValueArgs, HttpError, HttpErrorArgs,
     HttpMessageArgs, HttpQuery, HttpQueryArgs, HttpResultSet, HttpResultSetArgs, HttpRow,
     HttpRowArgs,
@@ -603,10 +603,10 @@ impl HttpMessage {
         let args = HttpMessageArgs {
             message_id: self.message_id,
             command_type: match self.command {
-                HttpCommand::Query { .. } => crate::codegen::HttpCommand::HttpQuery,
-                HttpCommand::ResultSet { .. } => crate::codegen::HttpCommand::HttpResultSet,
+                HttpCommand::Query { .. } => cubeshared::codegen::HttpCommand::HttpQuery,
+                HttpCommand::ResultSet { .. } => cubeshared::codegen::HttpCommand::HttpResultSet,
                 HttpCommand::CloseConnection { .. } | HttpCommand::Error { .. } => {
-                    crate::codegen::HttpCommand::HttpError
+                    cubeshared::codegen::HttpCommand::HttpError
                 }
             },
             command: match &self.command {
@@ -666,7 +666,7 @@ impl HttpMessage {
                 .as_ref()
                 .map(|c| builder.create_string(c)),
         };
-        let message = crate::codegen::HttpMessage::create(&mut builder, &args);
+        let message = cubeshared::codegen::HttpMessage::create(&mut builder, &args);
         builder.finish(message, None);
         builder.finished_data().to_vec() // TODO copy
     }
@@ -762,7 +762,7 @@ impl HttpMessage {
             message_id: http_message.message_id(),
             connection_id: http_message.connection_id().map(|s| s.to_string()),
             command: match http_message.command_type() {
-                crate::codegen::HttpCommand::HttpQuery => {
+                cubeshared::codegen::HttpCommand::HttpQuery => {
                     let query = http_message.command_as_http_query().unwrap();
                     let mut inline_tables = Vec::new();
                     if let Some(query_inline_tables) = query.inline_tables() {
@@ -809,7 +809,7 @@ impl HttpMessage {
                         trace_obj: query.trace_obj().map(|q| q.to_string()),
                     }
                 }
-                crate::codegen::HttpCommand::HttpResultSet => {
+                cubeshared::codegen::HttpCommand::HttpResultSet => {
                     let result_set = http_message.command_as_http_result_set().unwrap();
                     let mut result_rows = Vec::new();
                     if let Some(rows) = result_set.rows() {
@@ -857,7 +857,7 @@ impl HttpMessage {
 
 #[cfg(test)]
 mod tests {
-    use crate::codegen::{HttpMessageArgs, HttpQuery, HttpQueryArgs, HttpTable, HttpTableArgs};
+    use cubeshared::codegen::{HttpMessageArgs, HttpQuery, HttpQueryArgs, HttpTable, HttpTableArgs};
     use crate::config::{init_test_logger, Config};
     use crate::http::{HttpCommand, HttpMessage, HttpServer};
     use crate::metastore::{Column, ColumnType};
@@ -973,11 +973,11 @@ mod tests {
         );
         let args = HttpMessageArgs {
             message_id: 1234,
-            command_type: crate::codegen::HttpCommand::HttpQuery,
+            command_type: cubeshared::codegen::HttpCommand::HttpQuery,
             command: Some(query_value.as_union_value()),
             connection_id: Some(connection_id_offset),
         };
-        let message = crate::codegen::HttpMessage::create(&mut builder, &args);
+        let message = cubeshared::codegen::HttpMessage::create(&mut builder, &args);
         builder.finish(message, None);
         let bytes = builder.finished_data().to_vec();
         let message = HttpMessage::read(bytes).await.unwrap();
diff --git a/rust/cubestore/cubestore/src/lib.rs b/rust/cubestore/cubestore/src/lib.rs
index 89ddb44e15599..05d24b86f0a14 100644
--- a/rust/cubestore/cubestore/src/lib.rs
+++ b/rust/cubestore/cubestore/src/lib.rs
@@ -38,7 +38,6 @@ use tokio::time::error::Elapsed;
 pub mod app_metrics;
 pub mod cachestore;
 pub mod cluster;
-pub mod codegen;
 pub mod config;
 pub mod http;
 pub mod import;

From ebb38a02a15a935f06afcabd61ef445420ece51d Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 15 Nov 2024 11:03:09 +0200
Subject: [PATCH 004/128] implement parse_cubestore_ws_result

---
 rust/cubeorchestrator/Cargo.lock              | 3473 +----------------
 rust/cubeorchestrator/Cargo.toml              |    2 +-
 .../src/cubestore_message_parser.rs           |   81 +
 rust/cubeorchestrator/src/lib.rs              |    3 +-
 4 files changed, 224 insertions(+), 3335 deletions(-)
 create mode 100644 rust/cubeorchestrator/src/cubestore_message_parser.rs

diff --git a/rust/cubeorchestrator/Cargo.lock b/rust/cubeorchestrator/Cargo.lock
index 95dfbec5b39f5..00c71b742b35a 100644
--- a/rust/cubeorchestrator/Cargo.lock
+++ b/rust/cubeorchestrator/Cargo.lock
@@ -4,3377 +4,266 @@ version = 3
 
 [[package]]
 name = "addr2line"
-version = "0.24.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dfbe277e56a376000877090da837660b4427aad530e3028d44e0bffe4f89a1c1"
-dependencies = [
- "gimli",
-]
-
-[[package]]
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-version = "2.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
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-
-[[package]]
-name = "ahash"
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-source = "registry+https://github.com/rust-lang/crates.io-index"
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-dependencies = [
- "getrandom",
- "once_cell",
- "version_check",
-]
-
-[[package]]
-name = "ahash"
-version = "0.8.11"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e89da841a80418a9b391ebaea17f5c112ffaaa96f621d2c285b5174da76b9011"
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- "cfg-if 1.0.0",
- "once_cell",
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- "zerocopy",
-]
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+checksum = "3c5e1a9a646d36c3599cd173a41282daf47c44583ad367b8e6837255952e5c67"
 
 [[package]]
-name = "wasm-bindgen-backend"
-version = "0.2.95"
+name = "syn"
+version = "2.0.58"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cb6dd4d3ca0ddffd1dd1c9c04f94b868c37ff5fac97c30b97cff2d74fce3a358"
+checksum = "44cfb93f38070beee36b3fef7d4f5a16f27751d94b187b666a5cc5e9b0d30687"
 dependencies = [
- "bumpalo",
- "log",
- "once_cell",
  "proc-macro2",
  "quote",
- "syn 2.0.85",
- "wasm-bindgen-shared",
-]
-
-[[package]]
-name = "wasm-bindgen-futures"
-version = "0.4.45"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cc7ec4f8827a71586374db3e87abdb5a2bb3a15afed140221307c3ec06b1f63b"
-dependencies = [
- "cfg-if 1.0.0",
- "js-sys",
- "wasm-bindgen",
- "web-sys",
-]
-
-[[package]]
-name = "wasm-bindgen-macro"
-version = "0.2.95"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e79384be7f8f5a9dd5d7167216f022090cf1f9ec128e6e6a482a2cb5c5422c56"
-dependencies = [
- "quote",
- "wasm-bindgen-macro-support",
+ "unicode-ident",
 ]
 
 [[package]]
-name = "wasm-bindgen-macro-support"
-version = "0.2.95"
+name = "syn-mid"
+version = "0.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "26c6ab57572f7a24a4985830b120de1594465e5d500f24afe89e16b4e833ef68"
+checksum = "b5dc35bb08dd1ca3dfb09dce91fd2d13294d6711c88897d9a9d60acf39bce049"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.85",
- "wasm-bindgen-backend",
- "wasm-bindgen-shared",
-]
-
-[[package]]
-name = "wasm-bindgen-shared"
-version = "0.2.95"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65fc09f10666a9f147042251e0dda9c18f166ff7de300607007e96bdebc1068d"
-
-[[package]]
-name = "web-sys"
-version = "0.3.72"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f6488b90108c040df0fe62fa815cbdee25124641df01814dd7282749234c6112"
-dependencies = [
- "js-sys",
- "wasm-bindgen",
-]
-
-[[package]]
-name = "webpki-roots"
-version = "0.26.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "841c67bff177718f1d4dfefde8d8f0e78f9b6589319ba88312f567fc5841a958"
-dependencies = [
- "rustls-pki-types",
-]
-
-[[package]]
-name = "winapi"
-version = "0.3.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5c839a674fcd7a98952e593242ea400abe93992746761e38641405d28b00f419"
-dependencies = [
- "winapi-i686-pc-windows-gnu",
- "winapi-x86_64-pc-windows-gnu",
-]
-
-[[package]]
-name = "winapi-i686-pc-windows-gnu"
-version = "0.4.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ac3b87c63620426dd9b991e5ce0329eff545bccbbb34f3be09ff6fb6ab51b7b6"
-
-[[package]]
-name = "winapi-util"
-version = "0.1.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cf221c93e13a30d793f7645a0e7762c55d169dbb0a49671918a2319d289b10bb"
-dependencies = [
- "windows-sys 0.59.0",
-]
-
-[[package]]
-name = "winapi-x86_64-pc-windows-gnu"
-version = "0.4.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
-
-[[package]]
-name = "windows-core"
-version = "0.52.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "33ab640c8d7e35bf8ba19b884ba838ceb4fba93a4e8c65a9059d08afcfc683d9"
-dependencies = [
- "windows-targets",
-]
-
-[[package]]
-name = "windows-registry"
-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e400001bb720a623c1c69032f8e3e4cf09984deec740f007dd2b03ec864804b0"
-dependencies = [
- "windows-result",
- "windows-strings",
- "windows-targets",
-]
-
-[[package]]
-name = "windows-result"
-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1d1043d8214f791817bab27572aaa8af63732e11bf84aa21a45a78d6c317ae0e"
-dependencies = [
- "windows-targets",
-]
-
-[[package]]
-name = "windows-strings"
-version = "0.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4cd9b125c486025df0eabcb585e62173c6c9eddcec5d117d3b6e8c30e2ee4d10"
-dependencies = [
- "windows-result",
- "windows-targets",
+ "syn",
 ]
 
 [[package]]
-name = "windows-sys"
-version = "0.52.0"
+name = "tokio"
+version = "1.37.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "282be5f36a8ce781fad8c8ae18fa3f9beff57ec1b52cb3de0789201425d9a33d"
+checksum = "1adbebffeca75fcfd058afa480fb6c0b81e165a0323f9c9d39c9697e37c46787"
 dependencies = [
- "windows-targets",
+ "backtrace",
+ "pin-project-lite",
 ]
 
 [[package]]
-name = "windows-sys"
-version = "0.59.0"
+name = "unicode-ident"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1e38bc4d79ed67fd075bcc251a1c39b32a1776bbe92e5bef1f0bf1f8c531853b"
-dependencies = [
- "windows-targets",
-]
+checksum = "84a22b9f218b40614adcb3f4ff08b703773ad44fa9423e4e0d346d5db86e4ebc"
 
 [[package]]
 name = "windows-targets"
-version = "0.52.6"
+version = "0.52.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9b724f72796e036ab90c1021d4780d4d3d648aca59e491e6b98e725b84e99973"
+checksum = "7dd37b7e5ab9018759f893a1952c9420d060016fc19a472b4bb20d1bdd694d1b"
 dependencies = [
  "windows_aarch64_gnullvm",
  "windows_aarch64_msvc",
  "windows_i686_gnu",
- "windows_i686_gnullvm",
  "windows_i686_msvc",
  "windows_x86_64_gnu",
  "windows_x86_64_gnullvm",
@@ -3383,122 +272,42 @@ dependencies = [
 
 [[package]]
 name = "windows_aarch64_gnullvm"
-version = "0.52.6"
+version = "0.52.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32a4622180e7a0ec044bb555404c800bc9fd9ec262ec147edd5989ccd0c02cd3"
+checksum = "bcf46cf4c365c6f2d1cc93ce535f2c8b244591df96ceee75d8e83deb70a9cac9"
 
 [[package]]
 name = "windows_aarch64_msvc"
-version = "0.52.6"
+version = "0.52.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "09ec2a7bb152e2252b53fa7803150007879548bc709c039df7627cabbd05d469"
+checksum = "da9f259dd3bcf6990b55bffd094c4f7235817ba4ceebde8e6d11cd0c5633b675"
 
 [[package]]
 name = "windows_i686_gnu"
-version = "0.52.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e9b5ad5ab802e97eb8e295ac6720e509ee4c243f69d781394014ebfe8bbfa0b"
-
-[[package]]
-name = "windows_i686_gnullvm"
-version = "0.52.6"
+version = "0.52.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0eee52d38c090b3caa76c563b86c3a4bd71ef1a819287c19d586d7334ae8ed66"
+checksum = "b474d8268f99e0995f25b9f095bc7434632601028cf86590aea5c8a5cb7801d3"
 
 [[package]]
 name = "windows_i686_msvc"
-version = "0.52.6"
+version = "0.52.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "240948bc05c5e7c6dabba28bf89d89ffce3e303022809e73deaefe4f6ec56c66"
+checksum = "1515e9a29e5bed743cb4415a9ecf5dfca648ce85ee42e15873c3cd8610ff8e02"
 
 [[package]]
 name = "windows_x86_64_gnu"
-version = "0.52.6"
+version = "0.52.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "147a5c80aabfbf0c7d901cb5895d1de30ef2907eb21fbbab29ca94c5b08b1a78"
+checksum = "5eee091590e89cc02ad514ffe3ead9eb6b660aedca2183455434b93546371a03"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
-version = "0.52.6"
+version = "0.52.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "24d5b23dc417412679681396f2b49f3de8c1473deb516bd34410872eff51ed0d"
+checksum = "77ca79f2451b49fa9e2af39f0747fe999fcda4f5e241b2898624dca97a1f2177"
 
 [[package]]
 name = "windows_x86_64_msvc"
-version = "0.52.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
-
-[[package]]
-name = "winnow"
-version = "0.6.20"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36c1fec1a2bb5866f07c25f68c26e565c4c200aebb96d7e55710c19d3e8ac49b"
-dependencies = [
- "memchr",
-]
-
-[[package]]
-name = "wyz"
-version = "0.5.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "05f360fc0b24296329c78fda852a1e9ae82de9cf7b27dae4b7f62f118f77b9ed"
-dependencies = [
- "tap",
-]
-
-[[package]]
-name = "zerocopy"
-version = "0.7.35"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1b9b4fd18abc82b8136838da5d50bae7bdea537c574d8dc1a34ed098d6c166f0"
-dependencies = [
- "byteorder",
- "zerocopy-derive",
-]
-
-[[package]]
-name = "zerocopy-derive"
-version = "0.7.35"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fa4f8080344d4671fb4e831a13ad1e68092748387dfc4f55e356242fae12ce3e"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.85",
-]
-
-[[package]]
-name = "zeroize"
-version = "1.8.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ced3678a2879b30306d323f4542626697a464a97c0a07c9aebf7ebca65cd4dde"
-
-[[package]]
-name = "zstd"
-version = "0.11.2+zstd.1.5.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "20cc960326ece64f010d2d2107537f26dc589a6573a316bd5b1dba685fa5fde4"
-dependencies = [
- "zstd-safe",
-]
-
-[[package]]
-name = "zstd-safe"
-version = "5.0.2+zstd.1.5.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1d2a5585e04f9eea4b2a3d1eca508c4dee9592a89ef6f450c11719da0726f4db"
-dependencies = [
- "libc",
- "zstd-sys",
-]
-
-[[package]]
-name = "zstd-sys"
-version = "2.0.13+zstd.1.5.6"
+version = "0.52.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38ff0f21cfee8f97d94cef41359e0c89aa6113028ab0291aa8ca0038995a95aa"
-dependencies = [
- "cc",
- "pkg-config",
-]
+checksum = "32b752e52a2da0ddfbdbcc6fceadfeede4c939ed16d13e648833a61dfb611ed8"
diff --git a/rust/cubeorchestrator/Cargo.toml b/rust/cubeorchestrator/Cargo.toml
index 38d2f9b5d39e9..3a6fbdf5e1484 100644
--- a/rust/cubeorchestrator/Cargo.toml
+++ b/rust/cubeorchestrator/Cargo.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 edition = "2021"
 
 [dependencies]
-cubesql = { path = "../cubesql/cubesql" }
+cubeshared = { path = "../cubeshared" }
 
 [dependencies.neon]
 version = "=1"
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
new file mode 100644
index 0000000000000..31fd4bbe4ff34
--- /dev/null
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -0,0 +1,81 @@
+use cubeshared::codegen::{root_as_http_message, HttpCommand};
+use std::collections::HashMap;
+
+#[derive(Debug)]
+pub enum ParseError {
+    UnsupportedCommand,
+    EmptyResultSet,
+    NullRow,
+    ColumnValueMissed,
+    ColumnNameNotDefined,
+    FlatBufferError,
+    ErrorMessage(String),
+}
+
+impl std::fmt::Display for ParseError {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        match self {
+            ParseError::UnsupportedCommand => write!(f, "Unsupported command"),
+            ParseError::EmptyResultSet => write!(f, "Empty resultSet"),
+            ParseError::NullRow => write!(f, "Null row"),
+            ParseError::ColumnValueMissed => write!(f, "Column value missed"),
+            ParseError::ColumnNameNotDefined => write!(f, "Column name is not defined"),
+            ParseError::FlatBufferError => write!(f, "FlatBuffer parsing error"),
+            ParseError::ErrorMessage(msg) => write!(f, "Error: {}", msg),
+        }
+    }
+}
+
+impl std::error::Error for ParseError {}
+
+pub fn parse_cubestore_ws_result(
+    msg_data: Vec<u8>,
+) -> Result<Vec<HashMap<String, String>>, ParseError> {
+    let http_message =
+        root_as_http_message(msg_data.as_slice()).map_err(|_| ParseError::FlatBufferError)?;
+
+    let command_type = http_message.command_type();
+
+    match command_type {
+        HttpCommand::HttpError => {
+            let http_error = http_message
+                .command_as_http_error()
+                .ok_or(ParseError::FlatBufferError)?;
+            let error_message = http_error.error().unwrap_or("Unknown error").to_string();
+            Err(ParseError::ErrorMessage(error_message))
+        }
+        HttpCommand::HttpResultSet => {
+            let result_set = http_message
+                .command_as_http_result_set()
+                .ok_or(ParseError::EmptyResultSet)?;
+
+            let result_set_columns = result_set.columns().ok_or(ParseError::EmptyResultSet)?;
+            let mut columns = Vec::with_capacity(result_set_columns.len());
+
+            for column in result_set_columns.iter() {
+                if column.is_empty() {
+                    return Err(ParseError::ColumnNameNotDefined);
+                }
+                columns.push(column.to_string());
+            }
+
+            let result_set_rows = result_set.rows().ok_or(ParseError::EmptyResultSet)?;
+            let mut result = Vec::with_capacity(result_set_rows.len());
+
+            for row in result_set_rows.iter() {
+                let values = row.values().ok_or(ParseError::NullRow)?;
+                let mut row_obj = HashMap::new();
+
+                for (i, val) in values.iter().enumerate() {
+                    let value = val.string_value().ok_or(ParseError::ColumnValueMissed)?;
+                    row_obj.insert(columns[i].clone(), value.to_string());
+                }
+
+                result.push(row_obj);
+            }
+
+            Ok(result)
+        }
+        _ => Err(ParseError::UnsupportedCommand),
+    }
+}
diff --git a/rust/cubeorchestrator/src/lib.rs b/rust/cubeorchestrator/src/lib.rs
index 40031d8d4122d..252a6a548c360 100644
--- a/rust/cubeorchestrator/src/lib.rs
+++ b/rust/cubeorchestrator/src/lib.rs
@@ -1,2 +1 @@
-pub use cubesql::CubeError;
-
+pub mod cubestore_message_parser;

From 6ecef1ece7ad089d30eab9639c8799ca36ab27a1 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 15 Nov 2024 20:49:29 +0200
Subject: [PATCH 005/128] add
 cubeorchestrator/parse_cubestore_ws_result_message export

---
 packages/cubejs-backend-native/Cargo.lock     | 37 ++++++++++++++++++-
 packages/cubejs-backend-native/Cargo.toml     |  3 +-
 packages/cubejs-backend-native/js/index.ts    |  8 ++++
 .../cubejs-backend-native/src/node_export.rs  | 31 ++++++++++++++++
 4 files changed, 77 insertions(+), 2 deletions(-)

diff --git a/packages/cubejs-backend-native/Cargo.lock b/packages/cubejs-backend-native/Cargo.lock
index 1ec0fc189e2b5..64736453ec854 100644
--- a/packages/cubejs-backend-native/Cargo.lock
+++ b/packages/cubejs-backend-native/Cargo.lock
@@ -128,7 +128,7 @@ dependencies = [
  "chrono",
  "comfy-table 5.0.1",
  "csv",
- "flatbuffers",
+ "flatbuffers 2.1.2",
  "half",
  "hex",
  "indexmap 1.9.3",
@@ -738,6 +738,7 @@ dependencies = [
  "bytes",
  "convert_case",
  "cubenativeutils",
+ "cubeorchestrator",
  "cubesql",
  "cubesqlplanner",
  "findshlibs",
@@ -779,6 +780,21 @@ dependencies = [
  "uuid 0.8.2",
 ]
 
+[[package]]
+name = "cubeorchestrator"
+version = "0.1.0"
+dependencies = [
+ "cubeshared",
+ "neon",
+]
+
+[[package]]
+name = "cubeshared"
+version = "0.1.0"
+dependencies = [
+ "flatbuffers 23.5.26",
+]
+
 [[package]]
 name = "cubesql"
 version = "0.28.0"
@@ -1089,6 +1105,16 @@ dependencies = [
  "thiserror",
 ]
 
+[[package]]
+name = "flatbuffers"
+version = "23.5.26"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4dac53e22462d78c16d64a1cd22371b54cc3fe94aa15e7886a2fa6e5d1ab8640"
+dependencies = [
+ "bitflags 1.3.2",
+ "rustc_version",
+]
+
 [[package]]
 name = "flate2"
 version = "1.0.28"
@@ -2775,6 +2801,15 @@ version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08d43f7aa6b08d49f382cde6a7982047c3426db949b1424bc4b7ec9ae12c6ce2"
 
+[[package]]
+name = "rustc_version"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92"
+dependencies = [
+ "semver",
+]
+
 [[package]]
 name = "rustix"
 version = "0.38.28"
diff --git a/packages/cubejs-backend-native/Cargo.toml b/packages/cubejs-backend-native/Cargo.toml
index 3c3666761e1e9..debb2bea8dc84 100644
--- a/packages/cubejs-backend-native/Cargo.toml
+++ b/packages/cubejs-backend-native/Cargo.toml
@@ -16,7 +16,8 @@ opt-level = 1
 crate-type = ["cdylib", "lib"]
 
 [dependencies]
-cubesqlplanner = { path = "../../rust/cubesqlplanner/cubesqlplanner/" }
+cubesqlplanner = { path = "../../rust/cubesqlplanner/cubesqlplanner" }
+cubeorchestrator = { path = "../../rust/cubeorchestrator" }
 cubenativeutils = { path = "../../rust/cubenativeutils" }
 async-channel = { version = "2" }
 async-trait = "0.1.36"
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index 779195ccfa8f5..fb120be7c99a5 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -348,6 +348,14 @@ export const buildSqlAndParams = (cubeEvaluator: any): String => {
   return native.buildSqlAndParams(cubeEvaluator);
 };
 
+export type ResultRow = Record<string, string>;
+
+export const parseCubestoreResultMessage = (message: ArrayBuffer): ResultRow[] => {
+  const native = loadNative();
+
+  return native.parseCubestoreResultMessage(message);
+};
+
 export interface PyConfiguration {
   repositoryFactory?: (ctx: unknown) => Promise<unknown>,
   logger?: (msg: string, params: Record<string, any>) => void,
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 53464958d20b2..52a03b175ccd1 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -32,9 +32,12 @@ use cubenativeutils::wrappers::NativeContextHolder;
 use cubesqlplanner::cube_bridge::base_query_options::NativeBaseQueryOptions;
 use cubesqlplanner::planner::base_query::BaseQuery;
 
+use cubeorchestrator::cubestore_message_parser::parse_cubestore_ws_result;
+
 use cubesql::{telemetry::ReportingLogger, CubeError};
 
 use neon::prelude::*;
+use neon::types::buffer::TypedArray;
 
 struct SQLInterface {
     services: Arc<NodeCubeServices>,
@@ -503,6 +506,30 @@ fn debug_js_to_clrepr_to_js(mut cx: FunctionContext) -> JsResult<JsValue> {
     arg_clrep.into_js(&mut cx)
 }
 
+//============ sql orchestrator ===================
+
+fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsValue> {
+    let msg = cx.argument::<JsBuffer>(0)?;
+    let msg_data = msg.as_slice(&cx);
+    match parse_cubestore_ws_result(msg_data.to_vec()) {
+        Ok(result) => {
+            let js_array = JsArray::new(&mut cx, result.len());
+            for (i, row) in result.into_iter().enumerate() {
+                let js_row = JsObject::new(&mut cx);
+                for (key, value) in row {
+                    let js_key = cx.string(key);
+                    let js_value = cx.string(value);
+                    js_row.set(&mut cx, js_key, js_value)?;
+                }
+                js_array.set(&mut cx, i as u32, js_row)?;
+            }
+            Ok(js_array.upcast())
+        }
+        Err(err) => cx.throw_error(err.to_string()),
+    }
+}
+
+
 pub fn register_module_exports<C: NodeConfiguration + 'static>(
     mut cx: ModuleContext,
 ) -> NeonResult<()> {
@@ -513,8 +540,12 @@ pub fn register_module_exports<C: NodeConfiguration + 'static>(
     cx.export_function("isFallbackBuild", is_fallback_build)?;
     cx.export_function("__js_to_clrepr_to_js", debug_js_to_clrepr_to_js)?;
 
+    //============ sql planner exports ===================
     cx.export_function("buildSqlAndParams", build_sql_and_params)?;
 
+    //========= sql orchestrator exports =================
+    cx.export_function("parseCubestoreResultMessage", parse_cubestore_ws_result_message)?;
+
     crate::template::template_register_module(&mut cx)?;
 
     #[cfg(feature = "python")]

From dcc29ea8748b1c421214ae03c37d5ed3365e4efb Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 15 Nov 2024 20:52:06 +0200
Subject: [PATCH 006/128] use native parseCubestoreResultMessage

---
 packages/cubejs-cubestore-driver/package.json |  1 +
 .../src/WebSocketConnection.ts                | 49 +++----------------
 2 files changed, 9 insertions(+), 41 deletions(-)

diff --git a/packages/cubejs-cubestore-driver/package.json b/packages/cubejs-cubestore-driver/package.json
index c4ffa68063194..8722abaca23c8 100644
--- a/packages/cubejs-cubestore-driver/package.json
+++ b/packages/cubejs-cubestore-driver/package.json
@@ -29,6 +29,7 @@
     "@cubejs-backend/base-driver": "1.1.12",
     "@cubejs-backend/cubestore": "1.1.12",
     "@cubejs-backend/shared": "1.1.12",
+    "@cubejs-backend/native": "1.1.12",
     "csv-write-stream": "^2.0.0",
     "flatbuffers": "23.3.3",
     "fs-extra": "^9.1.0",
diff --git a/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts b/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
index 92da79e88ca2d..646ebfd98560a 100644
--- a/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
+++ b/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
@@ -1,14 +1,13 @@
 import WebSocket from 'ws';
 import * as flatbuffers from 'flatbuffers';
+import { v4 as uuidv4 } from 'uuid';
 import { InlineTable } from '@cubejs-backend/base-driver';
 import { getEnv } from '@cubejs-backend/shared';
-import { v4 as uuidv4 } from 'uuid';
+import { parseCubestoreResultMessage } from '@cubejs-backend/native';
 import {
   HttpCommand,
-  HttpError,
   HttpMessage,
   HttpQuery,
-  HttpResultSet,
   HttpTable
 } from '../codegen';
 
@@ -116,44 +115,12 @@ export class WebSocketConnection {
           if (!resolvers) {
             throw new Error(`Cube Store missed message id: ${httpMessage.messageId()}`); // logging
           }
-          const commandType = httpMessage.commandType();
-          if (commandType === HttpCommand.HttpError) {
-            resolvers.reject(new Error(`${httpMessage.command(new HttpError())?.error()}`));
-          } else if (commandType === HttpCommand.HttpResultSet) {
-            const resultSet = httpMessage.command(new HttpResultSet());
-            if (!resultSet) {
-              resolvers.reject(new Error('Empty resultSet'));
-              return;
-            }
-            const columnsLen = resultSet.columnsLength();
-            const columns: Array<string> = [];
-            for (let i = 0; i < columnsLen; i++) {
-              const columnName = resultSet.columns(i);
-              if (!columnName) {
-                resolvers.reject(new Error('Column name is not defined'));
-                return;
-              }
-              columns.push(columnName);
-            }
-            const rowLen = resultSet.rowsLength();
-            const result: any[] = [];
-            for (let i = 0; i < rowLen; i++) {
-              const row = resultSet.rows(i);
-              if (!row) {
-                resolvers.reject(new Error('Null row'));
-                return;
-              }
-              const valueLen = row.valuesLength();
-              const rowObj = {};
-              for (let j = 0; j < valueLen; j++) {
-                const value = row.values(j);
-                rowObj[columns[j]] = value?.stringValue();
-              }
-              result.push(rowObj);
-            }
-            resolvers.resolve(result);
-          } else {
-            resolvers.reject(new Error('Unsupported command'));
+
+          try {
+            const nativeResMsg = parseCubestoreResultMessage(msg);
+            resolvers.resolve(nativeResMsg);
+          } catch (e) {
+            resolvers.reject(e);
           }
         });
       });

From 9a9a214d197498e2d6304bf2a9ba2f3d035cf6d6 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 15 Nov 2024 22:56:28 +0200
Subject: [PATCH 007/128] init hashmap with capacity

---
 rust/cubeorchestrator/src/cubestore_message_parser.rs | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index 31fd4bbe4ff34..3bd00388fce98 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -50,7 +50,8 @@ pub fn parse_cubestore_ws_result(
                 .ok_or(ParseError::EmptyResultSet)?;
 
             let result_set_columns = result_set.columns().ok_or(ParseError::EmptyResultSet)?;
-            let mut columns = Vec::with_capacity(result_set_columns.len());
+            let columns_len = result_set_columns.len();
+            let mut columns = Vec::with_capacity(columns_len);
 
             for column in result_set_columns.iter() {
                 if column.is_empty() {
@@ -64,7 +65,7 @@ pub fn parse_cubestore_ws_result(
 
             for row in result_set_rows.iter() {
                 let values = row.values().ok_or(ParseError::NullRow)?;
-                let mut row_obj = HashMap::new();
+                let mut row_obj = HashMap::with_capacity(columns_len);
 
                 for (i, val) in values.iter().enumerate() {
                     let value = val.string_value().ok_or(ParseError::ColumnValueMissed)?;

From 7abab9c828df35faee7103f6c433ae5f2720b7c2 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 15 Nov 2024 23:01:00 +0200
Subject: [PATCH 008/128] cargo fmt

---
 packages/cubejs-backend-native/src/node_export.rs | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 52a03b175ccd1..cb9ffe0469aaf 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -529,7 +529,6 @@ fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsValu
     }
 }
 
-
 pub fn register_module_exports<C: NodeConfiguration + 'static>(
     mut cx: ModuleContext,
 ) -> NeonResult<()> {
@@ -544,7 +543,10 @@ pub fn register_module_exports<C: NodeConfiguration + 'static>(
     cx.export_function("buildSqlAndParams", build_sql_and_params)?;
 
     //========= sql orchestrator exports =================
-    cx.export_function("parseCubestoreResultMessage", parse_cubestore_ws_result_message)?;
+    cx.export_function(
+        "parseCubestoreResultMessage",
+        parse_cubestore_ws_result_message,
+    )?;
 
     crate::template::template_register_module(&mut cx)?;
 

From 069399051861497ca5787344376c5da248aef4a4 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Sat, 16 Nov 2024 00:35:47 +0200
Subject: [PATCH 009/128] =?UTF-8?q?some=20optimizations=20and=C2=A0improve?=
 =?UTF-8?q?ments?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/src/node_export.rs     | 8 ++++----
 rust/cubeorchestrator/rustfmt.toml                    | 2 +-
 rust/cubeorchestrator/src/cubestore_message_parser.rs | 4 ++--
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index cb9ffe0469aaf..c77debe2ae9e2 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -511,14 +511,14 @@ fn debug_js_to_clrepr_to_js(mut cx: FunctionContext) -> JsResult<JsValue> {
 fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsValue> {
     let msg = cx.argument::<JsBuffer>(0)?;
     let msg_data = msg.as_slice(&cx);
-    match parse_cubestore_ws_result(msg_data.to_vec()) {
+    match parse_cubestore_ws_result(msg_data) {
         Ok(result) => {
             let js_array = JsArray::new(&mut cx, result.len());
             for (i, row) in result.into_iter().enumerate() {
                 let js_row = JsObject::new(&mut cx);
-                for (key, value) in row {
-                    let js_key = cx.string(key);
-                    let js_value = cx.string(value);
+                for (key, value) in row.into_iter() {
+                    let js_key = cx.string(&key);
+                    let js_value = cx.string(&value);
                     js_row.set(&mut cx, js_key, js_value)?;
                 }
                 js_array.set(&mut cx, i as u32, js_row)?;
diff --git a/rust/cubeorchestrator/rustfmt.toml b/rust/cubeorchestrator/rustfmt.toml
index d9ba5fdb90ba3..c3c8c37533810 100644
--- a/rust/cubeorchestrator/rustfmt.toml
+++ b/rust/cubeorchestrator/rustfmt.toml
@@ -1 +1 @@
-imports_granularity = "Crate"
\ No newline at end of file
+imports_granularity = "Crate"
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index 3bd00388fce98..dd712888b99d6 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -29,10 +29,10 @@ impl std::fmt::Display for ParseError {
 impl std::error::Error for ParseError {}
 
 pub fn parse_cubestore_ws_result(
-    msg_data: Vec<u8>,
+    msg_data: &[u8],
 ) -> Result<Vec<HashMap<String, String>>, ParseError> {
     let http_message =
-        root_as_http_message(msg_data.as_slice()).map_err(|_| ParseError::FlatBufferError)?;
+        root_as_http_message(msg_data).map_err(|_| ParseError::FlatBufferError)?;
 
     let command_type = http_message.command_type();
 

From d6879cd0a5ab1bf391f34d17dfa431a604edcede Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 18 Nov 2024 12:22:55 +0200
Subject: [PATCH 010/128] a bit optimized version

---
 packages/cubejs-backend-native/src/node_export.rs     | 8 ++++----
 rust/cubeorchestrator/src/cubestore_message_parser.rs | 6 +++---
 2 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index c77debe2ae9e2..5752949afb799 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -510,15 +510,15 @@ fn debug_js_to_clrepr_to_js(mut cx: FunctionContext) -> JsResult<JsValue> {
 
 fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsValue> {
     let msg = cx.argument::<JsBuffer>(0)?;
-    let msg_data = msg.as_slice(&cx);
-    match parse_cubestore_ws_result(msg_data) {
+    let msg_data = msg.as_slice(&cx).to_vec();
+    match parse_cubestore_ws_result(&*msg_data) {
         Ok(result) => {
             let js_array = JsArray::new(&mut cx, result.len());
             for (i, row) in result.into_iter().enumerate() {
                 let js_row = JsObject::new(&mut cx);
                 for (key, value) in row.into_iter() {
-                    let js_key = cx.string(&key);
-                    let js_value = cx.string(&value);
+                    let js_key = cx.string(key);
+                    let js_value = cx.string(value);
                     js_row.set(&mut cx, js_key, js_value)?;
                 }
                 js_array.set(&mut cx, i as u32, js_row)?;
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index dd712888b99d6..99578f905b1e0 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -30,7 +30,7 @@ impl std::error::Error for ParseError {}
 
 pub fn parse_cubestore_ws_result(
     msg_data: &[u8],
-) -> Result<Vec<HashMap<String, String>>, ParseError> {
+) -> Result<Vec<HashMap<&str, &str>>, ParseError> {
     let http_message =
         root_as_http_message(msg_data).map_err(|_| ParseError::FlatBufferError)?;
 
@@ -57,7 +57,7 @@ pub fn parse_cubestore_ws_result(
                 if column.is_empty() {
                     return Err(ParseError::ColumnNameNotDefined);
                 }
-                columns.push(column.to_string());
+                columns.push(column);
             }
 
             let result_set_rows = result_set.rows().ok_or(ParseError::EmptyResultSet)?;
@@ -69,7 +69,7 @@ pub fn parse_cubestore_ws_result(
 
                 for (i, val) in values.iter().enumerate() {
                     let value = val.string_value().ok_or(ParseError::ColumnValueMissed)?;
-                    row_obj.insert(columns[i].clone(), value.to_string());
+                    row_obj.insert(columns[i], value);
                 }
 
                 result.push(row_obj);

From ab8f85aae86272e782546d9da9784d53e74808a9 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 18 Nov 2024 12:44:48 +0200
Subject: [PATCH 011/128] =?UTF-8?q?use=20cx.execute=5Fscoped=20for=C2=A0op?=
 =?UTF-8?q?timization?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../cubejs-backend-native/src/node_export.rs  | 28 +++++++++++++------
 1 file changed, 19 insertions(+), 9 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 5752949afb799..9fa8650c6d69b 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -513,16 +513,26 @@ fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsValu
     let msg_data = msg.as_slice(&cx).to_vec();
     match parse_cubestore_ws_result(&*msg_data) {
         Ok(result) => {
-            let js_array = JsArray::new(&mut cx, result.len());
-            for (i, row) in result.into_iter().enumerate() {
-                let js_row = JsObject::new(&mut cx);
-                for (key, value) in row.into_iter() {
-                    let js_key = cx.string(key);
-                    let js_value = cx.string(value);
-                    js_row.set(&mut cx, js_key, js_value)?;
+            let js_array = cx.execute_scoped(|mut cx| {
+                let js_array = JsArray::new(&mut cx, result.len());
+
+                for (i, row) in result.into_iter().enumerate() {
+                    let js_row = cx.execute_scoped(|mut cx| {
+                        let js_row = JsObject::new(&mut cx);
+                        for (key, value) in row.into_iter() {
+                            let js_key = cx.string(key);
+                            let js_value = cx.string(value);
+                            js_row.set(&mut cx, js_key, js_value)?;
+                        }
+                        Ok(js_row)
+                    })?;
+
+                    js_array.set(&mut cx, i as u32, js_row)?;
                 }
-                js_array.set(&mut cx, i as u32, js_row)?;
-            }
+
+                Ok(js_array)
+            })?;
+
             Ok(js_array.upcast())
         }
         Err(err) => cx.throw_error(err.to_string()),

From 2424c65aa0150247f89edf4c8e3d9d013874fc98 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 18 Nov 2024 20:41:14 +0200
Subject: [PATCH 012/128] a bit more rust idiomatic code

---
 .../src/cubestore_message_parser.rs           | 25 ++++++++-----------
 1 file changed, 10 insertions(+), 15 deletions(-)

diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index 99578f905b1e0..d9c3d77b30275 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -6,7 +6,6 @@ pub enum ParseError {
     UnsupportedCommand,
     EmptyResultSet,
     NullRow,
-    ColumnValueMissed,
     ColumnNameNotDefined,
     FlatBufferError,
     ErrorMessage(String),
@@ -18,7 +17,6 @@ impl std::fmt::Display for ParseError {
             ParseError::UnsupportedCommand => write!(f, "Unsupported command"),
             ParseError::EmptyResultSet => write!(f, "Empty resultSet"),
             ParseError::NullRow => write!(f, "Null row"),
-            ParseError::ColumnValueMissed => write!(f, "Column value missed"),
             ParseError::ColumnNameNotDefined => write!(f, "Column name is not defined"),
             ParseError::FlatBufferError => write!(f, "FlatBuffer parsing error"),
             ParseError::ErrorMessage(msg) => write!(f, "Error: {}", msg),
@@ -50,14 +48,9 @@ pub fn parse_cubestore_ws_result(
                 .ok_or(ParseError::EmptyResultSet)?;
 
             let result_set_columns = result_set.columns().ok_or(ParseError::EmptyResultSet)?;
-            let columns_len = result_set_columns.len();
-            let mut columns = Vec::with_capacity(columns_len);
 
-            for column in result_set_columns.iter() {
-                if column.is_empty() {
-                    return Err(ParseError::ColumnNameNotDefined);
-                }
-                columns.push(column);
+            if result_set_columns.iter().any(|c| c.is_empty()) {
+                return Err(ParseError::ColumnNameNotDefined);
             }
 
             let result_set_rows = result_set.rows().ok_or(ParseError::EmptyResultSet)?;
@@ -65,12 +58,14 @@ pub fn parse_cubestore_ws_result(
 
             for row in result_set_rows.iter() {
                 let values = row.values().ok_or(ParseError::NullRow)?;
-                let mut row_obj = HashMap::with_capacity(columns_len);
-
-                for (i, val) in values.iter().enumerate() {
-                    let value = val.string_value().ok_or(ParseError::ColumnValueMissed)?;
-                    row_obj.insert(columns[i], value);
-                }
+                let row_obj: HashMap<_, _> = result_set_columns
+                    .iter()
+                    .zip(values.iter())
+                    .map(|(col, val)| {
+                        let value = val.string_value().unwrap_or("");
+                        (col, value)
+                    })
+                    .collect();
 
                 result.push(row_obj);
             }

From 8ab592e03e436d64e647ad272c7e2bfec4491d22 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 20 Nov 2024 13:26:52 +0200
Subject: [PATCH 013/128] =?UTF-8?q?put=20native=20parseCubestoreResultMess?=
 =?UTF-8?q?age=20behind=20the=C2=A0flag?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-shared/src/env.ts     |  3 +
 .../src/WebSocketConnection.ts                | 59 +++++++++++++++++--
 2 files changed, 57 insertions(+), 5 deletions(-)

diff --git a/packages/cubejs-backend-shared/src/env.ts b/packages/cubejs-backend-shared/src/env.ts
index 3d5a2c0e2e81c..e9bdf2acdbeea 100644
--- a/packages/cubejs-backend-shared/src/env.ts
+++ b/packages/cubejs-backend-shared/src/env.ts
@@ -193,6 +193,9 @@ const variables: Record<string, (...args: any) => any> = {
     .default('1')
     .asInt(),
   nativeSqlPlanner: () => get('CUBEJS_TESSERACT_SQL_PLANNER').asBool(),
+  nativeOrchestrator: () => get('CUBEJS_TESSERACT_ORCHESTRATOR')
+    .default('false')
+    .asBoolStrict(),
 
   /** ****************************************************************
    * Common db options                                               *
diff --git a/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts b/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
index 646ebfd98560a..7095c0eda1aa7 100644
--- a/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
+++ b/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
@@ -6,8 +6,10 @@ import { getEnv } from '@cubejs-backend/shared';
 import { parseCubestoreResultMessage } from '@cubejs-backend/native';
 import {
   HttpCommand,
+  HttpError,
   HttpMessage,
   HttpQuery,
+  HttpResultSet,
   HttpTable
 } from '../codegen';
 
@@ -116,11 +118,58 @@ export class WebSocketConnection {
             throw new Error(`Cube Store missed message id: ${httpMessage.messageId()}`); // logging
           }
 
-          try {
-            const nativeResMsg = parseCubestoreResultMessage(msg);
-            resolvers.resolve(nativeResMsg);
-          } catch (e) {
-            resolvers.reject(e);
+          if (getEnv('nativeOrchestrator')) {
+            try {
+              const nativeResMsg = parseCubestoreResultMessage(msg);
+              resolvers.resolve(nativeResMsg);
+            } catch (e) {
+              resolvers.reject(e);
+            }
+          } else {
+            const commandType = httpMessage.commandType();
+
+            if (commandType === HttpCommand.HttpError) {
+              resolvers.reject(new Error(`${httpMessage.command(new HttpError())?.error()}`));
+            } else if (commandType === HttpCommand.HttpResultSet) {
+              const resultSet = httpMessage.command(new HttpResultSet());
+
+              if (!resultSet) {
+                resolvers.reject(new Error('Empty resultSet'));
+                return;
+              }
+
+              const columnsLen = resultSet.columnsLength();
+              const columns: Array<string> = [];
+              for (let i = 0; i < columnsLen; i++) {
+                const columnName = resultSet.columns(i);
+                if (!columnName) {
+                  resolvers.reject(new Error('Column name is not defined'));
+                  return;
+                }
+                columns.push(columnName);
+              }
+
+              const rowLen = resultSet.rowsLength();
+              const result: any[] = [];
+              for (let i = 0; i < rowLen; i++) {
+                const row = resultSet.rows(i);
+                if (!row) {
+                  resolvers.reject(new Error('Null row'));
+                  return;
+                }
+                const valueLen = row.valuesLength();
+                const rowObj = {};
+                for (let j = 0; j < valueLen; j++) {
+                  const value = row.values(j);
+                  rowObj[columns[j]] = value?.stringValue();
+                }
+                result.push(rowObj);
+              }
+
+              resolvers.resolve(result);
+            } else {
+              resolvers.reject(new Error('Unsupported command'));
+            }
           }
         });
       });

From 85ef505751b7443dd624f7e336efc9e7967968e8 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 21 Nov 2024 12:33:22 +0200
Subject: [PATCH 014/128] tiny improvement

---
 packages/cubejs-backend-native/src/node_export.rs | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 9fa8650c6d69b..6a1fc9f28245e 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -520,9 +520,8 @@ fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsValu
                     let js_row = cx.execute_scoped(|mut cx| {
                         let js_row = JsObject::new(&mut cx);
                         for (key, value) in row.into_iter() {
-                            let js_key = cx.string(key);
                             let js_value = cx.string(value);
-                            js_row.set(&mut cx, js_key, js_value)?;
+                            js_row.set(&mut cx, key, js_value)?;
                         }
                         Ok(js_row)
                     })?;

From de65e18f57083b07364206646b4c5dc5d3fc89e3 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 25 Nov 2024 15:13:49 +0200
Subject: [PATCH 015/128] cargo fmt

---
 rust/cubenativeutils/src/wrappers/context.rs  |  3 +--
 .../src/wrappers/inner_types.rs               | 10 ++++---
 .../src/wrappers/neon/context.rs              | 27 ++++++++++---------
 .../src/wrappers/neon/inner_types.rs          | 13 ++++-----
 .../src/wrappers/neon/object/mod.rs           | 13 ++++-----
 .../src/wrappers/neon/object/neon_array.rs    |  8 +++---
 .../src/wrappers/neon/object/neon_function.rs |  8 +++---
 .../src/wrappers/neon/object/neon_struct.rs   |  8 +++---
 rust/cubenativeutils/src/wrappers/object.rs   |  3 +--
 .../src/wrappers/object_handle.rs             |  3 +--
 .../src/wrappers/serializer/deserialize.rs    |  7 ++---
 .../src/wrappers/serializer/deserializer.rs   | 17 ++++++------
 .../src/wrappers/serializer/error.rs          |  3 +--
 .../src/wrappers/serializer/serialize.rs      |  7 ++---
 .../src/wrappers/serializer/serializer.rs     |  7 ++---
 15 files changed, 75 insertions(+), 62 deletions(-)

diff --git a/rust/cubenativeutils/src/wrappers/context.rs b/rust/cubenativeutils/src/wrappers/context.rs
index ba880a17eff6a..98bb3ba6f7eb9 100644
--- a/rust/cubenativeutils/src/wrappers/context.rs
+++ b/rust/cubenativeutils/src/wrappers/context.rs
@@ -1,5 +1,4 @@
-use super::inner_types::InnerTypes;
-use super::object_handle::NativeObjectHandle;
+use super::{inner_types::InnerTypes, object_handle::NativeObjectHandle};
 
 pub trait NativeContext<IT: InnerTypes>: Clone {
     fn boolean(&self, v: bool) -> IT::Boolean;
diff --git a/rust/cubenativeutils/src/wrappers/inner_types.rs b/rust/cubenativeutils/src/wrappers/inner_types.rs
index 24586a56234a5..66bfbf136375c 100644
--- a/rust/cubenativeutils/src/wrappers/inner_types.rs
+++ b/rust/cubenativeutils/src/wrappers/inner_types.rs
@@ -1,7 +1,9 @@
-use super::context::NativeContext;
-use super::object::{
-    NativeArray, NativeBoolean, NativeFunction, NativeNumber, NativeObject, NativeString,
-    NativeStruct,
+use super::{
+    context::NativeContext,
+    object::{
+        NativeArray, NativeBoolean, NativeFunction, NativeNumber, NativeObject, NativeString,
+        NativeStruct,
+    },
 };
 pub trait InnerTypes: Clone + 'static {
     type Object: NativeObject<Self>;
diff --git a/rust/cubenativeutils/src/wrappers/neon/context.rs b/rust/cubenativeutils/src/wrappers/neon/context.rs
index e641ab5c20296..96950e5e3aedb 100644
--- a/rust/cubenativeutils/src/wrappers/neon/context.rs
+++ b/rust/cubenativeutils/src/wrappers/neon/context.rs
@@ -1,18 +1,21 @@
 //use super::object::NeonObject;
-use super::inner_types::NeonInnerTypes;
-use super::object::base_types::*;
-use super::object::neon_array::NeonArray;
-use super::object::neon_function::NeonFunction;
-use super::object::neon_struct::NeonStruct;
-use super::object::NeonObject;
-use crate::wrappers::context::NativeContext;
-use crate::wrappers::object::NativeObject;
-use crate::wrappers::object_handle::NativeObjectHandle;
+use super::{
+    inner_types::NeonInnerTypes,
+    object::{
+        base_types::*, neon_array::NeonArray, neon_function::NeonFunction, neon_struct::NeonStruct,
+        NeonObject,
+    },
+};
+use crate::wrappers::{
+    context::NativeContext, object::NativeObject, object_handle::NativeObjectHandle,
+};
 use cubesql::CubeError;
 use neon::prelude::*;
-use std::cell::{RefCell, RefMut};
-use std::marker::PhantomData;
-use std::rc::{Rc, Weak};
+use std::{
+    cell::{RefCell, RefMut},
+    marker::PhantomData,
+    rc::{Rc, Weak},
+};
 pub struct ContextWrapper<'cx, C: Context<'cx>> {
     cx: C,
     lifetime: PhantomData<&'cx ()>,
diff --git a/rust/cubenativeutils/src/wrappers/neon/inner_types.rs b/rust/cubenativeutils/src/wrappers/neon/inner_types.rs
index ebdfdf6f6279f..8bf32d0be843e 100644
--- a/rust/cubenativeutils/src/wrappers/neon/inner_types.rs
+++ b/rust/cubenativeutils/src/wrappers/neon/inner_types.rs
@@ -1,9 +1,10 @@
-use super::context::ContextHolder;
-use super::object::base_types::*;
-use super::object::neon_array::NeonArray;
-use super::object::neon_function::NeonFunction;
-use super::object::neon_struct::NeonStruct;
-use super::object::NeonObject;
+use super::{
+    context::ContextHolder,
+    object::{
+        base_types::*, neon_array::NeonArray, neon_function::NeonFunction, neon_struct::NeonStruct,
+        NeonObject,
+    },
+};
 use crate::wrappers::inner_types::InnerTypes;
 use neon::prelude::*;
 use std::marker::PhantomData;
diff --git a/rust/cubenativeutils/src/wrappers/neon/object/mod.rs b/rust/cubenativeutils/src/wrappers/neon/object/mod.rs
index cb263bfeb6ea3..40763a228b97d 100644
--- a/rust/cubenativeutils/src/wrappers/neon/object/mod.rs
+++ b/rust/cubenativeutils/src/wrappers/neon/object/mod.rs
@@ -3,13 +3,14 @@ pub mod neon_array;
 pub mod neon_function;
 pub mod neon_struct;
 
-use self::base_types::{NeonBoolean, NeonNumber, NeonString};
-use self::neon_array::NeonArray;
-use self::neon_function::NeonFunction;
-use self::neon_struct::NeonStruct;
+use self::{
+    base_types::{NeonBoolean, NeonNumber, NeonString},
+    neon_array::NeonArray,
+    neon_function::NeonFunction,
+    neon_struct::NeonStruct,
+};
 use super::inner_types::NeonInnerTypes;
-use crate::wrappers::neon::context::ContextHolder;
-use crate::wrappers::object::NativeObject;
+use crate::wrappers::{neon::context::ContextHolder, object::NativeObject};
 use cubesql::CubeError;
 use neon::prelude::*;
 
diff --git a/rust/cubenativeutils/src/wrappers/neon/object/neon_array.rs b/rust/cubenativeutils/src/wrappers/neon/object/neon_array.rs
index 85bf544555b1a..dc06714227c61 100644
--- a/rust/cubenativeutils/src/wrappers/neon/object/neon_array.rs
+++ b/rust/cubenativeutils/src/wrappers/neon/object/neon_array.rs
@@ -1,7 +1,9 @@
 use super::NeonObject;
-use crate::wrappers::neon::inner_types::NeonInnerTypes;
-use crate::wrappers::object::{NativeArray, NativeObject, NativeType};
-use crate::wrappers::object_handle::NativeObjectHandle;
+use crate::wrappers::{
+    neon::inner_types::NeonInnerTypes,
+    object::{NativeArray, NativeObject, NativeType},
+    object_handle::NativeObjectHandle,
+};
 use cubesql::CubeError;
 use neon::prelude::*;
 
diff --git a/rust/cubenativeutils/src/wrappers/neon/object/neon_function.rs b/rust/cubenativeutils/src/wrappers/neon/object/neon_function.rs
index 78f663ff365a9..c8fc68d372d50 100644
--- a/rust/cubenativeutils/src/wrappers/neon/object/neon_function.rs
+++ b/rust/cubenativeutils/src/wrappers/neon/object/neon_function.rs
@@ -1,7 +1,9 @@
 use super::NeonObject;
-use crate::wrappers::neon::inner_types::NeonInnerTypes;
-use crate::wrappers::object::{NativeFunction, NativeType};
-use crate::wrappers::object_handle::NativeObjectHandle;
+use crate::wrappers::{
+    neon::inner_types::NeonInnerTypes,
+    object::{NativeFunction, NativeType},
+    object_handle::NativeObjectHandle,
+};
 use cubesql::CubeError;
 use lazy_static::lazy_static;
 use neon::prelude::*;
diff --git a/rust/cubenativeutils/src/wrappers/neon/object/neon_struct.rs b/rust/cubenativeutils/src/wrappers/neon/object/neon_struct.rs
index 7815a19f306f0..693c19aeb1da3 100644
--- a/rust/cubenativeutils/src/wrappers/neon/object/neon_struct.rs
+++ b/rust/cubenativeutils/src/wrappers/neon/object/neon_struct.rs
@@ -1,7 +1,9 @@
 use super::NeonObject;
-use crate::wrappers::neon::inner_types::NeonInnerTypes;
-use crate::wrappers::object::{NativeStruct, NativeType};
-use crate::wrappers::object_handle::NativeObjectHandle;
+use crate::wrappers::{
+    neon::inner_types::NeonInnerTypes,
+    object::{NativeStruct, NativeType},
+    object_handle::NativeObjectHandle,
+};
 use cubesql::CubeError;
 use neon::prelude::*;
 
diff --git a/rust/cubenativeutils/src/wrappers/object.rs b/rust/cubenativeutils/src/wrappers/object.rs
index f901ededed639..bee3275ea3aac 100644
--- a/rust/cubenativeutils/src/wrappers/object.rs
+++ b/rust/cubenativeutils/src/wrappers/object.rs
@@ -1,5 +1,4 @@
-use super::inner_types::InnerTypes;
-use super::object_handle::NativeObjectHandle;
+use super::{inner_types::InnerTypes, object_handle::NativeObjectHandle};
 use cubesql::CubeError;
 
 pub trait NativeObject<IT: InnerTypes>: Clone {
diff --git a/rust/cubenativeutils/src/wrappers/object_handle.rs b/rust/cubenativeutils/src/wrappers/object_handle.rs
index 7dffd313b8b96..501c16e356be8 100644
--- a/rust/cubenativeutils/src/wrappers/object_handle.rs
+++ b/rust/cubenativeutils/src/wrappers/object_handle.rs
@@ -1,5 +1,4 @@
-use super::inner_types::InnerTypes;
-use super::object::NativeObject;
+use super::{inner_types::InnerTypes, object::NativeObject};
 use cubesql::CubeError;
 
 #[derive(Clone)]
diff --git a/rust/cubenativeutils/src/wrappers/serializer/deserialize.rs b/rust/cubenativeutils/src/wrappers/serializer/deserialize.rs
index 7576e9578e733..3f38afab3a592 100644
--- a/rust/cubenativeutils/src/wrappers/serializer/deserialize.rs
+++ b/rust/cubenativeutils/src/wrappers/serializer/deserialize.rs
@@ -1,7 +1,8 @@
 use super::deserializer::NativeSerdeDeserializer;
-use crate::wrappers::inner_types::InnerTypes;
-use crate::wrappers::NativeObjectHandle;
-use crate::CubeError;
+use crate::{
+    wrappers::{inner_types::InnerTypes, NativeObjectHandle},
+    CubeError,
+};
 use serde::de::DeserializeOwned;
 
 pub trait NativeDeserialize<IT: InnerTypes>: Sized {
diff --git a/rust/cubenativeutils/src/wrappers/serializer/deserializer.rs b/rust/cubenativeutils/src/wrappers/serializer/deserializer.rs
index d98984fa2412e..9f3cc78582723 100644
--- a/rust/cubenativeutils/src/wrappers/serializer/deserializer.rs
+++ b/rust/cubenativeutils/src/wrappers/serializer/deserializer.rs
@@ -1,13 +1,14 @@
 use super::error::NativeObjSerializerError;
-use crate::wrappers::inner_types::InnerTypes;
-use crate::wrappers::object::{
-    NativeArray, NativeBoolean, NativeNumber, NativeString, NativeStruct,
+use crate::wrappers::{
+    inner_types::InnerTypes,
+    object::{NativeArray, NativeBoolean, NativeNumber, NativeString, NativeStruct},
+    object_handle::NativeObjectHandle,
+};
+use serde::{
+    self,
+    de::{DeserializeOwned, DeserializeSeed, MapAccess, SeqAccess, Visitor},
+    forward_to_deserialize_any, Deserializer,
 };
-use crate::wrappers::object_handle::NativeObjectHandle;
-use serde;
-use serde::de::{DeserializeOwned, DeserializeSeed, MapAccess, SeqAccess, Visitor};
-use serde::forward_to_deserialize_any;
-use serde::Deserializer;
 
 pub struct NativeSerdeDeserializer<IT: InnerTypes> {
     input: NativeObjectHandle<IT>,
diff --git a/rust/cubenativeutils/src/wrappers/serializer/error.rs b/rust/cubenativeutils/src/wrappers/serializer/error.rs
index 219b219ca7050..50e55c88da9f4 100644
--- a/rust/cubenativeutils/src/wrappers/serializer/error.rs
+++ b/rust/cubenativeutils/src/wrappers/serializer/error.rs
@@ -1,6 +1,5 @@
 use serde::{de, ser};
-use std::fmt;
-use std::fmt::Display;
+use std::{fmt, fmt::Display};
 #[derive(Debug)]
 pub enum NativeObjSerializerError {
     Message(String),
diff --git a/rust/cubenativeutils/src/wrappers/serializer/serialize.rs b/rust/cubenativeutils/src/wrappers/serializer/serialize.rs
index 1dce7a117d432..e08ef8284053f 100644
--- a/rust/cubenativeutils/src/wrappers/serializer/serialize.rs
+++ b/rust/cubenativeutils/src/wrappers/serializer/serialize.rs
@@ -1,7 +1,8 @@
 use super::serializer::NativeSerdeSerializer;
-use crate::wrappers::inner_types::InnerTypes;
-use crate::wrappers::{NativeContextHolder, NativeObjectHandle};
-use crate::CubeError;
+use crate::{
+    wrappers::{inner_types::InnerTypes, NativeContextHolder, NativeObjectHandle},
+    CubeError,
+};
 use serde::Serialize;
 
 pub trait NativeSerialize<IT: InnerTypes> {
diff --git a/rust/cubenativeutils/src/wrappers/serializer/serializer.rs b/rust/cubenativeutils/src/wrappers/serializer/serializer.rs
index a1e04657f977c..21463875cddd2 100644
--- a/rust/cubenativeutils/src/wrappers/serializer/serializer.rs
+++ b/rust/cubenativeutils/src/wrappers/serializer/serializer.rs
@@ -1,7 +1,8 @@
 use super::error::NativeObjSerializerError;
-use crate::wrappers::inner_types::InnerTypes;
-use crate::wrappers::NativeContextHolder;
-use crate::wrappers::{NativeArray, NativeObjectHandle, NativeString, NativeStruct, NativeType};
+use crate::wrappers::{
+    inner_types::InnerTypes, NativeArray, NativeContextHolder, NativeObjectHandle, NativeString,
+    NativeStruct, NativeType,
+};
 use serde::{ser, Serialize};
 
 pub struct NativeSerdeSerializer<IT: InnerTypes> {

From 1692bc4cc383fd1b9cef81781417f2b2239be2f3 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 25 Nov 2024 15:14:18 +0200
Subject: [PATCH 016/128] cargo fmt

---
 rust/cubeorchestrator/src/cubestore_message_parser.rs | 7 ++-----
 1 file changed, 2 insertions(+), 5 deletions(-)

diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index d9c3d77b30275..1a764c21fec84 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -26,11 +26,8 @@ impl std::fmt::Display for ParseError {
 
 impl std::error::Error for ParseError {}
 
-pub fn parse_cubestore_ws_result(
-    msg_data: &[u8],
-) -> Result<Vec<HashMap<&str, &str>>, ParseError> {
-    let http_message =
-        root_as_http_message(msg_data).map_err(|_| ParseError::FlatBufferError)?;
+pub fn parse_cubestore_ws_result(msg_data: &[u8]) -> Result<Vec<HashMap<&str, &str>>, ParseError> {
+    let http_message = root_as_http_message(msg_data).map_err(|_| ParseError::FlatBufferError)?;
 
     let command_type = http_message.command_type();
 

From e7f564b25367c607954506104a67f7346032a353 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 25 Nov 2024 16:35:24 +0200
Subject: [PATCH 017/128] cargo clippy fix

---
 packages/cubejs-backend-native/src/node_export.rs | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 6a1fc9f28245e..b2434fcd6e5ee 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -511,7 +511,7 @@ fn debug_js_to_clrepr_to_js(mut cx: FunctionContext) -> JsResult<JsValue> {
 fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsValue> {
     let msg = cx.argument::<JsBuffer>(0)?;
     let msg_data = msg.as_slice(&cx).to_vec();
-    match parse_cubestore_ws_result(&*msg_data) {
+    match parse_cubestore_ws_result(&msg_data) {
         Ok(result) => {
             let js_array = cx.execute_scoped(|mut cx| {
                 let js_array = JsArray::new(&mut cx, result.len());

From 993345908ce31b23b0dbc55566b10606d37c3b70 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 25 Nov 2024 17:09:11 +0200
Subject: [PATCH 018/128] update cubestore Dockerfile

---
 .github/workflows/publish.yml        |  2 +-
 .github/workflows/rust-cubestore.yml |  2 +-
 rust/cubestore/Dockerfile            | 25 ++++++++++++++-----------
 3 files changed, 16 insertions(+), 13 deletions(-)

diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 92d896a6421bd..3c3d0e70a329f 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -552,7 +552,7 @@ jobs:
       - name: Push to Docker Hub
         uses: docker/build-push-action@v6
         with:
-          context: ./rust/cubestore/
+          context: ./rust/
           file: ./rust/cubestore/Dockerfile
           platforms: ${{ matrix.platforms }}
           build-args: ${{ matrix.build-args }}
diff --git a/.github/workflows/rust-cubestore.yml b/.github/workflows/rust-cubestore.yml
index 3b4a2eb6182c3..05f443a705cc5 100644
--- a/.github/workflows/rust-cubestore.yml
+++ b/.github/workflows/rust-cubestore.yml
@@ -99,7 +99,7 @@ jobs:
       - name: Build only
         uses: docker/build-push-action@v6
         with:
-          context: ./rust/cubestore/
+          context: ./rust/
           file: ./rust/cubestore/Dockerfile
           platforms: ${{ matrix.platforms }}
           build-args: ${{ matrix.build-args }}
diff --git a/rust/cubestore/Dockerfile b/rust/cubestore/Dockerfile
index f522c4ef8e23f..db2ec1ec76cd1 100644
--- a/rust/cubestore/Dockerfile
+++ b/rust/cubestore/Dockerfile
@@ -1,15 +1,18 @@
 FROM cubejs/rust-builder:bookworm-llvm-18 AS builder
 
 WORKDIR /build/cubestore
-COPY Cargo.toml .
-COPY Cargo.lock .
-COPY cuberockstore cuberockstore
-COPY cubehll cubehll
-COPY cubezetasketch cubezetasketch
-COPY cubedatasketches cubedatasketches
-COPY cuberpc cuberpc
-COPY cubestore-sql-tests cubestore-sql-tests
-COPY cubestore/Cargo.toml cubestore/Cargo.toml
+
+COPY cubeshared /build/cubeshared
+
+COPY cubestore/Cargo.toml .
+COPY cubestore/Cargo.lock .
+COPY cubestore/cuberockstore cuberockstore
+COPY cubestore/cubehll cubehll
+COPY cubestore/cubezetasketch cubezetasketch
+COPY cubestore/cubedatasketches cubedatasketches
+COPY cubestore/cuberpc cuberpc
+COPY cubestore/cubestore-sql-tests cubestore-sql-tests
+COPY cubestore/cubestore/Cargo.toml cubestore/Cargo.toml
 RUN mkdir -p cubestore/src/bin && \
     echo "fn main() {print!(\"Dummy main\");} // dummy file" > cubestore/src/bin/cubestored.rs
 
@@ -18,8 +21,8 @@ RUN [ "$WITH_AVX2" -eq "1" ] && export RUSTFLAGS="-C target-feature=+avx2"; \
     cargo build --release -p cubestore
 
 # Cube Store get version from his own package
-COPY package.json package.json
-COPY cubestore cubestore
+COPY cubestore/package.json package.json
+COPY cubestore/cubestore cubestore
 RUN [ "$WITH_AVX2" -eq "1" ] && export RUSTFLAGS="-C target-feature=+avx2"; \
     cargo build --release -p cubestore
 

From 7edca8c5b52a7fec7b3a630aaa2df682397b0efa Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 25 Nov 2024 17:14:21 +0200
Subject: [PATCH 019/128] cargo fmt

---
 rust/cubestore/cubestore/src/http/mod.rs | 14 ++++++++------
 1 file changed, 8 insertions(+), 6 deletions(-)

diff --git a/rust/cubestore/cubestore/src/http/mod.rs b/rust/cubestore/cubestore/src/http/mod.rs
index 69dc028a570ff..e03fe51d0b425 100644
--- a/rust/cubestore/cubestore/src/http/mod.rs
+++ b/rust/cubestore/cubestore/src/http/mod.rs
@@ -4,11 +4,6 @@ use std::sync::Arc;
 
 use warp::{Filter, Rejection, Reply};
 
-use cubeshared::codegen::{
-    root_as_http_message, HttpColumnValue, HttpColumnValueArgs, HttpError, HttpErrorArgs,
-    HttpMessageArgs, HttpQuery, HttpQueryArgs, HttpResultSet, HttpResultSetArgs, HttpRow,
-    HttpRowArgs,
-};
 use crate::metastore::{Column, ColumnType, ImportFormat};
 use crate::mysql::SqlAuthService;
 use crate::sql::{InlineTable, InlineTables, SqlQueryContext, SqlService};
@@ -17,6 +12,11 @@ use crate::table::{Row, TableValue};
 use crate::util::WorkerLoop;
 use crate::CubeError;
 use async_std::fs::File;
+use cubeshared::codegen::{
+    root_as_http_message, HttpColumnValue, HttpColumnValueArgs, HttpError, HttpErrorArgs,
+    HttpMessageArgs, HttpQuery, HttpQueryArgs, HttpResultSet, HttpResultSetArgs, HttpRow,
+    HttpRowArgs,
+};
 use datafusion::cube_ext;
 use flatbuffers::{FlatBufferBuilder, ForwardsUOffset, Vector, WIPOffset};
 use futures::{AsyncWriteExt, SinkExt, Stream, StreamExt};
@@ -857,7 +857,6 @@ impl HttpMessage {
 
 #[cfg(test)]
 mod tests {
-    use cubeshared::codegen::{HttpMessageArgs, HttpQuery, HttpQueryArgs, HttpTable, HttpTableArgs};
     use crate::config::{init_test_logger, Config};
     use crate::http::{HttpCommand, HttpMessage, HttpServer};
     use crate::metastore::{Column, ColumnType};
@@ -867,6 +866,9 @@ mod tests {
     use crate::table::{Row, TableValue};
     use crate::CubeError;
     use async_trait::async_trait;
+    use cubeshared::codegen::{
+        HttpMessageArgs, HttpQuery, HttpQueryArgs, HttpTable, HttpTableArgs,
+    };
     use datafusion::cube_ext;
     use flatbuffers::{FlatBufferBuilder, ForwardsUOffset, Vector, WIPOffset};
     use futures_util::{SinkExt, StreamExt};

From f2b08d15ae8d9b445e53e5d5a153bb66d08bdcc0 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 25 Nov 2024 17:32:56 +0200
Subject: [PATCH 020/128] update cubestore Docker builds

---
 .github/workflows/rust-cubestore-master.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/rust-cubestore-master.yml b/.github/workflows/rust-cubestore-master.yml
index 29211f7c24a83..eb72e456f30ea 100644
--- a/.github/workflows/rust-cubestore-master.yml
+++ b/.github/workflows/rust-cubestore-master.yml
@@ -151,7 +151,7 @@ jobs:
       - name: Push to Docker Hub
         uses: docker/build-push-action@v6
         with:
-          context: ./rust/cubestore
+          context: ./rust
           file: ./rust/cubestore/Dockerfile
           platforms: ${{ matrix.platforms }}
           build-args: ${{ matrix.build-args }}

From 10ff7d03a62c8604529a3831251490d22fa7235b Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 27 Nov 2024 14:31:23 +0200
Subject: [PATCH 021/128] introduce CubeStoreResult struct

---
 .../cubejs-backend-native/src/node_export.rs  | 10 ++++----
 .../src/cubestore_message_parser.rs           | 23 +++++++++++--------
 2 files changed, 18 insertions(+), 15 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index b2434fcd6e5ee..95070d51d7f80 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -514,14 +514,14 @@ fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsValu
     match parse_cubestore_ws_result(&msg_data) {
         Ok(result) => {
             let js_array = cx.execute_scoped(|mut cx| {
-                let js_array = JsArray::new(&mut cx, result.len());
+                let js_array = JsArray::new(&mut cx, result.rows.len());
 
-                for (i, row) in result.into_iter().enumerate() {
+                for (i, row) in result.rows.iter().enumerate() {
                     let js_row = cx.execute_scoped(|mut cx| {
                         let js_row = JsObject::new(&mut cx);
-                        for (key, value) in row.into_iter() {
-                            let js_value = cx.string(value);
-                            js_row.set(&mut cx, key, js_value)?;
+                        for (key, value) in result.columns.iter().zip(row.into_iter()) {
+                            let js_value = cx.string(*value);
+                            js_row.set(&mut cx, *key, js_value)?;
                         }
                         Ok(js_row)
                     })?;
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index 1a764c21fec84..b735b04faae8b 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -1,5 +1,4 @@
 use cubeshared::codegen::{root_as_http_message, HttpCommand};
-use std::collections::HashMap;
 
 #[derive(Debug)]
 pub enum ParseError {
@@ -24,9 +23,14 @@ impl std::fmt::Display for ParseError {
     }
 }
 
+pub struct CubeStoreResult<'a> {
+    pub columns: Vec<&'a str>,
+    pub rows: Vec<Vec<&'a str>>,
+}
+
 impl std::error::Error for ParseError {}
 
-pub fn parse_cubestore_ws_result(msg_data: &[u8]) -> Result<Vec<HashMap<&str, &str>>, ParseError> {
+pub fn parse_cubestore_ws_result(msg_data: &[u8]) -> Result<CubeStoreResult, ParseError> {
     let http_message = root_as_http_message(msg_data).map_err(|_| ParseError::FlatBufferError)?;
 
     let command_type = http_message.command_type();
@@ -51,20 +55,19 @@ pub fn parse_cubestore_ws_result(msg_data: &[u8]) -> Result<Vec<HashMap<&str, &s
             }
 
             let result_set_rows = result_set.rows().ok_or(ParseError::EmptyResultSet)?;
-            let mut result = Vec::with_capacity(result_set_rows.len());
+            let mut result = CubeStoreResult{
+                columns: result_set_columns.iter().collect(),
+                rows: Vec::with_capacity(result_set_rows.len())
+            };
 
             for row in result_set_rows.iter() {
                 let values = row.values().ok_or(ParseError::NullRow)?;
-                let row_obj: HashMap<_, _> = result_set_columns
+                let row_obj: Vec<_> = values
                     .iter()
-                    .zip(values.iter())
-                    .map(|(col, val)| {
-                        let value = val.string_value().unwrap_or("");
-                        (col, value)
-                    })
+                    .map(|val| val.string_value().unwrap_or(""))
                     .collect();
 
-                result.push(row_obj);
+                result.rows.push(row_obj);
             }
 
             Ok(result)

From aa5aebdeaf191336d4e55e970f3ede3cea027b7d Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 29 Nov 2024 20:03:30 +0200
Subject: [PATCH 022/128] =?UTF-8?q?create=20CubeStoreResultWrapper=20class?=
 =?UTF-8?q?=20and=C2=A0switch=20to=C2=A0lazy=20evaluation=20of=C2=A0result?=
 =?UTF-8?q?s=20set?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/Cargo.lock     |  1 +
 .../js/CubeStoreResultWrapper.ts              | 77 +++++++++++++++++
 packages/cubejs-backend-native/js/index.ts    | 14 +++-
 .../cubejs-backend-native/src/node_export.rs  | 54 +++++++-----
 .../src/cubestore_message_parser.rs           | 83 ++++++++++---------
 5 files changed, 166 insertions(+), 63 deletions(-)
 create mode 100644 packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts

diff --git a/packages/cubejs-backend-native/Cargo.lock b/packages/cubejs-backend-native/Cargo.lock
index 64736453ec854..fa860e7105bdb 100644
--- a/packages/cubejs-backend-native/Cargo.lock
+++ b/packages/cubejs-backend-native/Cargo.lock
@@ -784,6 +784,7 @@ dependencies = [
 name = "cubeorchestrator"
 version = "0.1.0"
 dependencies = [
+ "bytes",
  "cubeshared",
  "neon",
 ]
diff --git a/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts b/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
new file mode 100644
index 0000000000000..4e30dc6921110
--- /dev/null
+++ b/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
@@ -0,0 +1,77 @@
+import { getCubestoreResult, ResultRow } from './index';
+
+export class CubeStoreResultWrapper {
+  private readonly proxy: any;
+
+  private cache: any;
+
+  public constructor(private readonly nativeReference: any) {
+    this.proxy = new Proxy(this, {
+      get: (target, prop: string | symbol) => {
+        // intercept indexes
+        if (typeof prop === 'string' && !Number.isNaN(Number(prop))) {
+          const array = this.getArray();
+          return array[Number(prop)];
+        }
+
+        // intercept array methods
+        if (typeof prop === 'string' && prop in Array.prototype) {
+          const arrayMethod = (Array.prototype as any)[prop];
+          if (typeof arrayMethod === 'function') {
+            return (...args: any[]) => this.invokeArrayMethod(prop, ...args);
+          }
+        }
+
+        // intercept isNative
+        if (prop === 'isNative') {
+          return true;
+        }
+
+        // intercept array length
+        if (prop === 'length') {
+          return this.getArray().length;
+        }
+
+        // intercept JSON.stringify or toJSON()
+        if (prop === 'toJSON') {
+          return () => this.getArray();
+        }
+
+        return (target as any)[prop];
+      },
+
+      // intercept array length
+      getOwnPropertyDescriptor: (target, prop) => {
+        if (prop === 'length') {
+          const array = this.getArray();
+          return {
+            configurable: true,
+            enumerable: true,
+            value: array.length,
+            writable: false
+          };
+        }
+        return Object.getOwnPropertyDescriptor(target, prop);
+      },
+
+      ownKeys: (target) => {
+        const array = this.getArray();
+        return [...Object.keys(target), ...Object.keys(array), 'length', 'isNative'];
+      }
+    });
+
+    return this.proxy;
+  }
+
+  private getArray(): ResultRow[] {
+    if (!this.cache) {
+      this.cache = getCubestoreResult(this.nativeReference);
+    }
+    return this.cache;
+  }
+
+  private invokeArrayMethod(method: string, ...args: any[]): any {
+    const array = this.getArray();
+    return (array as any)[method](...args);
+  }
+}
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index fb120be7c99a5..e76425175c236 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -3,6 +3,9 @@ import fs from 'fs';
 import path from 'path';
 import { Writable } from 'stream';
 import type { Request as ExpressRequest } from 'express';
+import { CubeStoreResultWrapper } from './CubeStoreResultWrapper';
+
+export * from './CubeStoreResultWrapper';
 
 export interface BaseMeta {
   // postgres or mysql
@@ -350,10 +353,17 @@ export const buildSqlAndParams = (cubeEvaluator: any): String => {
 
 export type ResultRow = Record<string, string>;
 
-export const parseCubestoreResultMessage = (message: ArrayBuffer): ResultRow[] => {
+export const parseCubestoreResultMessage = (message: ArrayBuffer): CubeStoreResultWrapper => {
+  const native = loadNative();
+
+  const msg = native.parseCubestoreResultMessage(message);
+  return new CubeStoreResultWrapper(msg);
+};
+
+export const getCubestoreResult = (ref: CubeStoreResultWrapper): ResultRow[] => {
   const native = loadNative();
 
-  return native.parseCubestoreResultMessage(message);
+  return native.getCubestoreResult(ref);
 };
 
 export interface PyConfiguration {
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 95070d51d7f80..321a06e63c64a 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -32,7 +32,7 @@ use cubenativeutils::wrappers::NativeContextHolder;
 use cubesqlplanner::cube_bridge::base_query_options::NativeBaseQueryOptions;
 use cubesqlplanner::planner::base_query::BaseQuery;
 
-use cubeorchestrator::cubestore_message_parser::parse_cubestore_ws_result;
+use cubeorchestrator::cubestore_message_parser::CubeStoreResult;
 
 use cubesql::{telemetry::ReportingLogger, CubeError};
 
@@ -508,34 +508,41 @@ fn debug_js_to_clrepr_to_js(mut cx: FunctionContext) -> JsResult<JsValue> {
 
 //============ sql orchestrator ===================
 
-fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsValue> {
+fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsBox<CubeStoreResult>> {
     let msg = cx.argument::<JsBuffer>(0)?;
-    let msg_data = msg.as_slice(&cx).to_vec();
-    match parse_cubestore_ws_result(&msg_data) {
+    let msg_data = msg.as_slice(&cx);
+    match CubeStoreResult::new(msg_data) {
         Ok(result) => {
-            let js_array = cx.execute_scoped(|mut cx| {
-                let js_array = JsArray::new(&mut cx, result.rows.len());
-
-                for (i, row) in result.rows.iter().enumerate() {
-                    let js_row = cx.execute_scoped(|mut cx| {
-                        let js_row = JsObject::new(&mut cx);
-                        for (key, value) in result.columns.iter().zip(row.into_iter()) {
-                            let js_value = cx.string(*value);
-                            js_row.set(&mut cx, *key, js_value)?;
-                        }
-                        Ok(js_row)
-                    })?;
-
-                    js_array.set(&mut cx, i as u32, js_row)?;
-                }
+            Ok(cx.boxed(result))
+        }
+        Err(err) => cx.throw_error(err.to_string()),
+    }
+}
 
-                Ok(js_array)
+fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
+    let result = cx.argument::<JsBox<CubeStoreResult>>(0)?;
+    
+    let js_array = cx.execute_scoped(|mut cx| {
+        let js_array = JsArray::new(&mut cx, result.rows.len());
+
+        for (i, row) in result.rows.iter().enumerate() {
+            let js_row = cx.execute_scoped(|mut cx| {
+                let js_row = JsObject::new(&mut cx);
+                for (key, value) in result.columns.iter().zip(row.into_iter()) {
+                    let js_key = cx.string(key);
+                    let js_value = cx.string(value);
+                    js_row.set(&mut cx, js_key, js_value)?;
+                }
+                Ok(js_row)
             })?;
 
-            Ok(js_array.upcast())
+            js_array.set(&mut cx, i as u32, js_row)?;
         }
-        Err(err) => cx.throw_error(err.to_string()),
-    }
+
+        Ok(js_array)
+    })?;
+
+    Ok(js_array.upcast())
 }
 
 pub fn register_module_exports<C: NodeConfiguration + 'static>(
@@ -556,6 +563,7 @@ pub fn register_module_exports<C: NodeConfiguration + 'static>(
         "parseCubestoreResultMessage",
         parse_cubestore_ws_result_message,
     )?;
+    cx.export_function("getCubestoreResult", get_cubestore_result)?;
 
     crate::template::template_register_module(&mut cx)?;
 
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index b735b04faae8b..fd23db56a7fbf 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -1,3 +1,4 @@
+use neon::prelude::Finalize;
 use cubeshared::codegen::{root_as_http_message, HttpCommand};
 
 #[derive(Debug)]
@@ -23,55 +24,61 @@ impl std::fmt::Display for ParseError {
     }
 }
 
-pub struct CubeStoreResult<'a> {
-    pub columns: Vec<&'a str>,
-    pub rows: Vec<Vec<&'a str>>,
-}
-
 impl std::error::Error for ParseError {}
 
-pub fn parse_cubestore_ws_result(msg_data: &[u8]) -> Result<CubeStoreResult, ParseError> {
-    let http_message = root_as_http_message(msg_data).map_err(|_| ParseError::FlatBufferError)?;
+pub struct CubeStoreResult {
+    pub columns: Vec<String>,
+    pub rows: Vec<Vec<String>>,
+}
 
-    let command_type = http_message.command_type();
+impl Finalize for CubeStoreResult {}
 
-    match command_type {
-        HttpCommand::HttpError => {
-            let http_error = http_message
-                .command_as_http_error()
-                .ok_or(ParseError::FlatBufferError)?;
-            let error_message = http_error.error().unwrap_or("Unknown error").to_string();
-            Err(ParseError::ErrorMessage(error_message))
-        }
-        HttpCommand::HttpResultSet => {
-            let result_set = http_message
-                .command_as_http_result_set()
-                .ok_or(ParseError::EmptyResultSet)?;
+impl CubeStoreResult {
+    pub fn new(msg_data: &[u8]) -> Result<Self, ParseError> {
+        let mut result = CubeStoreResult {
+            columns: vec![],
+            rows: vec![],
+        };
 
-            let result_set_columns = result_set.columns().ok_or(ParseError::EmptyResultSet)?;
+        let http_message = root_as_http_message(msg_data)
+            .map_err(|_| ParseError::FlatBufferError)?;
 
-            if result_set_columns.iter().any(|c| c.is_empty()) {
-                return Err(ParseError::ColumnNameNotDefined);
+        match http_message.command_type() {
+            HttpCommand::HttpError => {
+                let http_error = http_message
+                    .command_as_http_error()
+                    .ok_or(ParseError::FlatBufferError)?;
+                let error_message = http_error.error().unwrap_or("Unknown error").to_string();
+                Err(ParseError::ErrorMessage(error_message))
             }
+            HttpCommand::HttpResultSet => {
+                let result_set = http_message
+                    .command_as_http_result_set()
+                    .ok_or(ParseError::EmptyResultSet)?;
 
-            let result_set_rows = result_set.rows().ok_or(ParseError::EmptyResultSet)?;
-            let mut result = CubeStoreResult{
-                columns: result_set_columns.iter().collect(),
-                rows: Vec::with_capacity(result_set_rows.len())
-            };
+                let result_set_columns = result_set.columns().ok_or(ParseError::EmptyResultSet)?;
 
-            for row in result_set_rows.iter() {
-                let values = row.values().ok_or(ParseError::NullRow)?;
-                let row_obj: Vec<_> = values
-                    .iter()
-                    .map(|val| val.string_value().unwrap_or(""))
-                    .collect();
+                if result_set_columns.iter().any(|c| c.is_empty()) {
+                    return Err(ParseError::ColumnNameNotDefined);
+                }
 
-                result.rows.push(row_obj);
-            }
+                result.columns = result_set_columns.iter().map(|val| val.to_owned()).collect();
+                let result_set_rows = result_set.rows().ok_or(ParseError::EmptyResultSet)?;
+                result.rows = Vec::with_capacity(result_set_rows.len());
+
+                for row in result_set_rows.iter() {
+                    let values = row.values().ok_or(ParseError::NullRow)?;
+                    let row_obj: Vec<_> = values
+                        .iter()
+                        .map(|val| val.string_value().unwrap_or("").to_owned())
+                        .collect();
+
+                    result.rows.push(row_obj);
+                }
 
-            Ok(result)
+                Ok(result)
+            },
+            _ => Err(ParseError::UnsupportedCommand),
         }
-        _ => Err(ParseError::UnsupportedCommand),
     }
 }

From 626bd8a5441d7b25feb9fba2af0f6b76c0bcc97f Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 29 Nov 2024 20:03:48 +0200
Subject: [PATCH 023/128] add resToRawResultFn in API GW

---
 packages/cubejs-api-gateway/src/gateway.ts | 11 +++++++++++
 1 file changed, 11 insertions(+)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 006db77b91d3b..669434cb575fc 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -2017,6 +2017,17 @@ class ApiGateway {
     return (message, { status }: { status?: number } = {}) => (status ? res.status(status).json(message) : res.json(message));
   }
 
+  protected resToRawResultFn(res: ExpressResponse) {
+    return (jsonBuffer: ArrayBuffer, { status }: { status?: number } = {}) => {
+      if (status) {
+        res.status(status);
+      }
+
+      res.set('Content-Type', 'application/json');
+      res.send(jsonBuffer);
+    };
+  }
+
   protected parseQueryParam(query): Query | Query[] {
     if (!query || query === 'undefined') {
       throw new UserError('Query param is required');

From 4efb3450016c941fd5c4cb74debad126bf08029c Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 29 Nov 2024 20:05:24 +0200
Subject: [PATCH 024/128] cargo fmt

---
 packages/cubejs-backend-native/src/node_export.rs   |  6 ++----
 .../src/cubestore_message_parser.rs                 | 13 ++++++++-----
 2 files changed, 10 insertions(+), 9 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 321a06e63c64a..20ef7e3e8ad9f 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -512,16 +512,14 @@ fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsBox<
     let msg = cx.argument::<JsBuffer>(0)?;
     let msg_data = msg.as_slice(&cx);
     match CubeStoreResult::new(msg_data) {
-        Ok(result) => {
-            Ok(cx.boxed(result))
-        }
+        Ok(result) => Ok(cx.boxed(result)),
         Err(err) => cx.throw_error(err.to_string()),
     }
 }
 
 fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
     let result = cx.argument::<JsBox<CubeStoreResult>>(0)?;
-    
+
     let js_array = cx.execute_scoped(|mut cx| {
         let js_array = JsArray::new(&mut cx, result.rows.len());
 
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index fd23db56a7fbf..3815956fed600 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -1,5 +1,5 @@
-use neon::prelude::Finalize;
 use cubeshared::codegen::{root_as_http_message, HttpCommand};
+use neon::prelude::Finalize;
 
 #[derive(Debug)]
 pub enum ParseError {
@@ -40,8 +40,8 @@ impl CubeStoreResult {
             rows: vec![],
         };
 
-        let http_message = root_as_http_message(msg_data)
-            .map_err(|_| ParseError::FlatBufferError)?;
+        let http_message =
+            root_as_http_message(msg_data).map_err(|_| ParseError::FlatBufferError)?;
 
         match http_message.command_type() {
             HttpCommand::HttpError => {
@@ -62,7 +62,10 @@ impl CubeStoreResult {
                     return Err(ParseError::ColumnNameNotDefined);
                 }
 
-                result.columns = result_set_columns.iter().map(|val| val.to_owned()).collect();
+                result.columns = result_set_columns
+                    .iter()
+                    .map(|val| val.to_owned())
+                    .collect();
                 let result_set_rows = result_set.rows().ok_or(ParseError::EmptyResultSet)?;
                 result.rows = Vec::with_capacity(result_set_rows.len());
 
@@ -77,7 +80,7 @@ impl CubeStoreResult {
                 }
 
                 Ok(result)
-            },
+            }
             _ => Err(ParseError::UnsupportedCommand),
         }
     }

From a5fb65dabe6b480e01906b42224f7613e657ef63 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 29 Nov 2024 20:18:24 +0200
Subject: [PATCH 025/128] update resToResultFn

---
 packages/cubejs-api-gateway/src/gateway.ts | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 669434cb575fc..747287ec4fc29 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -2014,17 +2014,17 @@ class ApiGateway {
   }
 
   protected resToResultFn(res: ExpressResponse) {
-    return (message, { status }: { status?: number } = {}) => (status ? res.status(status).json(message) : res.json(message));
-  }
-
-  protected resToRawResultFn(res: ExpressResponse) {
-    return (jsonBuffer: ArrayBuffer, { status }: { status?: number } = {}) => {
+    return (message, { status }: { status?: number } = {}) => {
       if (status) {
         res.status(status);
       }
 
-      res.set('Content-Type', 'application/json');
-      res.send(jsonBuffer);
+      if (message instanceof ArrayBuffer) {
+        res.set('Content-Type', 'application/json');
+        res.send(message);
+      }
+
+      res.json(message);
     };
   }
 

From 583df2c517a027cc3b0079e5f06c0306494f4fd4 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 29 Nov 2024 20:48:06 +0200
Subject: [PATCH 026/128] call prepareAnnotation later

---
 packages/cubejs-api-gateway/src/gateway.ts                | 8 ++++----
 packages/cubejs-api-gateway/src/helpers/transformData.ts  | 2 +-
 packages/cubejs-api-gateway/src/helpers/transformValue.ts | 2 +-
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 747287ec4fc29..322b91d1b32d0 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1749,16 +1749,16 @@ class ApiGateway {
           slowQuery = slowQuery ||
             Boolean(sqlQueries[index].slowQuery);
 
-          const annotation = prepareAnnotation(
-            metaConfigResult, normalizedQuery
-          );
-
           const response = await this.getSqlResponseInternal(
             context,
             normalizedQuery,
             sqlQueries[index],
           );
 
+          const annotation = prepareAnnotation(
+            metaConfigResult, normalizedQuery
+          );
+
           return this.getResultInternal(
             context,
             queryType,
diff --git a/packages/cubejs-api-gateway/src/helpers/transformData.ts b/packages/cubejs-api-gateway/src/helpers/transformData.ts
index a9c4f4b9a294e..2e260bd7a99af 100644
--- a/packages/cubejs-api-gateway/src/helpers/transformData.ts
+++ b/packages/cubejs-api-gateway/src/helpers/transformData.ts
@@ -216,7 +216,7 @@ function getCompactRow(
 }
 
 /**
- * Convert DB response object to the vanila output format.
+ * Convert DB response object to the vanilla output format.
  * @todo rewrite me please!
  * @internal
  */
diff --git a/packages/cubejs-api-gateway/src/helpers/transformValue.ts b/packages/cubejs-api-gateway/src/helpers/transformValue.ts
index 78d80f16f15bc..f56ae637673ad 100644
--- a/packages/cubejs-api-gateway/src/helpers/transformValue.ts
+++ b/packages/cubejs-api-gateway/src/helpers/transformValue.ts
@@ -22,7 +22,7 @@ type DBResponseValue =
   { value: DBResponsePrimitive };
 
 /**
- * Transform cpecified `value` with specified `type` to the network
+ * Transform specified `value` with specified `type` to the network
  * protocol type.
  */
 function transformValue(

From a50f0e623bcfd199e668b0cb3a2c5da3f183c11f Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 2 Dec 2024 12:44:48 +0200
Subject: [PATCH 027/128] remove bytes

---
 packages/cubejs-backend-native/Cargo.lock | 1 -
 1 file changed, 1 deletion(-)

diff --git a/packages/cubejs-backend-native/Cargo.lock b/packages/cubejs-backend-native/Cargo.lock
index fa860e7105bdb..64736453ec854 100644
--- a/packages/cubejs-backend-native/Cargo.lock
+++ b/packages/cubejs-backend-native/Cargo.lock
@@ -784,7 +784,6 @@ dependencies = [
 name = "cubeorchestrator"
 version = "0.1.0"
 dependencies = [
- "bytes",
  "cubeshared",
  "neon",
 ]

From b41f30f3f9a08337b640670946181635d142cdea Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 2 Dec 2024 12:45:08 +0200
Subject: [PATCH 028/128] =?UTF-8?q?add=20cached=20flag=20to=C2=A0CubeStore?=
 =?UTF-8?q?ResultWrapper?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts b/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
index 4e30dc6921110..8e1db1b1e7f30 100644
--- a/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
@@ -5,6 +5,8 @@ export class CubeStoreResultWrapper {
 
   private cache: any;
 
+  public cached: Boolean = false;
+
   public constructor(private readonly nativeReference: any) {
     this.proxy = new Proxy(this, {
       get: (target, prop: string | symbol) => {
@@ -66,6 +68,7 @@ export class CubeStoreResultWrapper {
   private getArray(): ResultRow[] {
     if (!this.cache) {
       this.cache = getCubestoreResult(this.nativeReference);
+      this.cached = true;
     }
     return this.cache;
   }

From 15e2cb8127c14c80fc943fd3c57200093a69f54c Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 2 Dec 2024 14:23:26 +0200
Subject: [PATCH 029/128] convert core data types from api gateway

---
 rust/cubeorchestrator/Cargo.lock              | 208 ++++++++++++++-
 rust/cubeorchestrator/Cargo.toml              |   3 +
 .../src/cubestore_result_transform.rs         |  15 ++
 rust/cubeorchestrator/src/lib.rs              |   2 +
 rust/cubeorchestrator/src/types.rs            | 252 ++++++++++++++++++
 5 files changed, 476 insertions(+), 4 deletions(-)
 create mode 100644 rust/cubeorchestrator/src/cubestore_result_transform.rs
 create mode 100644 rust/cubeorchestrator/src/types.rs

diff --git a/rust/cubeorchestrator/Cargo.lock b/rust/cubeorchestrator/Cargo.lock
index 00c71b742b35a..67eeb2f75371f 100644
--- a/rust/cubeorchestrator/Cargo.lock
+++ b/rust/cubeorchestrator/Cargo.lock
@@ -17,6 +17,21 @@ version = "1.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f26201604c87b1e01bd3d98f8d5d9a8fcbb815e8cedb41ffccbeb4bf593a35fe"
 
+[[package]]
+name = "android-tzdata"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e999941b234f3131b00bc13c22d06e8c5ff726d1b6318ac7eb276997bbb4fef0"
+
+[[package]]
+name = "android_system_properties"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "819e7219dbd41043ac279b19830f2efc897156490d7fd6ea916720117ee66311"
+dependencies = [
+ "libc",
+]
+
 [[package]]
 name = "autocfg"
 version = "1.0.1"
@@ -44,6 +59,12 @@ version = "1.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a"
 
+[[package]]
+name = "bumpalo"
+version = "3.16.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "79296716171880943b8470b5f8d03aa55eb2e645a4874bdbb28adb49162e012c"
+
 [[package]]
 name = "cc"
 version = "1.0.94"
@@ -56,12 +77,35 @@ version = "1.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "baf1de4339761588bc0619e3cbc0120ee582ebb74b53b4efbf79117bd2da40fd"
 
+[[package]]
+name = "chrono"
+version = "0.4.38"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a21f936df1771bf62b77f047b726c4625ff2e8aa607c01ec06e5a05bd8463401"
+dependencies = [
+ "android-tzdata",
+ "iana-time-zone",
+ "js-sys",
+ "num-traits",
+ "wasm-bindgen",
+ "windows-targets",
+]
+
+[[package]]
+name = "core-foundation-sys"
+version = "0.8.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b"
+
 [[package]]
 name = "cubeorchestrator"
 version = "0.1.0"
 dependencies = [
+ "chrono",
  "cubeshared",
  "neon",
+ "serde",
+ "serde_json",
 ]
 
 [[package]]
@@ -87,6 +131,45 @@ version = "0.25.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f0a01e0497841a3b2db4f8afa483cce65f7e96a3498bd6c541734792aeac8fe7"
 
+[[package]]
+name = "iana-time-zone"
+version = "0.1.61"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "235e081f3925a06703c2d0117ea8b91f042756fd6e7a6e5d901e8ca1a996b220"
+dependencies = [
+ "android_system_properties",
+ "core-foundation-sys",
+ "iana-time-zone-haiku",
+ "js-sys",
+ "wasm-bindgen",
+ "windows-core",
+]
+
+[[package]]
+name = "iana-time-zone-haiku"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f31827a206f56af32e590ba56d5d2d085f558508192593743f16b2306495269f"
+dependencies = [
+ "cc",
+]
+
+[[package]]
+name = "itoa"
+version = "1.0.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d75a2a4b1b190afb6f5425f10f6a8f959d2ea0b9c2b1d79553551850539e4674"
+
+[[package]]
+name = "js-sys"
+version = "0.3.74"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a865e038f7f6ed956f788f0d7d60c541fff74c7bd74272c5d4cf15c63743e705"
+dependencies = [
+ "once_cell",
+ "wasm-bindgen",
+]
+
 [[package]]
 name = "libc"
 version = "0.2.153"
@@ -103,6 +186,12 @@ dependencies = [
  "windows-targets",
 ]
 
+[[package]]
+name = "log"
+version = "0.4.22"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a7a70ba024b9dc04c27ea2f0c0548feb474ec5c54bba33a7f72f873a39d07b24"
+
 [[package]]
 name = "memchr"
 version = "2.4.0"
@@ -145,6 +234,15 @@ dependencies = [
  "syn-mid",
 ]
 
+[[package]]
+name = "num-traits"
+version = "0.2.19"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "071dfc062690e90b734c0b2273ce72ad0ffa95f0c74596bc250dcfd960262841"
+dependencies = [
+ "autocfg",
+]
+
 [[package]]
 name = "object"
 version = "0.26.0"
@@ -168,9 +266,9 @@ checksum = "bda66fc9667c18cb2758a2ac84d1167245054bcf85d5d1aaa6923f45801bdd02"
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.79"
+version = "1.0.92"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e835ff2298f5721608eb1a980ecaee1aef2c132bf95ecc026a11b7bf3c01c02e"
+checksum = "37d3544b3f2748c54e147655edb5025752e2303145b5aefb3c3ea2c78b973bb0"
 dependencies = [
  "unicode-ident",
 ]
@@ -199,6 +297,12 @@ dependencies = [
  "semver",
 ]
 
+[[package]]
+name = "ryu"
+version = "1.0.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f3cb5ba0dc43242ce17de99c180e96db90b235b8a9fdc9543c96d2209116bd9f"
+
 [[package]]
 name = "semver"
 version = "1.0.23"
@@ -211,6 +315,38 @@ version = "0.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cd0b0ec5f1c1ca621c432a25813d8d60c88abe6d3e08a3eb9cf37d97a0fe3d73"
 
+[[package]]
+name = "serde"
+version = "1.0.215"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6513c1ad0b11a9376da888e3e0baa0077f1aed55c17f50e7b2397136129fb88f"
+dependencies = [
+ "serde_derive",
+]
+
+[[package]]
+name = "serde_derive"
+version = "1.0.215"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ad1e866f866923f252f05c889987993144fb74e722403468a4ebd70c3cd756c0"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+]
+
+[[package]]
+name = "serde_json"
+version = "1.0.133"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c7fceb2473b9166b2294ef05efcb65a3db80803f0b03ef86a5fc88a2b85ee377"
+dependencies = [
+ "itoa",
+ "memchr",
+ "ryu",
+ "serde",
+]
+
 [[package]]
 name = "smallvec"
 version = "1.13.2"
@@ -219,9 +355,9 @@ checksum = "3c5e1a9a646d36c3599cd173a41282daf47c44583ad367b8e6837255952e5c67"
 
 [[package]]
 name = "syn"
-version = "2.0.58"
+version = "2.0.90"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "44cfb93f38070beee36b3fef7d4f5a16f27751d94b187b666a5cc5e9b0d30687"
+checksum = "919d3b74a5dd0ccd15aeb8f93e7006bd9e14c295087c9896a110f490752bcf31"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -255,6 +391,70 @@ version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "84a22b9f218b40614adcb3f4ff08b703773ad44fa9423e4e0d346d5db86e4ebc"
 
+[[package]]
+name = "wasm-bindgen"
+version = "0.2.97"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d15e63b4482863c109d70a7b8706c1e364eb6ea449b201a76c5b89cedcec2d5c"
+dependencies = [
+ "cfg-if",
+ "once_cell",
+ "wasm-bindgen-macro",
+]
+
+[[package]]
+name = "wasm-bindgen-backend"
+version = "0.2.97"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8d36ef12e3aaca16ddd3f67922bc63e48e953f126de60bd33ccc0101ef9998cd"
+dependencies = [
+ "bumpalo",
+ "log",
+ "once_cell",
+ "proc-macro2",
+ "quote",
+ "syn",
+ "wasm-bindgen-shared",
+]
+
+[[package]]
+name = "wasm-bindgen-macro"
+version = "0.2.97"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "705440e08b42d3e4b36de7d66c944be628d579796b8090bfa3471478a2260051"
+dependencies = [
+ "quote",
+ "wasm-bindgen-macro-support",
+]
+
+[[package]]
+name = "wasm-bindgen-macro-support"
+version = "0.2.97"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "98c9ae5a76e46f4deecd0f0255cc223cfa18dc9b261213b8aa0c7b36f61b3f1d"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn",
+ "wasm-bindgen-backend",
+ "wasm-bindgen-shared",
+]
+
+[[package]]
+name = "wasm-bindgen-shared"
+version = "0.2.97"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6ee99da9c5ba11bd675621338ef6fa52296b76b83305e9b6e5c77d4c286d6d49"
+
+[[package]]
+name = "windows-core"
+version = "0.52.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "33ab640c8d7e35bf8ba19b884ba838ceb4fba93a4e8c65a9059d08afcfc683d9"
+dependencies = [
+ "windows-targets",
+]
+
 [[package]]
 name = "windows-targets"
 version = "0.52.4"
diff --git a/rust/cubeorchestrator/Cargo.toml b/rust/cubeorchestrator/Cargo.toml
index 3a6fbdf5e1484..2680426fe97dc 100644
--- a/rust/cubeorchestrator/Cargo.toml
+++ b/rust/cubeorchestrator/Cargo.toml
@@ -4,7 +4,10 @@ version = "0.1.0"
 edition = "2021"
 
 [dependencies]
+chrono = "0.4.38"
 cubeshared = { path = "../cubeshared" }
+serde = { version = "1.0.215", features = ["derive"] }
+serde_json = "1.0.133"
 
 [dependencies.neon]
 version = "=1"
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
new file mode 100644
index 0000000000000..7b19ea62dcc1e
--- /dev/null
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -0,0 +1,15 @@
+use chrono::SecondsFormat;
+use crate::types::{DBResponsePrimitive, DBResponseValue};
+
+pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimitive {
+    match value {
+        DBResponseValue::DateTime(dt) if type_ == "time" || type_.is_empty() => {
+            let formatted = dt.to_rfc3339_opts(SecondsFormat::Millis, true);
+            DBResponsePrimitive::String(formatted)
+        }
+        DBResponseValue::Primitive(p) => p,
+        DBResponseValue::Object { value } => value,
+        _ => DBResponsePrimitive::Null,
+    }
+}
+
diff --git a/rust/cubeorchestrator/src/lib.rs b/rust/cubeorchestrator/src/lib.rs
index 252a6a548c360..f445d3cfcead5 100644
--- a/rust/cubeorchestrator/src/lib.rs
+++ b/rust/cubeorchestrator/src/lib.rs
@@ -1 +1,3 @@
 pub mod cubestore_message_parser;
+pub mod cubestore_result_transform;
+pub mod types;
diff --git a/rust/cubeorchestrator/src/types.rs b/rust/cubeorchestrator/src/types.rs
new file mode 100644
index 0000000000000..d1b30cc51fb59
--- /dev/null
+++ b/rust/cubeorchestrator/src/types.rs
@@ -0,0 +1,252 @@
+use std::collections::HashMap;
+use serde::{Deserialize, Serialize};
+use serde_json::Value;
+use chrono::{DateTime, Utc};
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub enum DBResponsePrimitive {
+    Null,
+    Boolean(bool),
+    Number(f64),
+    String(String),
+}
+
+#[derive(Debug, Clone)]
+pub enum DBResponseValue {
+    DateTime(DateTime<Utc>),
+    Primitive(DBResponsePrimitive),
+    // TODO: Is this variant still used?
+    Object { value: DBResponsePrimitive },
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub enum ResultType {
+    #[serde(rename = "default")]
+    Default,
+    #[serde(rename = "compact")]
+    Compact,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub enum QueryType {
+    #[serde(rename = "regularQuery")]
+    RegularQuery,
+    #[serde(rename = "compareDateRangeQuery")]
+    CompareDateRangeQuery,
+    #[serde(rename = "blendingQuery")]
+    BlendingQuery,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub enum MemberType {
+    #[serde(rename = "measures")]
+    Measures,
+    #[serde(rename = "dimensions")]
+    Dimensions,
+    #[serde(rename = "segments")]
+    Segments,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub enum FilterOperator {
+    #[serde(rename = "equals")]
+    Equals,
+    #[serde(rename = "notEquals")]
+    NotEquals,
+    #[serde(rename = "contains")]
+    Contains,
+    #[serde(rename = "notContains")]
+    NotContains,
+    #[serde(rename = "in")]
+    In,
+    #[serde(rename = "notIn")]
+    NotIn,
+    #[serde(rename = "gt")]
+    Gt,
+    #[serde(rename = "gte")]
+    Gte,
+    #[serde(rename = "lt")]
+    Lt,
+    #[serde(rename = "lte")]
+    Lte,
+    #[serde(rename = "set")]
+    Set,
+    #[serde(rename = "notSet")]
+    NotSet,
+    #[serde(rename = "inDateRange")]
+    InDateRange,
+    #[serde(rename = "notInDateRange")]
+    NotInDateRange,
+    #[serde(rename = "onTheDate")]
+    OnTheDate,
+    #[serde(rename = "beforeDate")]
+    BeforeDate,
+    #[serde(rename = "beforeOrOnDate")]
+    BeforeOrOnDate,
+    #[serde(rename = "afterDate")]
+    AfterDate,
+    #[serde(rename = "afterOrOnDate")]
+    AfterOrOnDate,
+    #[serde(rename = "measureFilter")]
+    MeasureFilter,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct QueryFilter {
+    pub member: String,
+    pub operator: FilterOperator,
+    pub values: Option<Vec<String>>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct GroupingSet {
+    pub group_type: String,
+    pub id: u32,
+    pub sub_id: Option<u32>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct ParsedMemberExpression {
+    pub expression: Vec<String>,
+    #[serde(rename = "cubeName")]
+    pub cube_name: String,
+    pub name: String,
+    #[serde(rename = "expressionName")]
+    pub expression_name: String,
+    pub definition: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    #[serde(rename = "groupingSet")]
+    pub grouping_set: Option<GroupingSet>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct QueryTimeDimension {
+    pub dimension: String,
+    pub date_range: Option<Vec<String>>,
+    pub compare_date_range: Option<Vec<String>>,
+    pub granularity: Option<String>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct AliasToMemberMap {
+    pub map: HashMap<String, String>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct GranularityMeta {
+    pub name: String,
+    pub title: String,
+    pub interval: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub offset: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub origin: Option<String>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct ConfigItem {
+    pub title: String,
+    pub short_title: String,
+    pub description: String,
+    #[serde(rename = "type")]
+    pub member_type: String,
+    pub format: String,
+    pub meta: serde_json::Value,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub drill_members: Option<Vec<serde_json::Value>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub drill_members_grouped: Option<serde_json::Value>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub granularities: Option<Vec<GranularityMeta>>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct Order {
+    pub id: String,
+    pub desc: bool,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct NormalizedQueryFilter {
+    pub member: String,
+    pub operator: FilterOperator,
+    pub values: Option<Vec<String>>,
+    pub dimension: Option<String>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub enum MemberOrMemberExpression {
+    Member(String),
+    MemberExpression(ParsedMemberExpression),
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct LogicalAndFilter {
+    pub and: Vec<LogicalFilter>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct LogicalOrFilter {
+    pub or: Vec<LogicalFilter>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub enum QueryFilterOrLogicalFilter {
+    QueryFilter(QueryFilter),
+    LogicalAndFilter(LogicalAndFilter),
+    LogicalOrFilter(LogicalOrFilter),
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+#[serde(untagged)]
+pub enum LogicalFilter {
+    QueryFilter(QueryFilter),
+    LogicalAndFilter(LogicalAndFilter),
+    LogicalOrFilter(LogicalOrFilter),
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct Query {
+    pub measures: Vec<MemberOrMemberExpression>,
+    pub dimensions: Option<Vec<MemberOrMemberExpression>>,
+    pub filters: Option<Vec<LogicalFilter>>,
+    #[serde(rename = "timeDimensions")]
+    pub time_dimensions: Option<Vec<QueryTimeDimension>>,
+    pub segments: Option<Vec<MemberOrMemberExpression>>,
+    pub limit: Option<u32>,
+    pub offset: Option<u32>,
+    pub total: Option<bool>,
+    #[serde(rename = "totalQuery")]
+    pub total_query: Option<bool>,
+    pub order: Option<Value>,
+    pub timezone: Option<String>,
+    #[serde(rename = "renewQuery")]
+    pub renew_query: Option<bool>,
+    pub ungrouped: Option<bool>,
+    #[serde(rename = "responseFormat")]
+    pub response_format: Option<ResultType>,
+}
+
+#[derive(Debug, Serialize, Deserialize)]
+pub struct NormalizedQuery {
+    pub measures: Vec<MemberOrMemberExpression>,
+    pub dimensions: Option<Vec<MemberOrMemberExpression>>,
+    #[serde(rename = "timeDimensions")]
+    pub time_dimensions: Option<Vec<QueryTimeDimension>>,
+    pub segments: Option<Vec<MemberOrMemberExpression>>,
+    pub limit: Option<u32>,
+    pub offset: Option<u32>,
+    pub total: Option<bool>,
+    #[serde(rename = "totalQuery")]
+    pub total_query: Option<bool>,
+    pub timezone: Option<String>,
+    #[serde(rename = "renewQuery")]
+    pub renew_query: Option<bool>,
+    pub ungrouped: Option<bool>,
+    #[serde(rename = "responseFormat")]
+    pub response_format: Option<ResultType>,
+    pub filters: Option<Vec<NormalizedQueryFilter>>,
+    #[serde(rename = "rowLimit")]
+    pub row_limit: Option<u32>,
+    pub order: Option<Vec<Order>>,
+}

From 1673b018a0d9a5dbb7fbf730279888472475ef71 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 2 Dec 2024 23:44:05 +0200
Subject: [PATCH 030/128] =?UTF-8?q?implement=20transformData=20and=C2=A0re?=
 =?UTF-8?q?lated=20helpers?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 rust/cubeorchestrator/Cargo.lock              |   7 +
 rust/cubeorchestrator/Cargo.toml              |   1 +
 .../src/cubestore_result_transform.rs         | 315 +++++++++++++++++-
 rust/cubeorchestrator/src/types.rs            |  52 ++-
 4 files changed, 361 insertions(+), 14 deletions(-)

diff --git a/rust/cubeorchestrator/Cargo.lock b/rust/cubeorchestrator/Cargo.lock
index 67eeb2f75371f..c1d61bb12c13b 100644
--- a/rust/cubeorchestrator/Cargo.lock
+++ b/rust/cubeorchestrator/Cargo.lock
@@ -32,6 +32,12 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "anyhow"
+version = "1.0.93"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4c95c10ba0b00a02636238b814946408b1322d5ac4760326e6fb8ec956d85775"
+
 [[package]]
 name = "autocfg"
 version = "1.0.1"
@@ -101,6 +107,7 @@ checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b"
 name = "cubeorchestrator"
 version = "0.1.0"
 dependencies = [
+ "anyhow",
  "chrono",
  "cubeshared",
  "neon",
diff --git a/rust/cubeorchestrator/Cargo.toml b/rust/cubeorchestrator/Cargo.toml
index 2680426fe97dc..58675e86c7cde 100644
--- a/rust/cubeorchestrator/Cargo.toml
+++ b/rust/cubeorchestrator/Cargo.toml
@@ -8,6 +8,7 @@ chrono = "0.4.38"
 cubeshared = { path = "../cubeshared" }
 serde = { version = "1.0.215", features = ["derive"] }
 serde_json = "1.0.133"
+anyhow = "1.0"
 
 [dependencies.neon]
 version = "=1"
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index 7b19ea62dcc1e..9eb757b701445 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -1,6 +1,14 @@
+use crate::types::{
+    ConfigItem, DBResponsePrimitive, DBResponseValue, MemberOrMemberExpression, MembersMap,
+    NormalizedQuery, QueryTimeDimension, QueryType, ResultType, TransformedData,
+    BLENDING_QUERY_KEY_PREFIX, BLENDING_QUERY_RES_SEPARATOR, COMPARE_DATE_RANGE_FIELD,
+    COMPARE_DATE_RANGE_SEPARATOR, MEMBER_SEPARATOR,
+};
+use anyhow::{bail, Context, Result};
 use chrono::SecondsFormat;
-use crate::types::{DBResponsePrimitive, DBResponseValue};
+use std::collections::HashMap;
 
+/// Transform specified `value` with specified `type` to the network protocol type.
 pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimitive {
     match value {
         DBResponseValue::DateTime(dt) if type_ == "time" || type_.is_empty() => {
@@ -13,3 +21,308 @@ pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimiti
     }
 }
 
+/// Parse date range value from time dimension.
+pub fn get_date_range_value(time_dimensions: Option<&Vec<QueryTimeDimension>>) -> Result<String> {
+    let time_dimensions = match time_dimensions {
+        Some(time_dimensions) => time_dimensions,
+        None => bail!("QueryTimeDimension should be specified for the compare date range query."),
+    };
+
+    let dim = match time_dimensions.get(0) {
+        Some(dim) => dim,
+        None => bail!("No time dimension provided."),
+    };
+
+    let date_range: &Vec<String> = match &dim.date_range {
+        Some(date_range) => date_range.as_ref(),
+        None => bail!("Inconsistent QueryTimeDimension configuration: dateRange required."),
+    };
+
+    if date_range.len() == 1 {
+        bail!(
+            "Inconsistent dateRange configuration for the compare date range query: {}",
+            date_range[0]
+        );
+    }
+
+    Ok(date_range.join(COMPARE_DATE_RANGE_SEPARATOR))
+}
+
+/// Parse blending query key from time dimension for query.
+pub fn get_blending_query_key(time_dimensions: Option<&Vec<QueryTimeDimension>>) -> Result<String> {
+    let dim = time_dimensions
+        .and_then(|dims| dims.first().cloned())
+        .context("QueryTimeDimension should be specified for the blending query.")?;
+
+    let granularity = dim
+        .granularity.clone()
+        .context(format!(
+            "Inconsistent QueryTimeDimension configuration for the blending query, granularity required: {:?}",
+            dim
+        ))?;
+
+    Ok(format!("{}{}", BLENDING_QUERY_KEY_PREFIX, granularity))
+}
+
+/// Parse blending query key from time dimension for response.
+pub fn get_blending_response_key(
+    time_dimensions: Option<&Vec<QueryTimeDimension>>,
+) -> Result<String> {
+    let dim = time_dimensions
+        .and_then(|dims| dims.first().cloned())
+        .context("QueryTimeDimension should be specified for the blending query.")?;
+
+    let granularity = dim
+        .granularity.clone()
+        .context(format!(
+            "Inconsistent QueryTimeDimension configuration for the blending query, granularity required: {:?}",
+            dim
+        ))?;
+
+    let dimension = dim.dimension.clone();
+
+    Ok(format!(
+        "{}{}{}",
+        dimension, BLENDING_QUERY_RES_SEPARATOR, granularity
+    ))
+}
+
+/// Parse member names from request/response.
+pub fn get_members(
+    query_type: &QueryType,
+    query: &NormalizedQuery,
+    db_data: &Vec<HashMap<String, DBResponseValue>>,
+    alias_to_member_name_map: &HashMap<String, String>,
+    annotation: &HashMap<String, ConfigItem>,
+) -> Result<MembersMap> {
+    let mut members: MembersMap = HashMap::new();
+
+    if db_data.is_empty() {
+        return Ok(members);
+    }
+
+    let columns = db_data[0].keys().collect::<Vec<_>>();
+
+    for column in columns {
+        let member_name = alias_to_member_name_map
+            .get(column)
+            .context(format!("Member name not found for alias: '{}'", column))?;
+
+        if !annotation.contains_key(member_name) {
+            bail!(
+                concat!(
+                    "You requested hidden member: '{}'. Please make it visible using `shown: true`. ",
+                    "Please note primaryKey fields are `shown: false` by default: ",
+                    "https://cube.dev/docs/schema/reference/joins#setting-a-primary-key."
+                ),
+                column
+            );
+        }
+
+        members.insert(member_name.clone(), column.clone());
+
+        let path = member_name.split(MEMBER_SEPARATOR).collect::<Vec<&str>>();
+        let calc_member = format!("{}{}{}", path[0], MEMBER_SEPARATOR, path[1]);
+
+        if path.len() == 3
+            && query.dimensions.as_ref().map_or(true, |dims| {
+                !dims.iter().any(|dim| match dim {
+                    MemberOrMemberExpression::Member(name) => *name == calc_member,
+                    MemberOrMemberExpression::MemberExpression(expr) => expr.name == calc_member,
+                })
+            })
+        {
+            members.insert(calc_member, column.clone());
+        }
+    }
+
+    match query_type {
+        QueryType::CompareDateRangeQuery => {
+            members.insert(
+                COMPARE_DATE_RANGE_FIELD.to_string(),
+                QueryType::CompareDateRangeQuery.to_string(),
+            );
+        }
+        QueryType::BlendingQuery => {
+            let blending_key = get_blending_query_key(query.time_dimensions.as_ref())
+                .context("Failed to generate blending query key")?;
+            if let Some(dim) = query.time_dimensions.as_ref().and_then(|dims| dims.first().cloned()) {
+                members.insert(blending_key, dim.dimension.clone());
+            }
+        }
+        _ => {}
+    }
+
+    Ok(members)
+}
+
+/// Convert DB response object to the compact output format.
+pub fn get_compact_row(
+    members_to_alias_map: &HashMap<String, String>,
+    annotation: &HashMap<String, ConfigItem>,
+    query_type: &QueryType,
+    members: &[String],
+    time_dimensions: Option<&Vec<QueryTimeDimension>>,
+    db_row: &HashMap<String, DBResponseValue>,
+) -> Result<Vec<DBResponsePrimitive>> {
+    let mut row: Vec<DBResponsePrimitive> = Vec::with_capacity(members.len());
+
+    for m in members {
+        if let Some(annotation_item) = annotation.get(m) {
+            if let Some(alias) = members_to_alias_map.get(m) {
+                if let Some(value) = db_row.get(alias) {
+                    row.push(transform_value(value.clone(), &annotation_item.member_type));
+                }
+            }
+        }
+    }
+
+    match query_type {
+        QueryType::CompareDateRangeQuery => {
+            row.push(DBResponsePrimitive::String(get_date_range_value(
+                time_dimensions,
+            )?));
+        }
+        QueryType::BlendingQuery => {
+            let blending_key = get_blending_response_key(time_dimensions)?;
+
+            if let Some(alias) = members_to_alias_map.get(&blending_key) {
+                if let Some(value) = db_row.get(alias) {
+                    let member_type = annotation
+                        .get(alias)
+                        .map_or("", |annotation_item| &annotation_item.member_type);
+
+                    row.push(transform_value(value.clone(), member_type));
+                }
+            }
+        }
+        _ => {}
+    }
+
+    Ok(row)
+}
+
+/// Convert DB response object to the vanilla output format.
+pub fn get_vanilla_row(
+    alias_to_member_name_map: &HashMap<String, String>,
+    annotation: &HashMap<String, ConfigItem>,
+    query_type: &QueryType,
+    query: &NormalizedQuery,
+    db_row: &HashMap<String, DBResponseValue>,
+) -> Result<HashMap<String, DBResponsePrimitive>> {
+    let mut row = HashMap::new();
+
+    for (alias, value) in db_row {
+        let member_name = match alias_to_member_name_map.get(alias) {
+            Some(m) => m,
+            None => {
+                bail!("Missing member name for alias: {}", alias);
+            }
+        };
+
+        let annotation_for_member = match annotation.get(member_name) {
+            Some(am) => am,
+            None => {
+                bail!(
+                    concat!(
+                        "You requested hidden member: '{}'. Please make it visible using `shown: true`. ",
+                        "Please note primaryKey fields are `shown: false` by default: ",
+                        "https://cube.dev/docs/schema/reference/joins#setting-a-primary-key."
+                    ),
+                    alias
+                )
+            }
+        };
+
+        let transformed_value = transform_value(value.clone(), &annotation_for_member.member_type);
+
+        // Handle deprecated time dimensions without granularity
+        let path: Vec<&str> = member_name.split(MEMBER_SEPARATOR).collect();
+        let member_name_without_granularity = format!("{}{}{}", path[0], MEMBER_SEPARATOR, path[1]);
+        if path.len() == 3
+            && query.dimensions.as_ref().map_or(true, |dims| {
+                !dims.iter().any(|dim| match dim {
+                    MemberOrMemberExpression::Member(name) => {
+                        *name == member_name_without_granularity
+                    }
+                    MemberOrMemberExpression::MemberExpression(expr) => {
+                        expr.name == member_name_without_granularity
+                    }
+                })
+            })
+        {
+            row.insert(member_name_without_granularity, transformed_value);
+        } else {
+            row.insert(member_name.clone(), transformed_value);
+        }
+    }
+
+    match query_type {
+        QueryType::CompareDateRangeQuery => {
+            let date_range_value = get_date_range_value(query.time_dimensions.as_ref())?;
+            row.insert(
+                "compareDateRange".to_string(),
+                DBResponsePrimitive::String(date_range_value),
+            );
+        }
+        QueryType::BlendingQuery => {
+            let blending_key = get_blending_query_key(query.time_dimensions.as_ref())?;
+            let response_key = get_blending_response_key(query.time_dimensions.as_ref())?;
+
+            if let Some(value) = row.get(&response_key) {
+                row.insert(blending_key, value.clone());
+            }
+        }
+        _ => {}
+    }
+
+    Ok(row)
+}
+
+/// Transforms queried data array to the output format.
+pub fn transform_data(
+    alias_to_member_name_map: &HashMap<String, String>,
+    annotation: &HashMap<String, ConfigItem>,
+    data: Vec<HashMap<String, DBResponseValue>>,
+    query: &NormalizedQuery,
+    query_type: &QueryType,
+    res_type: Option<ResultType>,
+) -> Result<TransformedData> {
+    let members_to_alias_map = get_members(
+        query_type,
+        query,
+        &data,
+        alias_to_member_name_map,
+        annotation,
+    )?;
+    let members: Vec<String> = members_to_alias_map.keys().cloned().collect();
+
+    match res_type {
+        Some(ResultType::Compact) => {
+            let dataset: Vec<_> = data
+                .into_iter()
+                .map(|row| get_compact_row(
+                        &members_to_alias_map,
+                        annotation,
+                        query_type,
+                        &members,
+                        query.time_dimensions.as_ref(),
+                        &row))
+                .collect::<Result<Vec<_>>>()?;
+            Ok(TransformedData::Compact { members, dataset })
+        }
+        _ => {
+            let dataset: Vec<_> = data
+                .into_iter()
+                .map(|row| get_vanilla_row(
+                    alias_to_member_name_map,
+                    annotation,
+                    query_type,
+                    query,
+                    &row,
+                ))
+                .collect::<Result<Vec<_>>>()?;
+            Ok(TransformedData::Vanilla(dataset))
+        }
+    }
+}
diff --git a/rust/cubeorchestrator/src/types.rs b/rust/cubeorchestrator/src/types.rs
index d1b30cc51fb59..fce899d7c1fb7 100644
--- a/rust/cubeorchestrator/src/types.rs
+++ b/rust/cubeorchestrator/src/types.rs
@@ -1,7 +1,13 @@
-use std::collections::HashMap;
+use chrono::{DateTime, Utc};
 use serde::{Deserialize, Serialize};
 use serde_json::Value;
-use chrono::{DateTime, Utc};
+use std::{collections::HashMap, fmt::Display};
+
+pub const COMPARE_DATE_RANGE_FIELD: &str = "compareDateRange";
+pub const COMPARE_DATE_RANGE_SEPARATOR: &str = " - ";
+pub const BLENDING_QUERY_KEY_PREFIX: &str = "time.";
+pub const BLENDING_QUERY_RES_SEPARATOR: &str = ".";
+pub const MEMBER_SEPARATOR: &str = ".";
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub enum DBResponsePrimitive {
@@ -37,6 +43,17 @@ pub enum QueryType {
     BlendingQuery,
 }
 
+impl Display for QueryType {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        let str = serde_json::to_value(self)
+            .unwrap()
+            .as_str()
+            .unwrap()
+            .to_string();
+        write!(f, "{}", str)
+    }
+}
+
 #[derive(Debug, Serialize, Deserialize)]
 pub enum MemberType {
     #[serde(rename = "measures")]
@@ -98,14 +115,14 @@ pub struct QueryFilter {
     pub values: Option<Vec<String>>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Serialize, Deserialize, PartialEq)]
 pub struct GroupingSet {
     pub group_type: String,
     pub id: u32,
     pub sub_id: Option<u32>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Serialize, Deserialize, PartialEq)]
 pub struct ParsedMemberExpression {
     pub expression: Vec<String>,
     #[serde(rename = "cubeName")]
@@ -119,7 +136,7 @@ pub struct ParsedMemberExpression {
     pub grouping_set: Option<GroupingSet>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct QueryTimeDimension {
     pub dimension: String,
     pub date_range: Option<Vec<String>>,
@@ -127,10 +144,9 @@ pub struct QueryTimeDimension {
     pub granularity: Option<String>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
-pub struct AliasToMemberMap {
-    pub map: HashMap<String, String>,
-}
+pub type AliasToMemberMap = HashMap<String, String>;
+
+pub type MembersMap = HashMap<String, String>;
 
 #[derive(Debug, Serialize, Deserialize)]
 pub struct GranularityMeta {
@@ -151,11 +167,11 @@ pub struct ConfigItem {
     #[serde(rename = "type")]
     pub member_type: String,
     pub format: String,
-    pub meta: serde_json::Value,
+    pub meta: Value,
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub drill_members: Option<Vec<serde_json::Value>>,
+    pub drill_members: Option<Vec<Value>>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub drill_members_grouped: Option<serde_json::Value>,
+    pub drill_members_grouped: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub granularities: Option<Vec<GranularityMeta>>,
 }
@@ -174,7 +190,8 @@ pub struct NormalizedQueryFilter {
     pub dimension: Option<String>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+// XXX: Omitted function variant
+#[derive(Debug, Serialize, Deserialize, PartialEq)]
 pub enum MemberOrMemberExpression {
     Member(String),
     MemberExpression(ParsedMemberExpression),
@@ -250,3 +267,12 @@ pub struct NormalizedQuery {
     pub row_limit: Option<u32>,
     pub order: Option<Vec<Order>>,
 }
+
+#[derive(Debug, Serialize, Deserialize)]
+pub enum TransformedData {
+    Compact {
+        members: Vec<String>,
+        dataset: Vec<Vec<DBResponsePrimitive>>,
+    },
+    Vanilla(Vec<HashMap<String, DBResponsePrimitive>>),
+}

From 47afe85b27da8298115a421c60e2866aec88ed3a Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 2 Dec 2024 23:50:47 +0200
Subject: [PATCH 031/128] cargo fmt

---
 .../src/cubestore_result_transform.rs         | 29 ++++++++++++-------
 1 file changed, 19 insertions(+), 10 deletions(-)

diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index 9eb757b701445..5573fc7e3e272 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -146,7 +146,11 @@ pub fn get_members(
         QueryType::BlendingQuery => {
             let blending_key = get_blending_query_key(query.time_dimensions.as_ref())
                 .context("Failed to generate blending query key")?;
-            if let Some(dim) = query.time_dimensions.as_ref().and_then(|dims| dims.first().cloned()) {
+            if let Some(dim) = query
+                .time_dimensions
+                .as_ref()
+                .and_then(|dims| dims.first().cloned())
+            {
                 members.insert(blending_key, dim.dimension.clone());
             }
         }
@@ -301,26 +305,31 @@ pub fn transform_data(
         Some(ResultType::Compact) => {
             let dataset: Vec<_> = data
                 .into_iter()
-                .map(|row| get_compact_row(
+                .map(|row| {
+                    get_compact_row(
                         &members_to_alias_map,
                         annotation,
                         query_type,
                         &members,
                         query.time_dimensions.as_ref(),
-                        &row))
+                        &row,
+                    )
+                })
                 .collect::<Result<Vec<_>>>()?;
             Ok(TransformedData::Compact { members, dataset })
         }
         _ => {
             let dataset: Vec<_> = data
                 .into_iter()
-                .map(|row| get_vanilla_row(
-                    alias_to_member_name_map,
-                    annotation,
-                    query_type,
-                    query,
-                    &row,
-                ))
+                .map(|row| {
+                    get_vanilla_row(
+                        alias_to_member_name_map,
+                        annotation,
+                        query_type,
+                        query,
+                        &row,
+                    )
+                })
                 .collect::<Result<Vec<_>>>()?;
             Ok(TransformedData::Vanilla(dataset))
         }

From f7230f1aa19085eab445900cb343b4347df0e109 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 2 Dec 2024 23:52:49 +0200
Subject: [PATCH 032/128] =?UTF-8?q?down=20chrono=20to=C2=A0same=20version?=
 =?UTF-8?q?=20as=C2=A0in=C2=A0cubesql=20(0.4.31)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 rust/cubeorchestrator/Cargo.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/rust/cubeorchestrator/Cargo.toml b/rust/cubeorchestrator/Cargo.toml
index 58675e86c7cde..db54af9d3e912 100644
--- a/rust/cubeorchestrator/Cargo.toml
+++ b/rust/cubeorchestrator/Cargo.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 edition = "2021"
 
 [dependencies]
-chrono = "0.4.38"
+chrono = "0.4.31"
 cubeshared = { path = "../cubeshared" }
 serde = { version = "1.0.215", features = ["derive"] }
 serde_json = "1.0.133"

From 1dd449dc527a3966e4bb1b16de8d13fbb3693b4b Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 3 Dec 2024 00:13:59 +0200
Subject: [PATCH 033/128] =?UTF-8?q?fail=20fast=20in=C2=A0api=20gw=20load()?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-api-gateway/src/gateway.ts | 24 +++++++++++-----------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 322b91d1b32d0..8cfe1ce397b00 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1590,7 +1590,7 @@ class ApiGateway {
   }
 
   /**
-   * Convert adapter's result and other request paramters to a final
+   * Convert adapter's result and other request parameters to a final
    * result object.
    * @internal
    */
@@ -1733,6 +1733,17 @@ class ApiGateway {
       const [queryType, normalizedQueries] =
         await this.getNormalizedQueries(query, context);
 
+      if (
+        queryType !== QueryTypeEnum.REGULAR_QUERY &&
+        props.queryType == null
+      ) {
+        throw new UserError(
+          `'${queryType
+          }' query type is not supported by the client.` +
+          'Please update the client.'
+        );
+      }
+
       let metaConfigResult = await (await this
         .getCompilerApi(context)).metaConfig(request.context, {
         requestId: context.requestId
@@ -1794,17 +1805,6 @@ class ApiGateway {
         context,
       );
 
-      if (
-        queryType !== QueryTypeEnum.REGULAR_QUERY &&
-        props.queryType == null
-      ) {
-        throw new UserError(
-          `'${queryType
-          }' query type is not supported by the client.` +
-          'Please update the client.'
-        );
-      }
-
       if (props.queryType === 'multi') {
         res({
           queryType,

From 8d7e403c07b1946efaf166b5cbd76a9da9a95992 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 3 Dec 2024 00:14:46 +0200
Subject: [PATCH 034/128] update cargo.lock (syn crate)

---
 packages/cubejs-backend-native/Cargo.lock | 62 ++++++++++++-----------
 1 file changed, 33 insertions(+), 29 deletions(-)

diff --git a/packages/cubejs-backend-native/Cargo.lock b/packages/cubejs-backend-native/Cargo.lock
index 64736453ec854..a7f19f80fdd43 100644
--- a/packages/cubejs-backend-native/Cargo.lock
+++ b/packages/cubejs-backend-native/Cargo.lock
@@ -176,7 +176,7 @@ checksum = "16e62a023e7c117e27523144c5d2459f4397fcc3cab0085af8e2224f643a0193"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -187,7 +187,7 @@ checksum = "531b97fb4cd3dfdce92c35dedbfdc1f0b9d8091c8ca943d6dae340ef5012d514"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -395,7 +395,7 @@ dependencies = [
  "proc-macro-crate",
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
  "syn_derive",
 ]
 
@@ -784,8 +784,12 @@ dependencies = [
 name = "cubeorchestrator"
 version = "0.1.0"
 dependencies = [
+ "anyhow",
+ "chrono",
  "cubeshared",
  "neon",
+ "serde",
+ "serde_json",
 ]
 
 [[package]]
@@ -1226,7 +1230,7 @@ checksum = "87750cf4b7a4c0625b1529e4c543c2182106e4dedc60a2a6455e00d212c489ac"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -1957,7 +1961,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c6813fde79b646e47e7ad75f480aa80ef76a5d9599e2717407961531169ee38b"
 dependencies = [
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
  "syn-mid",
 ]
 
@@ -2197,7 +2201,7 @@ dependencies = [
  "pest_meta",
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -2280,7 +2284,7 @@ checksum = "2f38a4412a78282e09a2cf38d195ea5420d15ba0602cb375210efbc877243965"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -2414,9 +2418,9 @@ dependencies = [
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.86"
+version = "1.0.92"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5e719e8df665df0d1c8fbfd238015744736151d4445ec0836b8e628aae103b77"
+checksum = "37d3544b3f2748c54e147655edb5025752e2303145b5aefb3c3ea2c78b973bb0"
 dependencies = [
  "unicode-ident",
 ]
@@ -2512,7 +2516,7 @@ dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -2524,7 +2528,7 @@ dependencies = [
  "heck 0.4.1",
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -2923,29 +2927,29 @@ checksum = "cd0b0ec5f1c1ca621c432a25813d8d60c88abe6d3e08a3eb9cf37d97a0fe3d73"
 
 [[package]]
 name = "serde"
-version = "1.0.209"
+version = "1.0.215"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99fce0ffe7310761ca6bf9faf5115afbc19688edd00171d81b1bb1b116c63e09"
+checksum = "6513c1ad0b11a9376da888e3e0baa0077f1aed55c17f50e7b2397136129fb88f"
 dependencies = [
  "serde_derive",
 ]
 
 [[package]]
 name = "serde_derive"
-version = "1.0.209"
+version = "1.0.215"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5831b979fd7b5439637af1752d535ff49f4860c0f341d1baeb6faf0f4242170"
+checksum = "ad1e866f866923f252f05c889987993144fb74e722403468a4ebd70c3cd756c0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.127"
+version = "1.0.133"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8043c06d9f82bd7271361ed64f415fe5e12a77fdb52e573e7f06a516dea329ad"
+checksum = "c7fceb2473b9166b2294ef05efcb65a3db80803f0b03ef86a5fc88a2b85ee377"
 dependencies = [
  "indexmap 2.4.0",
  "itoa",
@@ -3135,7 +3139,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -3174,9 +3178,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.76"
+version = "2.0.90"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "578e081a14e0cefc3279b0472138c513f37b41a08d5a3cca9b6e4e8ceb6cd525"
+checksum = "919d3b74a5dd0ccd15aeb8f93e7006bd9e14c295087c9896a110f490752bcf31"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -3191,7 +3195,7 @@ checksum = "b5dc35bb08dd1ca3dfb09dce91fd2d13294d6711c88897d9a9d60acf39bce049"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -3203,7 +3207,7 @@ dependencies = [
  "proc-macro-error",
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -3282,7 +3286,7 @@ checksum = "266b2e40bc00e5a6c09c3584011e08b06f123c00362c92b975ba9843aaaa14b8"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -3360,7 +3364,7 @@ checksum = "5b8a1e28f2deaa14e508979454cb3a223b10b938b45af148bc0986de36f1923b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -3503,7 +3507,7 @@ checksum = "34704c8d6ebcbc939824180af020566b01a7c01f80641264eba0999f6c2b6be7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]
@@ -3762,7 +3766,7 @@ dependencies = [
  "once_cell",
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
  "wasm-bindgen-shared",
 ]
 
@@ -3796,7 +3800,7 @@ checksum = "f0eb82fcb7930ae6219a7ecfd55b217f5f0893484b7a13022ebb2b2bf20b5283"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
  "wasm-bindgen-backend",
  "wasm-bindgen-shared",
 ]
@@ -4053,7 +4057,7 @@ checksum = "9ce1b18ccd8e73a9321186f97e46f9f04b778851177567b1975109d26a08d2a6"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.90",
 ]
 
 [[package]]

From e50ace540a870ee71239ef5cfe2d984a0296c35c Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 3 Dec 2024 15:21:10 +0200
Subject: [PATCH 035/128] linter fix

---
 packages/cubejs-backend-native/src/node_export.rs | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 20ef7e3e8ad9f..0e2f9c7224bf8 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -526,7 +526,7 @@ fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
         for (i, row) in result.rows.iter().enumerate() {
             let js_row = cx.execute_scoped(|mut cx| {
                 let js_row = JsObject::new(&mut cx);
-                for (key, value) in result.columns.iter().zip(row.into_iter()) {
+                for (key, value) in result.columns.iter().zip(row.iter()) {
                     let js_key = cx.string(key);
                     let js_value = cx.string(value);
                     js_row.set(&mut cx, js_key, js_value)?;

From c95b9a0b3344450ca21b343beb93df04bbdb2eba Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 9 Dec 2024 21:20:41 +0200
Subject: [PATCH 036/128] implement get_query_granularities & get_pivot_query

---
 .../src/cubestore_result_transform.rs         | 71 ++++++++++++++++++-
 rust/cubeorchestrator/src/types.rs            | 20 +++---
 2 files changed, 81 insertions(+), 10 deletions(-)

diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index 5573fc7e3e272..1db4a7e6f7807 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -6,7 +6,7 @@ use crate::types::{
 };
 use anyhow::{bail, Context, Result};
 use chrono::SecondsFormat;
-use std::collections::HashMap;
+use std::collections::{HashMap, HashSet};
 
 /// Transform specified `value` with specified `type` to the network protocol type.
 pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimitive {
@@ -335,3 +335,72 @@ pub fn transform_data(
         }
     }
 }
+
+/// Helper to get a list if unique granularities from normalized queries
+pub fn get_query_granularities(queries: &[NormalizedQuery]) -> Vec<String> {
+    queries
+        .iter()
+        .filter_map(|query| {
+            query
+                .time_dimensions
+                .as_ref()
+                .and_then(|tds| tds.get(0))
+                .and_then(|td| td.granularity.clone())
+        })
+        .collect::<HashSet<_>>()
+        .into_iter()
+        .collect()
+}
+
+/// Get Pivot Query for a list of queries
+pub fn get_pivot_query(query_type: QueryType, queries: &[NormalizedQuery]) -> Result<NormalizedQuery> {
+    let mut pivot_query = queries
+        .first()
+        .cloned()
+        .ok_or_else(|| anyhow::anyhow!("Queries list cannot be empty"))?;
+
+    match query_type {
+        QueryType::BlendingQuery => {
+            // Merge and deduplicate measures and dimensions across all queries
+            let mut merged_measures = HashSet::new();
+            let mut merged_dimensions = HashSet::new();
+
+            for query in queries {
+                merged_measures.extend(query.measures.iter().cloned());
+                if let Some(dimensions) = &query.dimensions {
+                    merged_dimensions.extend(dimensions.iter().cloned());
+                }
+            }
+
+            pivot_query.measures = merged_measures.into_iter().collect();
+            pivot_query.dimensions = if !merged_dimensions.is_empty() {
+                Some(merged_dimensions.into_iter().collect())
+            } else {
+                None
+            };
+
+            // Add time dimensions
+            let granularities = get_query_granularities(queries);
+            if !granularities.is_empty() {
+                pivot_query.time_dimensions = Some(vec![QueryTimeDimension {
+                    dimension: "time".to_string(),
+                    date_range: None,
+                    compare_date_range: None,
+                    granularity: granularities.get(0).cloned(),
+                }]);
+            }
+        }
+        QueryType::CompareDateRangeQuery => {
+            let mut dimensions = vec![MemberOrMemberExpression::Member("compareDateRange".to_string())];
+            if let Some(dims) = pivot_query.dimensions {
+                dimensions.extend(dims.clone());
+            }
+            pivot_query.dimensions = Option::from(dimensions);
+        }
+        _ => {}
+    }
+
+    pivot_query.query_type = query_type;
+
+    Ok(pivot_query)
+}
diff --git a/rust/cubeorchestrator/src/types.rs b/rust/cubeorchestrator/src/types.rs
index fce899d7c1fb7..18fa668967563 100644
--- a/rust/cubeorchestrator/src/types.rs
+++ b/rust/cubeorchestrator/src/types.rs
@@ -25,7 +25,7 @@ pub enum DBResponseValue {
     Object { value: DBResponsePrimitive },
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub enum ResultType {
     #[serde(rename = "default")]
     Default,
@@ -33,7 +33,7 @@ pub enum ResultType {
     Compact,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub enum QueryType {
     #[serde(rename = "regularQuery")]
     RegularQuery,
@@ -64,7 +64,7 @@ pub enum MemberType {
     Segments,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub enum FilterOperator {
     #[serde(rename = "equals")]
     Equals,
@@ -115,14 +115,14 @@ pub struct QueryFilter {
     pub values: Option<Vec<String>>,
 }
 
-#[derive(Debug, Serialize, Deserialize, PartialEq)]
+#[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
 pub struct GroupingSet {
     pub group_type: String,
     pub id: u32,
     pub sub_id: Option<u32>,
 }
 
-#[derive(Debug, Serialize, Deserialize, PartialEq)]
+#[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
 pub struct ParsedMemberExpression {
     pub expression: Vec<String>,
     #[serde(rename = "cubeName")]
@@ -176,13 +176,13 @@ pub struct ConfigItem {
     pub granularities: Option<Vec<GranularityMeta>>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct Order {
     pub id: String,
     pub desc: bool,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct NormalizedQueryFilter {
     pub member: String,
     pub operator: FilterOperator,
@@ -191,7 +191,7 @@ pub struct NormalizedQueryFilter {
 }
 
 // XXX: Omitted function variant
-#[derive(Debug, Serialize, Deserialize, PartialEq)]
+#[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
 pub enum MemberOrMemberExpression {
     Member(String),
     MemberExpression(ParsedMemberExpression),
@@ -244,7 +244,7 @@ pub struct Query {
     pub response_format: Option<ResultType>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct NormalizedQuery {
     pub measures: Vec<MemberOrMemberExpression>,
     pub dimensions: Option<Vec<MemberOrMemberExpression>>,
@@ -266,6 +266,8 @@ pub struct NormalizedQuery {
     #[serde(rename = "rowLimit")]
     pub row_limit: Option<u32>,
     pub order: Option<Vec<Order>>,
+    #[serde(rename = "queryType")]
+    pub query_type: QueryType,
 }
 
 #[derive(Debug, Serialize, Deserialize)]

From 7adb813ec5ce1553425a0896ac389166bd9f5389 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 9 Dec 2024 23:46:40 +0200
Subject: [PATCH 037/128] prepare transformQueryData native wrapper

---
 packages/cubejs-backend-native/Cargo.lock     |  1 +
 .../cubejs-backend-native/src/node_export.rs  | 54 +++++++++++++++++++
 rust/cubeorchestrator/Cargo.lock              |  1 +
 rust/cubeorchestrator/Cargo.toml              |  2 +-
 rust/cubeorchestrator/src/types.rs            | 19 +++++--
 5 files changed, 73 insertions(+), 4 deletions(-)

diff --git a/packages/cubejs-backend-native/Cargo.lock b/packages/cubejs-backend-native/Cargo.lock
index a7f19f80fdd43..a94b256a9b2ba 100644
--- a/packages/cubejs-backend-native/Cargo.lock
+++ b/packages/cubejs-backend-native/Cargo.lock
@@ -508,6 +508,7 @@ dependencies = [
  "iana-time-zone",
  "js-sys",
  "num-traits",
+ "serde",
  "wasm-bindgen",
  "windows-targets 0.48.5",
 ]
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 0e2f9c7224bf8..597bee525247d 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -38,6 +38,9 @@ use cubesql::{telemetry::ReportingLogger, CubeError};
 
 use neon::prelude::*;
 use neon::types::buffer::TypedArray;
+use serde::Deserialize;
+use cubeorchestrator::cubestore_result_transform::transform_data;
+use cubeorchestrator::types::{TransformDataRequest};
 
 struct SQLInterface {
     services: Arc<NodeCubeServices>,
@@ -543,6 +546,56 @@ fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
     Ok(js_array.upcast())
 }
 
+fn js_object_to_struct<T>(cx: &mut FunctionContext) -> Result<T, neon::result::Throw>
+where
+    T: for<'de> Deserialize<'de>,
+{
+    let json_str = cx
+        .argument::<JsString>(0)?
+        .value(cx);
+
+    let result: Result<T, serde_json::Error> = serde_json::from_str(&json_str);
+    match result {
+        Ok(value) => Ok(value),
+        Err(err) => cx.throw_error(err.to_string()),
+    }
+}
+
+fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsObject> {
+    let request_data: TransformDataRequest = js_object_to_struct(&mut cx)?;
+
+    let alias_to_member_name_map = &request_data.alias_to_member_name_map;
+    let annotation = &request_data.annotation;
+    let data = &request_data.data;
+    let query = &request_data.query;
+    let query_type = &request_data.query_type;
+    let res_type = &request_data.res_type;
+
+    let transformed = match transform_data(
+        alias_to_member_name_map,
+        annotation,
+        data.clone(),
+        query,
+        query_type,
+        res_type.clone(),
+    ) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string())
+    };
+
+    let json_data = match serde_json::to_string(&transformed) {
+        Ok(data) => data,
+        Err(e) => return cx.throw_error(format!("Serialization error: {}", e)),
+    };
+
+    let js_string = cx.string(json_data);
+
+    let js_result = cx.empty_object();
+    js_result.set(&mut cx, "result", js_string)?;
+
+    Ok(js_result)
+}
+
 pub fn register_module_exports<C: NodeConfiguration + 'static>(
     mut cx: ModuleContext,
 ) -> NeonResult<()> {
@@ -562,6 +615,7 @@ pub fn register_module_exports<C: NodeConfiguration + 'static>(
         parse_cubestore_ws_result_message,
     )?;
     cx.export_function("getCubestoreResult", get_cubestore_result)?;
+    cx.export_function("transformQueryData", transform_query_data)?;
 
     crate::template::template_register_module(&mut cx)?;
 
diff --git a/rust/cubeorchestrator/Cargo.lock b/rust/cubeorchestrator/Cargo.lock
index c1d61bb12c13b..08d4c1cb73a26 100644
--- a/rust/cubeorchestrator/Cargo.lock
+++ b/rust/cubeorchestrator/Cargo.lock
@@ -93,6 +93,7 @@ dependencies = [
  "iana-time-zone",
  "js-sys",
  "num-traits",
+ "serde",
  "wasm-bindgen",
  "windows-targets",
 ]
diff --git a/rust/cubeorchestrator/Cargo.toml b/rust/cubeorchestrator/Cargo.toml
index db54af9d3e912..04d2a81fee755 100644
--- a/rust/cubeorchestrator/Cargo.toml
+++ b/rust/cubeorchestrator/Cargo.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 edition = "2021"
 
 [dependencies]
-chrono = "0.4.31"
+chrono = { version = "0.4.31", features = ["serde"] }
 cubeshared = { path = "../cubeshared" }
 serde = { version = "1.0.215", features = ["derive"] }
 serde_json = "1.0.133"
diff --git a/rust/cubeorchestrator/src/types.rs b/rust/cubeorchestrator/src/types.rs
index 18fa668967563..a822bde81fa8e 100644
--- a/rust/cubeorchestrator/src/types.rs
+++ b/rust/cubeorchestrator/src/types.rs
@@ -17,7 +17,7 @@ pub enum DBResponsePrimitive {
     String(String),
 }
 
-#[derive(Debug, Clone)]
+#[derive(Debug, Clone, Deserialize)]
 pub enum DBResponseValue {
     DateTime(DateTime<Utc>),
     Primitive(DBResponsePrimitive),
@@ -148,7 +148,7 @@ pub type AliasToMemberMap = HashMap<String, String>;
 
 pub type MembersMap = HashMap<String, String>;
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct GranularityMeta {
     pub name: String,
     pub title: String,
@@ -159,7 +159,7 @@ pub struct GranularityMeta {
     pub origin: Option<String>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct ConfigItem {
     pub title: String,
     pub short_title: String,
@@ -278,3 +278,16 @@ pub enum TransformedData {
     },
     Vanilla(Vec<HashMap<String, DBResponsePrimitive>>),
 }
+
+#[derive(Debug, Clone, Deserialize)]
+pub struct TransformDataRequest {
+    #[serde(rename = "aliasToMemberNameMap")]
+    pub alias_to_member_name_map: HashMap<String, String>,
+    pub annotation: HashMap<String, ConfigItem>,
+    pub data: Vec<HashMap<String, DBResponseValue>>,
+    pub query: NormalizedQuery,
+    #[serde(rename = "queryType")]
+    pub query_type: QueryType,
+    #[serde(rename = "resType")]
+    pub res_type: Option<ResultType>,
+}

From a9c9e7b8d92b2edc0d5e2f44a537cb5d460f6ddc Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 10 Dec 2024 12:28:08 +0200
Subject: [PATCH 038/128] =?UTF-8?q?small=20optimization:=20do=20not=20use?=
 =?UTF-8?q?=20native=20parsing=20for=C2=A0short=20messages?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-cubestore-driver/src/WebSocketConnection.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts b/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
index 7095c0eda1aa7..40d37d516ad98 100644
--- a/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
+++ b/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
@@ -118,7 +118,7 @@ export class WebSocketConnection {
             throw new Error(`Cube Store missed message id: ${httpMessage.messageId()}`); // logging
           }
 
-          if (getEnv('nativeOrchestrator')) {
+          if (getEnv('nativeOrchestrator') && msg.length > 1000) {
             try {
               const nativeResMsg = parseCubestoreResultMessage(msg);
               resolvers.resolve(nativeResMsg);

From e75133064e0a6d26722261204e69749bcc074d66 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 10 Dec 2024 12:44:56 +0200
Subject: [PATCH 039/128] =?UTF-8?q?refactor=20transformValue=20and=C2=A0re?=
 =?UTF-8?q?lated?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../src/helpers/transformData.ts              | 42 +++++++++-------
 .../src/helpers/transformValue.ts             | 48 -------------------
 .../cubejs-api-gateway/src/types/responses.ts | 20 ++++++++
 .../test/helpers/transformData.test.ts        |  6 +--
 .../test/helpers/transformValue.test.ts       | 12 +----
 5 files changed, 49 insertions(+), 79 deletions(-)
 delete mode 100644 packages/cubejs-api-gateway/src/helpers/transformValue.ts
 create mode 100644 packages/cubejs-api-gateway/src/types/responses.ts

diff --git a/packages/cubejs-api-gateway/src/helpers/transformData.ts b/packages/cubejs-api-gateway/src/helpers/transformData.ts
index 2e260bd7a99af..d3ab5e14dcfcd 100644
--- a/packages/cubejs-api-gateway/src/helpers/transformData.ts
+++ b/packages/cubejs-api-gateway/src/helpers/transformData.ts
@@ -6,25 +6,13 @@
  */
 
 import R from 'ramda';
+import moment, { MomentInput } from 'moment';
 import { UserError } from '../UserError';
 import { ConfigItem } from './prepareAnnotation';
-import {
-  DBResponsePrimitive,
-  DBResponseValue,
-  transformValue,
-} from './transformValue';
-import {
-  NormalizedQuery,
-  QueryTimeDimension
-} from '../types/query';
-import {
-  ResultType,
-  QueryType,
-} from '../types/strings';
-import {
-  ResultType as ResultTypeEnum,
-  QueryType as QueryTypeEnum,
-} from '../types/enums';
+import { NormalizedQuery, QueryTimeDimension } from '../types/query';
+import { QueryType, ResultType, } from '../types/strings';
+import { QueryType as QueryTypeEnum, ResultType as ResultTypeEnum, } from '../types/enums';
+import { DBResponsePrimitive, DBResponseValue } from '../types/responses';
 
 const COMPARE_DATE_RANGE_FIELD = 'compareDateRange';
 const COMPARE_DATE_RANGE_SEPARATOR = ' - ';
@@ -175,6 +163,25 @@ function getMembers(
   return members;
 }
 
+/**
+ * Transform specified `value` with specified `type` to the network
+ * protocol type.
+ */
+function transformValue(
+  value: DBResponseValue,
+  type: string
+): DBResponsePrimitive {
+  // TODO: support for max time
+  if (value && (type === 'time' || value instanceof Date)) {
+    return (
+      value instanceof Date
+        ? moment(value)
+        : moment.utc(value as MomentInput)
+    ).format(moment.HTML5_FMT.DATETIME_LOCAL_MS);
+  }
+  return value as DBResponsePrimitive;
+}
+
 /**
  * Convert DB response object to the compact output format.
  * @internal
@@ -370,4 +377,5 @@ export {
   getCompactRow,
   getVanilaRow,
   transformData,
+  transformValue,
 };
diff --git a/packages/cubejs-api-gateway/src/helpers/transformValue.ts b/packages/cubejs-api-gateway/src/helpers/transformValue.ts
deleted file mode 100644
index f56ae637673ad..0000000000000
--- a/packages/cubejs-api-gateway/src/helpers/transformValue.ts
+++ /dev/null
@@ -1,48 +0,0 @@
-/**
- * @license Apache-2.0
- * @copyright Cube Dev, Inc.
- * @fileoverview
- * transformValue function and related types definition.
- */
-
-import moment, { MomentInput } from 'moment';
-
-/**
- * Query 'or'-filters type definition.
- */
-type DBResponsePrimitive =
-  null |
-  boolean |
-  number |
-  string;
-
-type DBResponseValue =
-  Date |
-  DBResponsePrimitive |
-  { value: DBResponsePrimitive };
-
-/**
- * Transform specified `value` with specified `type` to the network
- * protocol type.
- */
-function transformValue(
-  value: DBResponseValue,
-  type: string
-): DBResponsePrimitive {
-  // TODO: support for max time
-  if (value && (type === 'time' || value instanceof Date)) {
-    return (
-      value instanceof Date
-        ? moment(value)
-        : moment.utc(value as MomentInput)
-    ).format(moment.HTML5_FMT.DATETIME_LOCAL_MS);
-  }
-  return value as DBResponsePrimitive;
-}
-
-export default transformValue;
-export {
-  DBResponsePrimitive,
-  DBResponseValue,
-  transformValue,
-};
diff --git a/packages/cubejs-api-gateway/src/types/responses.ts b/packages/cubejs-api-gateway/src/types/responses.ts
new file mode 100644
index 0000000000000..5a7cb1387eb93
--- /dev/null
+++ b/packages/cubejs-api-gateway/src/types/responses.ts
@@ -0,0 +1,20 @@
+/**
+ * Query 'or'-filters type definition.
+ */
+export type DBResponsePrimitive =
+  null |
+  boolean |
+  number |
+  string;
+
+export type DBResponseValue =
+  Date |
+  DBResponsePrimitive |
+  { value: DBResponsePrimitive };
+
+export type TransformDataResponse = {
+  members: string[],
+  dataset: DBResponsePrimitive[][]
+} | {
+  [member: string]: DBResponsePrimitive
+}[];
diff --git a/packages/cubejs-api-gateway/test/helpers/transformData.test.ts b/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
index 8936bd3d44418..48c210b7711e1 100644
--- a/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
+++ b/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
@@ -16,9 +16,6 @@ import {
   QueryType as QueryTypeEnum,
   ResultType as ResultTypeEnum,
 } from '../../src/types/enums';
-import {
-  DBResponseValue,
-} from '../../src/helpers/transformValue';
 import {
   ConfigItem,
 } from '../../src/helpers/prepareAnnotation';
@@ -41,6 +38,7 @@ import {
 import {
   QueryType,
 } from '../../src/types/strings';
+import { DBResponseValue } from '../../src/types/responses';
 
 const mockData = {
   regular_discount_by_city: {
@@ -792,7 +790,7 @@ describe('transformData helpers', () => {
           .timeDimensions
       )
     ) as QueryTimeDimension[];
-    
+
     expect(() => {
       getBlendingResponseKey();
     }).toThrow(
diff --git a/packages/cubejs-api-gateway/test/helpers/transformValue.test.ts b/packages/cubejs-api-gateway/test/helpers/transformValue.test.ts
index 54101c9fcb131..20637e2fe8dcd 100644
--- a/packages/cubejs-api-gateway/test/helpers/transformValue.test.ts
+++ b/packages/cubejs-api-gateway/test/helpers/transformValue.test.ts
@@ -5,19 +5,11 @@
  */
 
 /* globals describe,test,expect */
-/* eslint-disable import/no-duplicates */
-/* eslint-disable @typescript-eslint/no-duplicate-imports */
-
 import moment from 'moment';
-import transformValueDef from '../../src/helpers/transformValue';
-import { transformValue } from '../../src/helpers/transformValue';
+
+import { transformValue } from '../../src/helpers/transformData';
 
 describe('transformValue helper', () => {
-  test('export looks as expected', () => {
-    expect(transformValueDef).toBeDefined();
-    expect(transformValue).toBeDefined();
-    expect(transformValue).toEqual(transformValueDef);
-  });
   test('object with the time value', () => {
     const date = Date();
     expect(transformValue(date, 'time')).toBe(

From e2744c91fe08c600b911b85a331e5771e406a8c9 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 10 Dec 2024 13:07:12 +0200
Subject: [PATCH 040/128] types restructure

---
 .../src/helpers/prepareAnnotation.ts          |  1 +
 .../src/helpers/transformData.ts              | 15 ++-----------
 packages/cubejs-api-gateway/src/index.ts      |  1 +
 packages/cubejs-api-gateway/src/interfaces.ts | 16 ++++++++++++++
 .../cubejs-api-gateway/src/types/responses.ts | 21 ++++++++++++++++---
 packages/cubejs-backend-native/js/index.ts    |  7 +++++++
 6 files changed, 45 insertions(+), 16 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/helpers/prepareAnnotation.ts b/packages/cubejs-api-gateway/src/helpers/prepareAnnotation.ts
index 268e354279e0e..db0385e7248d4 100644
--- a/packages/cubejs-api-gateway/src/helpers/prepareAnnotation.ts
+++ b/packages/cubejs-api-gateway/src/helpers/prepareAnnotation.ts
@@ -154,6 +154,7 @@ function prepareAnnotation(metaConfig: MetaConfig[], query: any) {
 export default prepareAnnotation;
 export {
   ConfigItem,
+  GranularityMeta,
   annotation,
   prepareAnnotation,
 };
diff --git a/packages/cubejs-api-gateway/src/helpers/transformData.ts b/packages/cubejs-api-gateway/src/helpers/transformData.ts
index d3ab5e14dcfcd..4ac6d86b01d49 100644
--- a/packages/cubejs-api-gateway/src/helpers/transformData.ts
+++ b/packages/cubejs-api-gateway/src/helpers/transformData.ts
@@ -12,7 +12,7 @@ import { ConfigItem } from './prepareAnnotation';
 import { NormalizedQuery, QueryTimeDimension } from '../types/query';
 import { QueryType, ResultType, } from '../types/strings';
 import { QueryType as QueryTypeEnum, ResultType as ResultTypeEnum, } from '../types/enums';
-import { DBResponsePrimitive, DBResponseValue } from '../types/responses';
+import { AliasToMemberMap, DBResponsePrimitive, DBResponseValue, TransformDataResponse } from '../types/responses';
 
 const COMPARE_DATE_RANGE_FIELD = 'compareDateRange';
 const COMPARE_DATE_RANGE_SEPARATOR = ' - ';
@@ -20,11 +20,6 @@ const BLENDING_QUERY_KEY_PREFIX = 'time.';
 const BLENDING_QUERY_RES_SEPARATOR = '.';
 const MEMBER_SEPARATOR = '.';
 
-/**
- * SQL aliases to cube properties hash map.
- */
-type AliasToMemberMap = { [alias: string]: string };
-
 /**
  * Parse date range value from time dimension.
  * @internal
@@ -311,12 +306,7 @@ function transformData(
   query: NormalizedQuery,
   queryType: QueryType,
   resType?: ResultType
-): {
-  members: string[],
-  dataset: DBResponsePrimitive[][]
-} | {
-  [member: string]: DBResponsePrimitive
-}[] {
+): TransformDataResponse {
   const d = data as { [sqlAlias: string]: DBResponseValue }[];
   const membersToAliasMap = getMembers(
     queryType,
@@ -364,7 +354,6 @@ function transformData(
 
 export default transformData;
 export {
-  AliasToMemberMap,
   COMPARE_DATE_RANGE_FIELD,
   COMPARE_DATE_RANGE_SEPARATOR,
   BLENDING_QUERY_KEY_PREFIX,
diff --git a/packages/cubejs-api-gateway/src/index.ts b/packages/cubejs-api-gateway/src/index.ts
index ced6087014c9c..a990e663bf6e8 100644
--- a/packages/cubejs-api-gateway/src/index.ts
+++ b/packages/cubejs-api-gateway/src/index.ts
@@ -4,3 +4,4 @@ export * from './interfaces';
 export * from './CubejsHandlerError';
 export * from './UserError';
 export { getRequestIdFromRequest } from './requestParser';
+export { TransformDataRequest } from './types/responses';
diff --git a/packages/cubejs-api-gateway/src/interfaces.ts b/packages/cubejs-api-gateway/src/interfaces.ts
index aad8f106e3e85..681fa4507228c 100644
--- a/packages/cubejs-api-gateway/src/interfaces.ts
+++ b/packages/cubejs-api-gateway/src/interfaces.ts
@@ -10,6 +10,7 @@ import {
 
 import {
   QueryType,
+  ResultType,
 } from './types/enums';
 
 import {
@@ -43,9 +44,24 @@ import {
   QueryRequest
 } from './types/request';
 
+import {
+  AliasToMemberMap,
+  TransformDataResponse
+} from './types/responses';
+
+import {
+  ConfigItem,
+  GranularityMeta
+} from './helpers/prepareAnnotation';
+
 export {
+  AliasToMemberMap,
+  TransformDataResponse,
+  ConfigItem,
+  GranularityMeta,
   QueryTimeDimensionGranularity,
   QueryType,
+  ResultType,
   QueryFilter,
   LogicalAndFilter,
   LogicalOrFilter,
diff --git a/packages/cubejs-api-gateway/src/types/responses.ts b/packages/cubejs-api-gateway/src/types/responses.ts
index 5a7cb1387eb93..6b9574aded535 100644
--- a/packages/cubejs-api-gateway/src/types/responses.ts
+++ b/packages/cubejs-api-gateway/src/types/responses.ts
@@ -1,6 +1,7 @@
-/**
- * Query 'or'-filters type definition.
- */
+import type { ConfigItem } from '../helpers/prepareAnnotation';
+import type { NormalizedQuery } from './query';
+import type { QueryType, ResultType } from './enums';
+
 export type DBResponsePrimitive =
   null |
   boolean |
@@ -18,3 +19,17 @@ export type TransformDataResponse = {
 } | {
   [member: string]: DBResponsePrimitive
 }[];
+
+/**
+ * SQL aliases to cube properties hash map.
+ */
+export type AliasToMemberMap = { [alias: string]: string };
+
+export type TransformDataRequest = {
+  aliasToMemberNameMap: { [alias: string]: string },
+  annotation: { [member: string]: ConfigItem },
+  data: { [sqlAlias: string]: unknown }[],
+  query: NormalizedQuery,
+  queryType: QueryType,
+  resType?: ResultType
+};
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index e76425175c236..273863f33adbd 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -3,6 +3,7 @@ import fs from 'fs';
 import path from 'path';
 import { Writable } from 'stream';
 import type { Request as ExpressRequest } from 'express';
+import type { TransformDataRequest, TransformDataResponse, } from '@cubejs-backend/api-gateway';
 import { CubeStoreResultWrapper } from './CubeStoreResultWrapper';
 
 export * from './CubeStoreResultWrapper';
@@ -366,6 +367,12 @@ export const getCubestoreResult = (ref: CubeStoreResultWrapper): ResultRow[] =>
   return native.getCubestoreResult(ref);
 };
 
+export const transformData = (data: TransformDataRequest): TransformDataResponse => {
+  const native = loadNative();
+
+  return native.transformQueryData(data);
+};
+
 export interface PyConfiguration {
   repositoryFactory?: (ctx: unknown) => Promise<unknown>,
   logger?: (msg: string, params: Record<string, any>) => void,

From 8abdb6c66202ba5451f1bd21d09905b1130dbd0a Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 10 Dec 2024 21:14:37 +0200
Subject: [PATCH 041/128] =?UTF-8?q?debug=20and=C2=A0fix=20native=20transfo?=
 =?UTF-8?q?rm=5Fdata()?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-api-gateway/src/gateway.ts    |  23 ++-
 .../cubejs-api-gateway/src/types/responses.ts |   2 +-
 .../js/CubeStoreResultWrapper.ts              |   4 +
 packages/cubejs-backend-native/js/index.ts    |  22 ++-
 .../cubejs-backend-native/src/node_export.rs  |  29 ++--
 .../src/cubestore_message_parser.rs           |  14 +-
 .../src/cubestore_result_transform.rs         | 144 +++++++++---------
 rust/cubeorchestrator/src/types.rs            |  45 ++++--
 8 files changed, 164 insertions(+), 119 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 8cfe1ce397b00..eedd5e94c3ba6 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -10,6 +10,7 @@ import {
   getRealType,
   QueryAlias,
 } from '@cubejs-backend/shared';
+import { transformData as transformDataNative, TransformDataResponse } from '@cubejs-backend/native';
 import type {
   Application as ExpressApplication,
   ErrorRequestHandler,
@@ -1616,9 +1617,20 @@ class ApiGateway {
     response: any,
     responseType?: ResultType,
   ) {
-    return {
-      query: normalizedQuery,
-      data: transformData(
+    const data = response.data.isNative ?
+      JSON.parse(transformDataNative(JSON.stringify({
+        aliasToMemberNameMap: sqlQuery.aliasNameToMember,
+        annotation: {
+          ...annotation.measures,
+          ...annotation.dimensions,
+          ...annotation.timeDimensions
+        },
+        query: normalizedQuery,
+        queryType,
+        resType: responseType,
+      }), response.data.getNativeRef()).result) as TransformDataResponse
+      :
+      transformData(
         sqlQuery.aliasNameToMember,
         {
           ...annotation.measures,
@@ -1629,7 +1641,10 @@ class ApiGateway {
         normalizedQuery,
         queryType,
         responseType,
-      ),
+      );
+    return {
+      query: normalizedQuery,
+      data,
       lastRefreshTime: response.lastRefreshTime?.toISOString(),
       ...(
         getEnv('devMode') ||
diff --git a/packages/cubejs-api-gateway/src/types/responses.ts b/packages/cubejs-api-gateway/src/types/responses.ts
index 6b9574aded535..d5e1d8ea1e0aa 100644
--- a/packages/cubejs-api-gateway/src/types/responses.ts
+++ b/packages/cubejs-api-gateway/src/types/responses.ts
@@ -1,6 +1,6 @@
 import type { ConfigItem } from '../helpers/prepareAnnotation';
 import type { NormalizedQuery } from './query';
-import type { QueryType, ResultType } from './enums';
+import type { QueryType, ResultType } from './strings';
 
 export type DBResponsePrimitive =
   null |
diff --git a/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts b/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
index 8e1db1b1e7f30..6693fb06c156b 100644
--- a/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
@@ -77,4 +77,8 @@ export class CubeStoreResultWrapper {
     const array = this.getArray();
     return (array as any)[method](...args);
   }
+
+  public getNativeRef() {
+    return this.nativeReference;
+  }
 }
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index 273863f33adbd..c841fd4628488 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -3,7 +3,6 @@ import fs from 'fs';
 import path from 'path';
 import { Writable } from 'stream';
 import type { Request as ExpressRequest } from 'express';
-import type { TransformDataRequest, TransformDataResponse, } from '@cubejs-backend/api-gateway';
 import { CubeStoreResultWrapper } from './CubeStoreResultWrapper';
 
 export * from './CubeStoreResultWrapper';
@@ -102,6 +101,23 @@ export type SQLInterfaceOptions = {
   gatewayPort?: number,
 };
 
+export type DBResponsePrimitive =
+  null |
+  boolean |
+  number |
+  string;
+
+export type TransformDataResponse = {
+  members: string[],
+  dataset: DBResponsePrimitive[][]
+} | {
+  [member: string]: DBResponsePrimitive
+}[];
+
+export type TransformDataResponseNative = {
+  result: string
+};
+
 export function loadNative() {
   // Development version
   if (fs.existsSync(path.join(__dirname, '/../../index.node'))) {
@@ -367,10 +383,10 @@ export const getCubestoreResult = (ref: CubeStoreResultWrapper): ResultRow[] =>
   return native.getCubestoreResult(ref);
 };
 
-export const transformData = (data: TransformDataRequest): TransformDataResponse => {
+export const transformData = (transformDataJson: string, rows: any): TransformDataResponseNative => {
   const native = loadNative();
 
-  return native.transformQueryData(data);
+  return native.transformQueryData(transformDataJson, rows);
 };
 
 export interface PyConfiguration {
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 597bee525247d..661f52fb4cb8c 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -38,7 +38,6 @@ use cubesql::{telemetry::ReportingLogger, CubeError};
 
 use neon::prelude::*;
 use neon::types::buffer::TypedArray;
-use serde::Deserialize;
 use cubeorchestrator::cubestore_result_transform::transform_data;
 use cubeorchestrator::types::{TransformDataRequest};
 
@@ -546,37 +545,29 @@ fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
     Ok(js_array.upcast())
 }
 
-fn js_object_to_struct<T>(cx: &mut FunctionContext) -> Result<T, neon::result::Throw>
-where
-    T: for<'de> Deserialize<'de>,
-{
+fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsObject> {
     let json_str = cx
         .argument::<JsString>(0)?
-        .value(cx);
-
-    let result: Result<T, serde_json::Error> = serde_json::from_str(&json_str);
-    match result {
-        Ok(value) => Ok(value),
-        Err(err) => cx.throw_error(err.to_string()),
-    }
-}
+        .value(&mut cx);
+    let request_data = match serde_json::from_str::<TransformDataRequest>(&json_str) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
 
-fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsObject> {
-    let request_data: TransformDataRequest = js_object_to_struct(&mut cx)?;
+    let cube_store_result = cx.argument::<JsBox<CubeStoreResult>>(1)?;
 
     let alias_to_member_name_map = &request_data.alias_to_member_name_map;
     let annotation = &request_data.annotation;
-    let data = &request_data.data;
     let query = &request_data.query;
-    let query_type = &request_data.query_type;
+    let query_type = &request_data.query_type.unwrap_or_default();
     let res_type = &request_data.res_type;
 
     let transformed = match transform_data(
         alias_to_member_name_map,
         annotation,
-        data.clone(),
+        &**cube_store_result,
         query,
-        query_type,
+        &query_type,
         res_type.clone(),
     ) {
         Ok(data) => data,
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index 3815956fed600..8d9447e418836 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -1,3 +1,4 @@
+use std::collections::HashMap;
 use cubeshared::codegen::{root_as_http_message, HttpCommand};
 use neon::prelude::Finalize;
 
@@ -29,6 +30,7 @@ impl std::error::Error for ParseError {}
 pub struct CubeStoreResult {
     pub columns: Vec<String>,
     pub rows: Vec<Vec<String>>,
+    pub columns_pos: HashMap<String, usize>,
 }
 
 impl Finalize for CubeStoreResult {}
@@ -38,6 +40,7 @@ impl CubeStoreResult {
         let mut result = CubeStoreResult {
             columns: vec![],
             rows: vec![],
+            columns_pos: HashMap::new(),
         };
 
         let http_message =
@@ -62,10 +65,15 @@ impl CubeStoreResult {
                     return Err(ParseError::ColumnNameNotDefined);
                 }
 
-                result.columns = result_set_columns
+                let (columns, columns_pos): (Vec<_>, HashMap<_, _>) = result_set_columns
                     .iter()
-                    .map(|val| val.to_owned())
-                    .collect();
+                    .enumerate()
+                    .map(|(index, column_name)| (column_name.to_owned(), (column_name.to_owned(), index)))
+                    .unzip();
+
+                result.columns = columns;
+                result.columns_pos = columns_pos;
+
                 let result_set_rows = result_set.rows().ok_or(ParseError::EmptyResultSet)?;
                 result.rows = Vec::with_capacity(result_set_rows.len());
 
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index 1db4a7e6f7807..c9c1296b99431 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -1,23 +1,22 @@
 use crate::types::{
-    ConfigItem, DBResponsePrimitive, DBResponseValue, MemberOrMemberExpression, MembersMap,
+    ConfigItem, MembersMap,
     NormalizedQuery, QueryTimeDimension, QueryType, ResultType, TransformedData,
     BLENDING_QUERY_KEY_PREFIX, BLENDING_QUERY_RES_SEPARATOR, COMPARE_DATE_RANGE_FIELD,
     COMPARE_DATE_RANGE_SEPARATOR, MEMBER_SEPARATOR,
 };
 use anyhow::{bail, Context, Result};
-use chrono::SecondsFormat;
+use chrono::{DateTime, SecondsFormat};
 use std::collections::{HashMap, HashSet};
+use crate::cubestore_message_parser::CubeStoreResult;
 
 /// Transform specified `value` with specified `type` to the network protocol type.
-pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimitive {
-    match value {
-        DBResponseValue::DateTime(dt) if type_ == "time" || type_.is_empty() => {
-            let formatted = dt.to_rfc3339_opts(SecondsFormat::Millis, true);
-            DBResponsePrimitive::String(formatted)
-        }
-        DBResponseValue::Primitive(p) => p,
-        DBResponseValue::Object { value } => value,
-        _ => DBResponsePrimitive::Null,
+pub fn transform_value(value: String, type_: &str) -> String {
+    if type_ == "time" || type_.is_empty() {
+        DateTime::parse_from_rfc3339(&value)
+            .map(|dt| dt.to_rfc3339_opts(SecondsFormat::Millis, true))
+            .unwrap_or_else(|_| value)
+    } else {
+        value
     }
 }
 
@@ -91,19 +90,17 @@ pub fn get_blending_response_key(
 pub fn get_members(
     query_type: &QueryType,
     query: &NormalizedQuery,
-    db_data: &Vec<HashMap<String, DBResponseValue>>,
+    db_data: &CubeStoreResult,
     alias_to_member_name_map: &HashMap<String, String>,
     annotation: &HashMap<String, ConfigItem>,
 ) -> Result<MembersMap> {
     let mut members: MembersMap = HashMap::new();
 
-    if db_data.is_empty() {
+    if db_data.columns.is_empty() {
         return Ok(members);
     }
 
-    let columns = db_data[0].keys().collect::<Vec<_>>();
-
-    for column in columns {
+    for column in db_data.columns.iter() {
         let member_name = alias_to_member_name_map
             .get(column)
             .context(format!("Member name not found for alias: '{}'", column))?;
@@ -126,10 +123,7 @@ pub fn get_members(
 
         if path.len() == 3
             && query.dimensions.as_ref().map_or(true, |dims| {
-                !dims.iter().any(|dim| match dim {
-                    MemberOrMemberExpression::Member(name) => *name == calc_member,
-                    MemberOrMemberExpression::MemberExpression(expr) => expr.name == calc_member,
-                })
+                !dims.iter().any(|dim| *dim == calc_member)
             })
         {
             members.insert(calc_member, column.clone());
@@ -167,15 +161,18 @@ pub fn get_compact_row(
     query_type: &QueryType,
     members: &[String],
     time_dimensions: Option<&Vec<QueryTimeDimension>>,
-    db_row: &HashMap<String, DBResponseValue>,
-) -> Result<Vec<DBResponsePrimitive>> {
-    let mut row: Vec<DBResponsePrimitive> = Vec::with_capacity(members.len());
+    db_row: &Vec<String>,
+    columns_pos: &HashMap<String, usize>,
+) -> Result<Vec<String>> {
+    let mut row: Vec<String> = Vec::with_capacity(members.len());
 
     for m in members {
         if let Some(annotation_item) = annotation.get(m) {
             if let Some(alias) = members_to_alias_map.get(m) {
-                if let Some(value) = db_row.get(alias) {
-                    row.push(transform_value(value.clone(), &annotation_item.member_type));
+                if let Some(key) = columns_pos.get(alias) {
+                    if let Some(value) = db_row.get(*key) {
+                        row.push(transform_value(value.clone(), &annotation_item.member_type));
+                    }
                 }
             }
         }
@@ -183,20 +180,20 @@ pub fn get_compact_row(
 
     match query_type {
         QueryType::CompareDateRangeQuery => {
-            row.push(DBResponsePrimitive::String(get_date_range_value(
-                time_dimensions,
-            )?));
+            row.push(get_date_range_value(time_dimensions)?);
         }
         QueryType::BlendingQuery => {
             let blending_key = get_blending_response_key(time_dimensions)?;
 
             if let Some(alias) = members_to_alias_map.get(&blending_key) {
-                if let Some(value) = db_row.get(alias) {
-                    let member_type = annotation
-                        .get(alias)
-                        .map_or("", |annotation_item| &annotation_item.member_type);
+                if let Some(key) = columns_pos.get(alias) {
+                    if let Some(value) = db_row.get(*key) {
+                        let member_type = annotation
+                            .get(alias)
+                            .map_or("", |annotation_item| &annotation_item.member_type);
 
-                    row.push(transform_value(value.clone(), member_type));
+                        row.push(transform_value(value.clone(), member_type));
+                    }
                 }
             }
         }
@@ -212,22 +209,25 @@ pub fn get_vanilla_row(
     annotation: &HashMap<String, ConfigItem>,
     query_type: &QueryType,
     query: &NormalizedQuery,
-    db_row: &HashMap<String, DBResponseValue>,
-) -> Result<HashMap<String, DBResponsePrimitive>> {
+    db_row: &Vec<String>,
+    columns_pos: &HashMap<String, usize>,
+) -> Result<HashMap<String, String>> {
     let mut row = HashMap::new();
 
-    for (alias, value) in db_row {
-        let member_name = match alias_to_member_name_map.get(alias) {
-            Some(m) => m,
-            None => {
-                bail!("Missing member name for alias: {}", alias);
-            }
-        };
+    for (alias, &index) in columns_pos {
+        if let Some(value) = db_row.get(index) {
 
-        let annotation_for_member = match annotation.get(member_name) {
-            Some(am) => am,
-            None => {
-                bail!(
+            let member_name = match alias_to_member_name_map.get(alias) {
+                Some(m) => m,
+                None => {
+                    bail!("Missing member name for alias: {}", alias);
+                }
+            };
+
+            let annotation_for_member = match annotation.get(member_name) {
+                Some(am) => am,
+                None => {
+                    bail!(
                     concat!(
                         "You requested hidden member: '{}'. Please make it visible using `shown: true`. ",
                         "Please note primaryKey fields are `shown: false` by default: ",
@@ -235,29 +235,23 @@ pub fn get_vanilla_row(
                     ),
                     alias
                 )
-            }
-        };
+                }
+            };
 
-        let transformed_value = transform_value(value.clone(), &annotation_for_member.member_type);
+            let transformed_value = transform_value(value.clone(), &annotation_for_member.member_type);
 
-        // Handle deprecated time dimensions without granularity
-        let path: Vec<&str> = member_name.split(MEMBER_SEPARATOR).collect();
-        let member_name_without_granularity = format!("{}{}{}", path[0], MEMBER_SEPARATOR, path[1]);
-        if path.len() == 3
-            && query.dimensions.as_ref().map_or(true, |dims| {
-                !dims.iter().any(|dim| match dim {
-                    MemberOrMemberExpression::Member(name) => {
-                        *name == member_name_without_granularity
-                    }
-                    MemberOrMemberExpression::MemberExpression(expr) => {
-                        expr.name == member_name_without_granularity
-                    }
-                })
+            // Handle deprecated time dimensions without granularity
+            let path: Vec<&str> = member_name.split(MEMBER_SEPARATOR).collect();
+            let member_name_without_granularity = format!("{}{}{}", path[0], MEMBER_SEPARATOR, path[1]);
+            if path.len() == 3
+                && query.dimensions.as_ref().map_or(true, |dims| {
+                !dims.iter().any(|dim| *dim == member_name_without_granularity)
             })
-        {
-            row.insert(member_name_without_granularity, transformed_value);
-        } else {
-            row.insert(member_name.clone(), transformed_value);
+            {
+                row.insert(member_name_without_granularity, transformed_value);
+            } else {
+                row.insert(member_name.clone(), transformed_value);
+            }
         }
     }
 
@@ -266,7 +260,7 @@ pub fn get_vanilla_row(
             let date_range_value = get_date_range_value(query.time_dimensions.as_ref())?;
             row.insert(
                 "compareDateRange".to_string(),
-                DBResponsePrimitive::String(date_range_value),
+                date_range_value,
             );
         }
         QueryType::BlendingQuery => {
@@ -287,7 +281,7 @@ pub fn get_vanilla_row(
 pub fn transform_data(
     alias_to_member_name_map: &HashMap<String, String>,
     annotation: &HashMap<String, ConfigItem>,
-    data: Vec<HashMap<String, DBResponseValue>>,
+    data: &CubeStoreResult,
     query: &NormalizedQuery,
     query_type: &QueryType,
     res_type: Option<ResultType>,
@@ -303,8 +297,8 @@ pub fn transform_data(
 
     match res_type {
         Some(ResultType::Compact) => {
-            let dataset: Vec<_> = data
-                .into_iter()
+            let dataset: Vec<_> = data.rows
+                .iter()
                 .map(|row| {
                     get_compact_row(
                         &members_to_alias_map,
@@ -313,14 +307,15 @@ pub fn transform_data(
                         &members,
                         query.time_dimensions.as_ref(),
                         &row,
+                        &data.columns_pos,
                     )
                 })
                 .collect::<Result<Vec<_>>>()?;
             Ok(TransformedData::Compact { members, dataset })
         }
         _ => {
-            let dataset: Vec<_> = data
-                .into_iter()
+            let dataset: Vec<_> = data.rows
+                .iter()
                 .map(|row| {
                     get_vanilla_row(
                         alias_to_member_name_map,
@@ -328,6 +323,7 @@ pub fn transform_data(
                         query_type,
                         query,
                         &row,
+                        &data.columns_pos,
                     )
                 })
                 .collect::<Result<Vec<_>>>()?;
@@ -391,7 +387,7 @@ pub fn get_pivot_query(query_type: QueryType, queries: &[NormalizedQuery]) -> Re
             }
         }
         QueryType::CompareDateRangeQuery => {
-            let mut dimensions = vec![MemberOrMemberExpression::Member("compareDateRange".to_string())];
+            let mut dimensions = vec!["compareDateRange".to_string()];
             if let Some(dims) = pivot_query.dimensions {
                 dimensions.extend(dims.clone());
             }
@@ -400,7 +396,7 @@ pub fn get_pivot_query(query_type: QueryType, queries: &[NormalizedQuery]) -> Re
         _ => {}
     }
 
-    pivot_query.query_type = query_type;
+    pivot_query.query_type = Option::from(query_type);
 
     Ok(pivot_query)
 }
diff --git a/rust/cubeorchestrator/src/types.rs b/rust/cubeorchestrator/src/types.rs
index a822bde81fa8e..6e6f23bf74b05 100644
--- a/rust/cubeorchestrator/src/types.rs
+++ b/rust/cubeorchestrator/src/types.rs
@@ -9,6 +9,7 @@ pub const BLENDING_QUERY_KEY_PREFIX: &str = "time.";
 pub const BLENDING_QUERY_RES_SEPARATOR: &str = ".";
 pub const MEMBER_SEPARATOR: &str = ".";
 
+// TODO: Seems to be unused
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub enum DBResponsePrimitive {
     Null,
@@ -17,6 +18,7 @@ pub enum DBResponsePrimitive {
     String(String),
 }
 
+// TODO: Seems to be unused
 #[derive(Debug, Clone, Deserialize)]
 pub enum DBResponseValue {
     DateTime(DateTime<Utc>),
@@ -54,6 +56,12 @@ impl Display for QueryType {
     }
 }
 
+impl Default for QueryType {
+    fn default() -> Self {
+        QueryType::RegularQuery
+    }
+}
+
 #[derive(Debug, Serialize, Deserialize)]
 pub enum MemberType {
     #[serde(rename = "measures")]
@@ -162,12 +170,12 @@ pub struct GranularityMeta {
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct ConfigItem {
     pub title: String,
-    pub short_title: String,
-    pub description: String,
+    pub short_title: Option<String>,
+    pub description: Option<String>,
     #[serde(rename = "type")]
     pub member_type: String,
-    pub format: String,
-    pub meta: Value,
+    pub format: Option<String>,
+    pub meta: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub drill_members: Option<Vec<Value>>,
     #[serde(skip_serializing_if = "Option::is_none")]
@@ -190,6 +198,7 @@ pub struct NormalizedQueryFilter {
     pub dimension: Option<String>,
 }
 
+// TODO: Not used, as all members are made as Strings for now
 // XXX: Omitted function variant
 #[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
 pub enum MemberOrMemberExpression {
@@ -224,12 +233,15 @@ pub enum LogicalFilter {
 
 #[derive(Debug, Serialize, Deserialize)]
 pub struct Query {
-    pub measures: Vec<MemberOrMemberExpression>,
-    pub dimensions: Option<Vec<MemberOrMemberExpression>>,
+    // pub measures: Vec<MemberOrMemberExpression>,
+    pub measures: Vec<String>,
+    // pub dimensions: Option<Vec<MemberOrMemberExpression>>,
+    pub dimensions: Option<Vec<String>>,
     pub filters: Option<Vec<LogicalFilter>>,
     #[serde(rename = "timeDimensions")]
     pub time_dimensions: Option<Vec<QueryTimeDimension>>,
-    pub segments: Option<Vec<MemberOrMemberExpression>>,
+    // pub segments: Option<Vec<MemberOrMemberExpression>>,
+    pub segments: Option<Vec<String>>,
     pub limit: Option<u32>,
     pub offset: Option<u32>,
     pub total: Option<bool>,
@@ -246,11 +258,14 @@ pub struct Query {
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct NormalizedQuery {
-    pub measures: Vec<MemberOrMemberExpression>,
-    pub dimensions: Option<Vec<MemberOrMemberExpression>>,
+    // pub measures: Vec<MemberOrMemberExpression>,
+    pub measures: Vec<String>,
+    // pub dimensions: Option<Vec<MemberOrMemberExpression>>,
+    pub dimensions: Option<Vec<String>>,
     #[serde(rename = "timeDimensions")]
     pub time_dimensions: Option<Vec<QueryTimeDimension>>,
-    pub segments: Option<Vec<MemberOrMemberExpression>>,
+    // pub segments: Option<Vec<MemberOrMemberExpression>>,
+    pub segments: Option<Vec<String>>,
     pub limit: Option<u32>,
     pub offset: Option<u32>,
     pub total: Option<bool>,
@@ -267,16 +282,17 @@ pub struct NormalizedQuery {
     pub row_limit: Option<u32>,
     pub order: Option<Vec<Order>>,
     #[serde(rename = "queryType")]
-    pub query_type: QueryType,
+    pub query_type: Option<QueryType>,
 }
 
 #[derive(Debug, Serialize, Deserialize)]
+#[serde(untagged)]
 pub enum TransformedData {
     Compact {
         members: Vec<String>,
-        dataset: Vec<Vec<DBResponsePrimitive>>,
+        dataset: Vec<Vec<String>>,
     },
-    Vanilla(Vec<HashMap<String, DBResponsePrimitive>>),
+    Vanilla(Vec<HashMap<String, String>>),
 }
 
 #[derive(Debug, Clone, Deserialize)]
@@ -284,10 +300,9 @@ pub struct TransformDataRequest {
     #[serde(rename = "aliasToMemberNameMap")]
     pub alias_to_member_name_map: HashMap<String, String>,
     pub annotation: HashMap<String, ConfigItem>,
-    pub data: Vec<HashMap<String, DBResponseValue>>,
     pub query: NormalizedQuery,
     #[serde(rename = "queryType")]
-    pub query_type: QueryType,
+    pub query_type: Option<QueryType>,
     #[serde(rename = "resType")]
     pub res_type: Option<ResultType>,
 }

From 626a89f2099cbc08470feccc4e0008204526402e Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 10 Dec 2024 23:12:28 +0200
Subject: [PATCH 042/128] lazy transformData evaluation

---
 packages/cubejs-api-gateway/src/gateway.ts    |  80 ++++---
 .../src/helpers/transformData.ts              |  23 +-
 .../cubejs-api-gateway/src/types/responses.ts |   2 +
 .../test/helpers/transformData.test.ts        | 210 +++++++++---------
 4 files changed, 173 insertions(+), 142 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index eedd5e94c3ba6..28ee454c59478 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -92,6 +92,7 @@ import {
   transformJoins,
   transformPreAggregations,
 } from './helpers/transformMetaExtended';
+import { TransformDataResponseCb } from './types/responses';
 
 type HandleErrorOptions = {
     e: any,
@@ -1617,34 +1618,36 @@ class ApiGateway {
     response: any,
     responseType?: ResultType,
   ) {
-    const data = response.data.isNative ?
-      JSON.parse(transformDataNative(JSON.stringify({
-        aliasToMemberNameMap: sqlQuery.aliasNameToMember,
-        annotation: {
-          ...annotation.measures,
-          ...annotation.dimensions,
-          ...annotation.timeDimensions
-        },
-        query: normalizedQuery,
-        queryType,
-        resType: responseType,
-      }), response.data.getNativeRef()).result) as TransformDataResponse
+    const transformDataParams = {
+      aliasToMemberNameMap: sqlQuery.aliasNameToMember,
+      annotation: {
+        ...annotation.measures,
+        ...annotation.dimensions,
+        ...annotation.timeDimensions
+      } as { [member: string]: ConfigItem },
+      query: normalizedQuery,
+      queryType,
+      resType: responseType,
+    };
+
+    // We postpone data transformation until the last minute
+    // in case when all responses are native - we process them in native part
+    const dataCb: TransformDataResponseCb = response.data.isNative ?
+      () => JSON.parse(
+        transformDataNative(
+          JSON.stringify(transformDataParams), response.data.getNativeRef()
+        ).result
+      ) as TransformDataResponse
       :
-      transformData(
-        sqlQuery.aliasNameToMember,
-        {
-          ...annotation.measures,
-          ...annotation.dimensions,
-          ...annotation.timeDimensions
-        } as { [member: string]: ConfigItem },
-        response.data,
-        normalizedQuery,
-        queryType,
-        responseType,
-      );
+      () => transformData({
+        ...transformDataParams,
+        data: response.data,
+      });
+
     return {
       query: normalizedQuery,
-      data,
+      dataCb,
+      transformDataParams,
       lastRefreshTime: response.lastRefreshTime?.toISOString(),
       ...(
         getEnv('devMode') ||
@@ -1664,6 +1667,7 @@ class ApiGateway {
       external: response.external,
       slowQuery: Boolean(response.slowQuery),
       total: normalizedQuery.total ? response.total : null,
+      isNative: response.data.isNative
     };
   }
 
@@ -1813,22 +1817,40 @@ class ApiGateway {
                 r.usedPreAggregations || {}
               ).length
             ).length,
-          queriesWithData:
-            results.filter((r: any) => r.data?.length).length,
+          // Have to omit because data could be processed natively
+          // so it is not known at this point
+          // queriesWithData:
+          //   results.filter((r: any) => r.data?.length).length,
           dbType: results.map(r => r.dbType),
         },
         context,
       );
 
+      const allNative = results.every(r => r.isNative);
+
       if (props.queryType === 'multi') {
         res({
           queryType,
-          results,
+          results: results.map(r => {
+            const data = r.dataCb();
+            return {
+              ...r,
+              data,
+              dataCb: undefined,
+              transformDataParams: undefined
+            };
+          }),
           pivotQuery: getPivotQuery(queryType, normalizedQueries),
           slowQuery
         });
       } else {
-        res(results[0]);
+        const data = results[0].dataCb();
+        res({
+          ...results[0],
+          data,
+          dataCb: undefined,
+          transformDataParams: undefined
+        });
       }
     } catch (e: any) {
       this.handleError({
diff --git a/packages/cubejs-api-gateway/src/helpers/transformData.ts b/packages/cubejs-api-gateway/src/helpers/transformData.ts
index 4ac6d86b01d49..f05e325a65c48 100644
--- a/packages/cubejs-api-gateway/src/helpers/transformData.ts
+++ b/packages/cubejs-api-gateway/src/helpers/transformData.ts
@@ -299,14 +299,21 @@ function getVanilaRow(
 /**
  * Transforms queried data array to the output format.
  */
-function transformData(
-  aliasToMemberNameMap: AliasToMemberMap,
-  annotation: { [member: string]: ConfigItem },
-  data: { [sqlAlias: string]: unknown }[],
-  query: NormalizedQuery,
-  queryType: QueryType,
-  resType?: ResultType
-): TransformDataResponse {
+function transformData({
+  aliasToMemberNameMap,
+  annotation,
+  data,
+  query,
+  queryType,
+  resType,
+}: {
+  aliasToMemberNameMap: AliasToMemberMap;
+  annotation: { [member: string]: ConfigItem };
+  data: { [sqlAlias: string]: unknown }[];
+  query: NormalizedQuery;
+  queryType: QueryType;
+  resType?: ResultType;
+}): TransformDataResponse {
   const d = data as { [sqlAlias: string]: DBResponseValue }[];
   const membersToAliasMap = getMembers(
     queryType,
diff --git a/packages/cubejs-api-gateway/src/types/responses.ts b/packages/cubejs-api-gateway/src/types/responses.ts
index d5e1d8ea1e0aa..bdbc1ee63e4a4 100644
--- a/packages/cubejs-api-gateway/src/types/responses.ts
+++ b/packages/cubejs-api-gateway/src/types/responses.ts
@@ -33,3 +33,5 @@ export type TransformDataRequest = {
   queryType: QueryType,
   resType?: ResultType
 };
+
+export type TransformDataResponseCb = () => TransformDataResponse;
diff --git a/packages/cubejs-api-gateway/test/helpers/transformData.test.ts b/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
index 48c210b7711e1..ddea9da955b4b 100644
--- a/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
+++ b/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
@@ -1133,25 +1133,25 @@ describe('transformData default mode', () => {
       JSON.stringify(mockData.regular_discount_by_city.data)
     );
     delete data.aliasToMemberNameMap.e_commerce_records_us2021__avg_discount;
-    expect(() => transformData(
-      data.aliasToMemberNameMap,
-      data.annotation as unknown as { [member: string]: ConfigItem },
-      data.data,
-      data.query as unknown as NormalizedQuery,
-      data.queryType as QueryType,
-    )).toThrow();
+    expect(() => transformData({
+      aliasToMemberNameMap: data.aliasToMemberNameMap,
+      annotation: data.annotation as unknown as { [member: string]: ConfigItem },
+      data: data.data,
+      query: data.query as unknown as NormalizedQuery,
+      queryType: data.queryType as QueryType,
+    })).toThrow();
 
     data = JSON.parse(
       JSON.stringify(mockData.regular_discount_by_city.data)
     );
     expect(
-      transformData(
-        data.aliasToMemberNameMap,
-        data.annotation as unknown as { [member: string]: ConfigItem },
-        data.data,
-        data.query as unknown as NormalizedQuery,
-        data.queryType as QueryType,
-      )
+      transformData({
+        aliasToMemberNameMap: data.aliasToMemberNameMap,
+        annotation: data.annotation as unknown as { [member: string]: ConfigItem },
+        data: data.data,
+        query: data.query as unknown as NormalizedQuery,
+        queryType: data.queryType as QueryType,
+      })
     ).toEqual(data.result_default);
   });
 
@@ -1160,13 +1160,13 @@ describe('transformData default mode', () => {
       JSON.stringify(mockData.regular_profit_by_postal_code.data)
     );
     expect(
-      transformData(
-        data.aliasToMemberNameMap,
-        data.annotation as unknown as { [member: string]: ConfigItem },
-        data.data,
-        data.query as unknown as NormalizedQuery,
-        data.queryType as QueryType,
-      )
+      transformData({
+        aliasToMemberNameMap: data.aliasToMemberNameMap,
+        annotation: data.annotation as unknown as { [member: string]: ConfigItem },
+        data: data.data,
+        query: data.query as unknown as NormalizedQuery,
+        queryType: data.queryType as QueryType,
+      })
     ).toEqual(data.result_default);
   });
 
@@ -1176,23 +1176,23 @@ describe('transformData default mode', () => {
     );
 
     expect(
-      transformData(
-        data[0].aliasToMemberNameMap,
-        data[0].annotation as unknown as { [member: string]: ConfigItem },
-        data[0].data,
-        data[0].query as unknown as NormalizedQuery,
-        data[0].queryType as QueryType,
-      )
+      transformData({
+        aliasToMemberNameMap: data[0].aliasToMemberNameMap,
+        annotation: data[0].annotation as unknown as { [member: string]: ConfigItem },
+        data: data[0].data,
+        query: data[0].query as unknown as NormalizedQuery,
+        queryType: data[0].queryType as QueryType,
+      })
     ).toEqual(data[0].result_default);
 
     expect(
-      transformData(
-        data[1].aliasToMemberNameMap,
-        data[1].annotation as unknown as { [member: string]: ConfigItem },
-        data[1].data,
-        data[1].query as unknown as NormalizedQuery,
-        data[1].queryType as QueryType,
-      )
+      transformData({
+        aliasToMemberNameMap: data[1].aliasToMemberNameMap,
+        annotation: data[1].annotation as unknown as { [member: string]: ConfigItem },
+        data: data[1].data,
+        query: data[1].query as unknown as NormalizedQuery,
+        queryType: data[1].queryType as QueryType,
+      })
     ).toEqual(data[1].result_default);
   });
 
@@ -1206,23 +1206,23 @@ describe('transformData default mode', () => {
     );
 
     expect(
-      transformData(
-        data[0].aliasToMemberNameMap,
-        data[0].annotation as unknown as { [member: string]: ConfigItem },
-        data[0].data,
-        data[0].query as unknown as NormalizedQuery,
-        data[0].queryType as QueryType,
-      )
+      transformData({
+        aliasToMemberNameMap: data[0].aliasToMemberNameMap,
+        annotation: data[0].annotation as unknown as { [member: string]: ConfigItem },
+        data: data[0].data,
+        query: data[0].query as unknown as NormalizedQuery,
+        queryType: data[0].queryType as QueryType,
+      })
     ).toEqual(data[0].result_default);
 
     expect(
-      transformData(
-        data[1].aliasToMemberNameMap,
-        data[1].annotation as unknown as { [member: string]: ConfigItem },
-        data[1].data,
-        data[1].query as unknown as NormalizedQuery,
-        data[1].queryType as QueryType,
-      )
+      transformData({
+        aliasToMemberNameMap: data[1].aliasToMemberNameMap,
+        annotation: data[1].annotation as unknown as { [member: string]: ConfigItem },
+        data: data[1].data,
+        query: data[1].query as unknown as NormalizedQuery,
+        queryType: data[1].queryType as QueryType,
+      })
     ).toEqual(data[1].result_default);
   });
 });
@@ -1235,27 +1235,27 @@ describe('transformData compact mode', () => {
       JSON.stringify(mockData.regular_discount_by_city.data)
     );
     delete data.aliasToMemberNameMap.e_commerce_records_us2021__avg_discount;
-    expect(() => transformData(
-      data.aliasToMemberNameMap,
-      data.annotation as unknown as { [member: string]: ConfigItem },
-      data.data,
-      data.query as unknown as NormalizedQuery,
-      data.queryType as QueryType,
-      ResultTypeEnum.COMPACT,
-    )).toThrow();
+    expect(() => transformData({
+      aliasToMemberNameMap: data.aliasToMemberNameMap,
+      annotation: data.annotation as unknown as { [member: string]: ConfigItem },
+      data: data.data,
+      query: data.query as unknown as NormalizedQuery,
+      queryType: data.queryType as QueryType,
+      resType: ResultTypeEnum.COMPACT,
+    })).toThrow();
 
     data = JSON.parse(
       JSON.stringify(mockData.regular_discount_by_city.data)
     );
     expect(
-      transformData(
-        data.aliasToMemberNameMap,
-        data.annotation as unknown as { [member: string]: ConfigItem },
-        data.data,
-        data.query as unknown as NormalizedQuery,
-        data.queryType as QueryType,
-        ResultTypeEnum.COMPACT,
-      )
+      transformData({
+        aliasToMemberNameMap: data.aliasToMemberNameMap,
+        annotation: data.annotation as unknown as { [member: string]: ConfigItem },
+        data: data.data,
+        query: data.query as unknown as NormalizedQuery,
+        queryType: data.queryType as QueryType,
+        resType: ResultTypeEnum.COMPACT,
+      })
     ).toEqual(data.result_compact);
   });
 
@@ -1264,14 +1264,14 @@ describe('transformData compact mode', () => {
       JSON.stringify(mockData.regular_profit_by_postal_code.data)
     );
     expect(
-      transformData(
-        data.aliasToMemberNameMap,
-        data.annotation as unknown as { [member: string]: ConfigItem },
-        data.data,
-        data.query as unknown as NormalizedQuery,
-        data.queryType as QueryType,
-        ResultTypeEnum.COMPACT,
-      )
+      transformData({
+        aliasToMemberNameMap: data.aliasToMemberNameMap,
+        annotation: data.annotation as unknown as { [member: string]: ConfigItem },
+        data: data.data,
+        query: data.query as unknown as NormalizedQuery,
+        queryType: data.queryType as QueryType,
+        resType: ResultTypeEnum.COMPACT,
+      })
     ).toEqual(data.result_compact);
   });
 
@@ -1281,25 +1281,25 @@ describe('transformData compact mode', () => {
     );
 
     expect(
-      transformData(
-        data[0].aliasToMemberNameMap,
-        data[0].annotation as unknown as { [member: string]: ConfigItem },
-        data[0].data,
-        data[0].query as unknown as NormalizedQuery,
-        data[0].queryType as QueryType,
-        ResultTypeEnum.COMPACT,
-      )
+      transformData({
+        aliasToMemberNameMap: data[0].aliasToMemberNameMap,
+        annotation: data[0].annotation as unknown as { [member: string]: ConfigItem },
+        data: data[0].data,
+        query: data[0].query as unknown as NormalizedQuery,
+        queryType: data[0].queryType as QueryType,
+        resType: ResultTypeEnum.COMPACT,
+      })
     ).toEqual(data[0].result_compact);
 
     expect(
-      transformData(
-        data[1].aliasToMemberNameMap,
-        data[1].annotation as unknown as { [member: string]: ConfigItem },
-        data[1].data,
-        data[1].query as unknown as NormalizedQuery,
-        data[1].queryType as QueryType,
-        ResultTypeEnum.COMPACT,
-      )
+      transformData({
+        aliasToMemberNameMap: data[1].aliasToMemberNameMap,
+        annotation: data[1].annotation as unknown as { [member: string]: ConfigItem },
+        data: data[1].data,
+        query: data[1].query as unknown as NormalizedQuery,
+        queryType: data[1].queryType as QueryType,
+        resType: ResultTypeEnum.COMPACT,
+      })
     ).toEqual(data[1].result_compact);
   });
 
@@ -1313,25 +1313,25 @@ describe('transformData compact mode', () => {
     );
 
     expect(
-      transformData(
-        data[0].aliasToMemberNameMap,
-        data[0].annotation as unknown as { [member: string]: ConfigItem },
-        data[0].data,
-        data[0].query as unknown as NormalizedQuery,
-        data[0].queryType as QueryType,
-        ResultTypeEnum.COMPACT,
-      )
+      transformData({
+        aliasToMemberNameMap: data[0].aliasToMemberNameMap,
+        annotation: data[0].annotation as unknown as { [member: string]: ConfigItem },
+        data: data[0].data,
+        query: data[0].query as unknown as NormalizedQuery,
+        queryType: data[0].queryType as QueryType,
+        resType: ResultTypeEnum.COMPACT,
+      })
     ).toEqual(data[0].result_compact);
 
     expect(
-      transformData(
-        data[1].aliasToMemberNameMap,
-        data[1].annotation as unknown as { [member: string]: ConfigItem },
-        data[1].data,
-        data[1].query as unknown as NormalizedQuery,
-        data[1].queryType as QueryType,
-        ResultTypeEnum.COMPACT,
-      )
+      transformData({
+        aliasToMemberNameMap: data[1].aliasToMemberNameMap,
+        annotation: data[1].annotation as unknown as { [member: string]: ConfigItem },
+        data: data[1].data,
+        query: data[1].query as unknown as NormalizedQuery,
+        queryType: data[1].queryType as QueryType,
+        resType: ResultTypeEnum.COMPACT,
+      })
     ).toEqual(data[1].result_compact);
   });
 });

From f0b1acf0bdb88bdc9c4ab81127d3152524a789a0 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 11 Dec 2024 14:30:35 +0200
Subject: [PATCH 043/128] =?UTF-8?q?omplement=20get=5Ffinal=5Fcubestore=5Fr?=
 =?UTF-8?q?esult=20&=20get=5Ffinal=5Fcubestore=5Fresult=5Fmulti=20in=C2=A0?=
 =?UTF-8?q?native?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-api-gateway/src/gateway.ts    |  86 ++++++++++----
 packages/cubejs-backend-native/Cargo.lock     |  18 ++-
 packages/cubejs-backend-native/js/index.ts    |  12 ++
 .../cubejs-backend-native/src/node_export.rs  | 106 +++++++++++++++++-
 rust/cubeorchestrator/Cargo.lock              |  16 +++
 rust/cubeorchestrator/Cargo.toml              |   1 +
 .../src/cubestore_message_parser.rs           |   6 +-
 .../src/cubestore_result_transform.rs         | 104 +++++++++++++----
 rust/cubeorchestrator/src/types.rs            |  75 ++++++++++++-
 9 files changed, 367 insertions(+), 57 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 28ee454c59478..4a97f3a013510 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -10,7 +10,11 @@ import {
   getRealType,
   QueryAlias,
 } from '@cubejs-backend/shared';
-import { transformData as transformDataNative, TransformDataResponse } from '@cubejs-backend/native';
+import {
+  getFinalCubestoreResult, getFinalCubestoreResultMulti,
+  transformData as transformDataNative,
+  TransformDataResponse
+} from '@cubejs-backend/native';
 import type {
   Application as ExpressApplication,
   ErrorRequestHandler,
@@ -114,6 +118,16 @@ function systemAsyncHandler(handler: (req: Request & { context: ExtendedRequestC
   };
 }
 
+function cleanupResult(result) {
+  return {
+    ...result,
+    dataCb: undefined,
+    rawData: undefined,
+    transformDataParams: undefined,
+    isNative: undefined,
+  };
+}
+
 // Prepared CheckAuthFn, default or from config: always async, returns nothing
 type PreparedCheckAuthFn = (ctx: any, authorization?: string) => Promise<void>;
 
@@ -1647,6 +1661,7 @@ class ApiGateway {
     return {
       query: normalizedQuery,
       dataCb,
+      rawData: response.data,
       transformDataParams,
       lastRefreshTime: response.lastRefreshTime?.toISOString(),
       ...(
@@ -1829,27 +1844,56 @@ class ApiGateway {
       const allNative = results.every(r => r.isNative);
 
       if (props.queryType === 'multi') {
-        res({
-          queryType,
-          results: results.map(r => {
-            const data = r.dataCb();
-            return {
-              ...r,
-              data,
-              dataCb: undefined,
-              transformDataParams: undefined
-            };
-          }),
-          pivotQuery: getPivotQuery(queryType, normalizedQueries),
-          slowQuery
-        });
+        // If all query results are from Cubestore (are native)
+        // we prepare the final json result on native side
+        if (allNative) {
+          const [transformDataJson, rawDataRef, cleanResultList] = results.reduce<[string[], any[], string[]]>(
+            ([transformList, rawList, resultList], r) => {
+              transformList.push(JSON.stringify(r.transformDataParams));
+              rawList.push(r.rawData.getNativeRef());
+              resultList.push(cleanupResult(r));
+              return [transformList, rawList, resultList];
+            },
+            [[], [], []]
+          );
+
+          const responseDataObj = {
+            queryType,
+            results: cleanResultList,
+            slowQuery
+          };
+          const resultDataJson = JSON.stringify(responseDataObj);
+
+          res(getFinalCubestoreResultMulti(transformDataJson, rawDataRef, resultDataJson));
+        } else {
+          // if we have mixed query results (there are js and native)
+          // we prepare results separately: on js and native sides
+          // and serve final response from JS side
+          res({
+            queryType,
+            results: results.map(r => {
+              const data = r.dataCb();
+              return {
+                ...cleanupResult(r),
+                data,
+              };
+            }),
+            pivotQuery: getPivotQuery(queryType, normalizedQueries),
+            slowQuery
+          });
+        }
+      } else if (allNative) {
+        // We prepare the full final json result on native side
+        const r = results[0];
+        const transformDataJson = JSON.stringify(r.transformDataParams);
+        const rawDataRef = r.rawData.getNativeRef();
+        const resultDataJson = JSON.stringify(cleanupResult(r));
+        res(getFinalCubestoreResult(transformDataJson, rawDataRef, resultDataJson));
       } else {
         const data = results[0].dataCb();
         res({
-          ...results[0],
+          ...cleanupResult(results[0]),
           data,
-          dataCb: undefined,
-          transformDataParams: undefined
         });
       }
     } catch (e: any) {
@@ -2058,10 +2102,10 @@ class ApiGateway {
 
       if (message instanceof ArrayBuffer) {
         res.set('Content-Type', 'application/json');
-        res.send(message);
+        res.send(Buffer.from(message));
+      } else {
+        res.json(message);
       }
-
-      res.json(message);
     };
   }
 
diff --git a/packages/cubejs-backend-native/Cargo.lock b/packages/cubejs-backend-native/Cargo.lock
index a94b256a9b2ba..3b58feda8b8e1 100644
--- a/packages/cubejs-backend-native/Cargo.lock
+++ b/packages/cubejs-backend-native/Cargo.lock
@@ -788,6 +788,7 @@ dependencies = [
  "anyhow",
  "chrono",
  "cubeshared",
+ "itertools 0.13.0",
  "neon",
  "serde",
  "serde_json",
@@ -826,7 +827,7 @@ dependencies = [
  "futures-util",
  "hashbrown 0.14.3",
  "indexmap 1.9.3",
- "itertools",
+ "itertools 0.10.5",
  "log",
  "lru",
  "minijinja",
@@ -863,7 +864,7 @@ dependencies = [
  "cubeclient",
  "cubenativeutils",
  "datafusion",
- "itertools",
+ "itertools 0.10.5",
  "lazy_static",
  "minijinja",
  "nativebridge",
@@ -895,7 +896,7 @@ dependencies = [
  "datafusion-physical-expr",
  "futures",
  "hashbrown 0.12.3",
- "itertools",
+ "itertools 0.10.5",
  "lazy_static",
  "log",
  "num_cpus",
@@ -1617,6 +1618,15 @@ dependencies = [
  "either",
 ]
 
+[[package]]
+name = "itertools"
+version = "0.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "413ee7dfc52ee1a4949ceeb7dbc8a33f2d6c088194d9f922fb8318faf1f01186"
+dependencies = [
+ "either",
+]
+
 [[package]]
 name = "itoa"
 version = "1.0.10"
@@ -1934,7 +1944,7 @@ dependencies = [
  "Inflector",
  "async-trait",
  "byteorder",
- "itertools",
+ "itertools 0.10.5",
  "proc-macro2",
  "quote",
  "syn 1.0.109",
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index c841fd4628488..505a8dd7c6d62 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -389,6 +389,18 @@ export const transformData = (transformDataJson: string, rows: any): TransformDa
   return native.transformQueryData(transformDataJson, rows);
 };
 
+export const getFinalCubestoreResult = (transformDataJson: string, rows: any, resultData: string): ArrayBuffer => {
+  const native = loadNative();
+
+  return native.getFinalCubestoreResult(transformDataJson, rows, resultData);
+};
+
+export const getFinalCubestoreResultMulti = (transformDataJson: string[], rows: any[], responseData: string): ArrayBuffer => {
+  const native = loadNative();
+
+  return native.getFinalCubestoreResultMulti(transformDataJson, rows, responseData);
+};
+
 export interface PyConfiguration {
   repositoryFactory?: (ctx: unknown) => Promise<unknown>,
   logger?: (msg: string, params: Record<string, any>) => void,
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 661f52fb4cb8c..ac0bc7b28d905 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -36,10 +36,12 @@ use cubeorchestrator::cubestore_message_parser::CubeStoreResult;
 
 use cubesql::{telemetry::ReportingLogger, CubeError};
 
+use cubeorchestrator::cubestore_result_transform::{
+    get_final_cubestore_result, get_final_cubestore_result_multi, transform_data,
+};
+use cubeorchestrator::types::{RequestResultData, RequestResultDataMulti, TransformDataRequest};
 use neon::prelude::*;
 use neon::types::buffer::TypedArray;
-use cubeorchestrator::cubestore_result_transform::transform_data;
-use cubeorchestrator::types::{TransformDataRequest};
 
 struct SQLInterface {
     services: Arc<NodeCubeServices>,
@@ -546,9 +548,7 @@ fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
 }
 
 fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsObject> {
-    let json_str = cx
-        .argument::<JsString>(0)?
-        .value(&mut cx);
+    let json_str = cx.argument::<JsString>(0)?.value(&mut cx);
     let request_data = match serde_json::from_str::<TransformDataRequest>(&json_str) {
         Ok(data) => data,
         Err(err) => return cx.throw_error(err.to_string()),
@@ -571,7 +571,7 @@ fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsObject> {
         res_type.clone(),
     ) {
         Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string())
+        Err(err) => return cx.throw_error(err.to_string()),
     };
 
     let json_data = match serde_json::to_string(&transformed) {
@@ -587,6 +587,98 @@ fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsObject> {
     Ok(js_result)
 }
 
+fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsArrayBuffer> {
+    let transform_data_str = cx.argument::<JsString>(0)?.value(&mut cx);
+    let transform_request_data =
+        match serde_json::from_str::<TransformDataRequest>(&transform_data_str) {
+            Ok(data) => data,
+            Err(err) => return cx.throw_error(err.to_string()),
+        };
+    let cube_store_result = cx.argument::<JsBox<CubeStoreResult>>(1)?;
+    let result_data_str = cx.argument::<JsString>(2)?.value(&mut cx);
+    let mut result_data = match serde_json::from_str::<RequestResultData>(&result_data_str) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
+    if let Err(err) = get_final_cubestore_result(
+        &transform_request_data,
+        &**cube_store_result,
+        &mut result_data,
+    ) {
+        return cx.throw_error(err.to_string());
+    }
+
+    let json_data = match serde_json::to_string(&result_data) {
+        Ok(data) => data,
+        Err(e) => return cx.throw_error(format!("Serialization error: {}", e)),
+    };
+    let json_bytes = json_data.as_bytes();
+
+    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+    {
+        let buffer = js_buffer.as_mut_slice(&mut cx);
+        buffer.copy_from_slice(json_bytes);
+    }
+
+    Ok(js_buffer)
+}
+
+fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsArrayBuffer> {
+    let transform_data_array = cx.argument::<JsArray>(0)?;
+    let transform_requests: Vec<TransformDataRequest> = transform_data_array
+        .to_vec(&mut cx)?
+        .into_iter()
+        .map(|js_value| {
+            let js_string = js_value
+                .downcast_or_throw::<JsString, _>(&mut cx)?
+                .value(&mut cx);
+
+            match serde_json::from_str::<TransformDataRequest>(&js_string) {
+                Ok(request) => Ok(request),
+                Err(err) => return cx.throw_error(err.to_string()),
+            }
+        })
+        .collect::<Result<_, _>>()?;
+
+    let cube_store_array = cx.argument::<JsArray>(1)?;
+    let cube_store_results_boxed: Vec<Handle<JsBox<CubeStoreResult>>> = cube_store_array
+        .to_vec(&mut cx)?
+        .into_iter()
+        .map(|js_value| js_value.downcast_or_throw::<JsBox<CubeStoreResult>, _>(&mut cx))
+        .collect::<Result<_, _>>()?;
+    let cube_store_results: Vec<&CubeStoreResult> = cube_store_results_boxed
+        .iter()
+        .map(|handle| &***handle)
+        .collect();
+
+    let result_data_str = cx.argument::<JsString>(2)?.value(&mut cx);
+    let mut result_data = match serde_json::from_str::<RequestResultDataMulti>(&result_data_str) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
+    if let Err(err) =
+        get_final_cubestore_result_multi(&transform_requests, &cube_store_results, &mut result_data)
+    {
+        return cx.throw_error(err.to_string());
+    }
+
+    let json_data = match serde_json::to_string(&result_data) {
+        Ok(data) => data,
+        Err(e) => return cx.throw_error(format!("Serialization error: {}", e)),
+    };
+    let json_bytes = json_data.as_bytes();
+
+    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+    {
+        let buffer = js_buffer.as_mut_slice(&mut cx);
+        buffer.copy_from_slice(json_bytes);
+    }
+
+    Ok(js_buffer)
+}
+
 pub fn register_module_exports<C: NodeConfiguration + 'static>(
     mut cx: ModuleContext,
 ) -> NeonResult<()> {
@@ -607,6 +699,8 @@ pub fn register_module_exports<C: NodeConfiguration + 'static>(
     )?;
     cx.export_function("getCubestoreResult", get_cubestore_result)?;
     cx.export_function("transformQueryData", transform_query_data)?;
+    cx.export_function("getFinalCubestoreResult", final_cubestore_result)?;
+    cx.export_function("getFinalCubestoreResultMulti", final_cubestore_result_multi)?;
 
     crate::template::template_register_module(&mut cx)?;
 
diff --git a/rust/cubeorchestrator/Cargo.lock b/rust/cubeorchestrator/Cargo.lock
index 08d4c1cb73a26..f4a1156cfff88 100644
--- a/rust/cubeorchestrator/Cargo.lock
+++ b/rust/cubeorchestrator/Cargo.lock
@@ -111,6 +111,7 @@ dependencies = [
  "anyhow",
  "chrono",
  "cubeshared",
+ "itertools",
  "neon",
  "serde",
  "serde_json",
@@ -123,6 +124,12 @@ dependencies = [
  "flatbuffers",
 ]
 
+[[package]]
+name = "either"
+version = "1.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "60b1af1c220855b6ceac025d3f6ecdd2b7c4894bfe9cd9bda4fbb4bc7c0d4cf0"
+
 [[package]]
 name = "flatbuffers"
 version = "23.5.26"
@@ -162,6 +169,15 @@ dependencies = [
  "cc",
 ]
 
+[[package]]
+name = "itertools"
+version = "0.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "413ee7dfc52ee1a4949ceeb7dbc8a33f2d6c088194d9f922fb8318faf1f01186"
+dependencies = [
+ "either",
+]
+
 [[package]]
 name = "itoa"
 version = "1.0.14"
diff --git a/rust/cubeorchestrator/Cargo.toml b/rust/cubeorchestrator/Cargo.toml
index 04d2a81fee755..0605d4608ae08 100644
--- a/rust/cubeorchestrator/Cargo.toml
+++ b/rust/cubeorchestrator/Cargo.toml
@@ -9,6 +9,7 @@ cubeshared = { path = "../cubeshared" }
 serde = { version = "1.0.215", features = ["derive"] }
 serde_json = "1.0.133"
 anyhow = "1.0"
+itertools = "0.13.0"
 
 [dependencies.neon]
 version = "=1"
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index 8d9447e418836..4f768bd3fb51b 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -1,6 +1,6 @@
-use std::collections::HashMap;
 use cubeshared::codegen::{root_as_http_message, HttpCommand};
 use neon::prelude::Finalize;
+use std::collections::HashMap;
 
 #[derive(Debug)]
 pub enum ParseError {
@@ -68,7 +68,9 @@ impl CubeStoreResult {
                 let (columns, columns_pos): (Vec<_>, HashMap<_, _>) = result_set_columns
                     .iter()
                     .enumerate()
-                    .map(|(index, column_name)| (column_name.to_owned(), (column_name.to_owned(), index)))
+                    .map(|(index, column_name)| {
+                        (column_name.to_owned(), (column_name.to_owned(), index))
+                    })
                     .unzip();
 
                 result.columns = columns;
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index c9c1296b99431..292a4860e2a26 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -1,13 +1,16 @@
-use crate::types::{
-    ConfigItem, MembersMap,
-    NormalizedQuery, QueryTimeDimension, QueryType, ResultType, TransformedData,
-    BLENDING_QUERY_KEY_PREFIX, BLENDING_QUERY_RES_SEPARATOR, COMPARE_DATE_RANGE_FIELD,
-    COMPARE_DATE_RANGE_SEPARATOR, MEMBER_SEPARATOR,
+use crate::{
+    cubestore_message_parser::CubeStoreResult,
+    types::{
+        ConfigItem, MembersMap, NormalizedQuery, QueryTimeDimension, QueryType, RequestResultData,
+        RequestResultDataMulti, ResultType, TransformDataRequest, TransformedData,
+        BLENDING_QUERY_KEY_PREFIX, BLENDING_QUERY_RES_SEPARATOR, COMPARE_DATE_RANGE_FIELD,
+        COMPARE_DATE_RANGE_SEPARATOR, MEMBER_SEPARATOR,
+    },
 };
 use anyhow::{bail, Context, Result};
 use chrono::{DateTime, SecondsFormat};
+use itertools::multizip;
 use std::collections::{HashMap, HashSet};
-use crate::cubestore_message_parser::CubeStoreResult;
 
 /// Transform specified `value` with specified `type` to the network protocol type.
 pub fn transform_value(value: String, type_: &str) -> String {
@@ -122,9 +125,10 @@ pub fn get_members(
         let calc_member = format!("{}{}{}", path[0], MEMBER_SEPARATOR, path[1]);
 
         if path.len() == 3
-            && query.dimensions.as_ref().map_or(true, |dims| {
-                !dims.iter().any(|dim| *dim == calc_member)
-            })
+            && query
+                .dimensions
+                .as_ref()
+                .map_or(true, |dims| !dims.iter().any(|dim| *dim == calc_member))
         {
             members.insert(calc_member, column.clone());
         }
@@ -216,7 +220,6 @@ pub fn get_vanilla_row(
 
     for (alias, &index) in columns_pos {
         if let Some(value) = db_row.get(index) {
-
             let member_name = match alias_to_member_name_map.get(alias) {
                 Some(m) => m,
                 None => {
@@ -238,15 +241,19 @@ pub fn get_vanilla_row(
                 }
             };
 
-            let transformed_value = transform_value(value.clone(), &annotation_for_member.member_type);
+            let transformed_value =
+                transform_value(value.clone(), &annotation_for_member.member_type);
 
             // Handle deprecated time dimensions without granularity
             let path: Vec<&str> = member_name.split(MEMBER_SEPARATOR).collect();
-            let member_name_without_granularity = format!("{}{}{}", path[0], MEMBER_SEPARATOR, path[1]);
+            let member_name_without_granularity =
+                format!("{}{}{}", path[0], MEMBER_SEPARATOR, path[1]);
             if path.len() == 3
                 && query.dimensions.as_ref().map_or(true, |dims| {
-                !dims.iter().any(|dim| *dim == member_name_without_granularity)
-            })
+                    !dims
+                        .iter()
+                        .any(|dim| *dim == member_name_without_granularity)
+                })
             {
                 row.insert(member_name_without_granularity, transformed_value);
             } else {
@@ -258,10 +265,7 @@ pub fn get_vanilla_row(
     match query_type {
         QueryType::CompareDateRangeQuery => {
             let date_range_value = get_date_range_value(query.time_dimensions.as_ref())?;
-            row.insert(
-                "compareDateRange".to_string(),
-                date_range_value,
-            );
+            row.insert("compareDateRange".to_string(), date_range_value);
         }
         QueryType::BlendingQuery => {
             let blending_key = get_blending_query_key(query.time_dimensions.as_ref())?;
@@ -297,7 +301,8 @@ pub fn transform_data(
 
     match res_type {
         Some(ResultType::Compact) => {
-            let dataset: Vec<_> = data.rows
+            let dataset: Vec<_> = data
+                .rows
                 .iter()
                 .map(|row| {
                     get_compact_row(
@@ -314,7 +319,8 @@ pub fn transform_data(
             Ok(TransformedData::Compact { members, dataset })
         }
         _ => {
-            let dataset: Vec<_> = data.rows
+            let dataset: Vec<_> = data
+                .rows
                 .iter()
                 .map(|row| {
                     get_vanilla_row(
@@ -333,7 +339,7 @@ pub fn transform_data(
 }
 
 /// Helper to get a list if unique granularities from normalized queries
-pub fn get_query_granularities(queries: &[NormalizedQuery]) -> Vec<String> {
+pub fn get_query_granularities(queries: &Vec<&NormalizedQuery>) -> Vec<String> {
     queries
         .iter()
         .filter_map(|query| {
@@ -349,9 +355,13 @@ pub fn get_query_granularities(queries: &[NormalizedQuery]) -> Vec<String> {
 }
 
 /// Get Pivot Query for a list of queries
-pub fn get_pivot_query(query_type: QueryType, queries: &[NormalizedQuery]) -> Result<NormalizedQuery> {
+pub fn get_pivot_query(
+    query_type: &QueryType,
+    queries: &Vec<&NormalizedQuery>,
+) -> Result<NormalizedQuery> {
     let mut pivot_query = queries
         .first()
+        .map(|q| *q)
         .cloned()
         .ok_or_else(|| anyhow::anyhow!("Queries list cannot be empty"))?;
 
@@ -396,7 +406,55 @@ pub fn get_pivot_query(query_type: QueryType, queries: &[NormalizedQuery]) -> Re
         _ => {}
     }
 
-    pivot_query.query_type = Option::from(query_type);
+    pivot_query.query_type = Option::from(query_type.clone());
 
     Ok(pivot_query)
 }
+
+pub fn get_final_cubestore_result(
+    request_data: &TransformDataRequest,
+    cube_store_result: &CubeStoreResult,
+    result_data: &mut RequestResultData,
+) -> Result<()> {
+    let alias_to_member_name_map = &request_data.alias_to_member_name_map;
+    let annotation = &request_data.annotation;
+    let query = &request_data.query;
+    let query_type = &request_data.query_type.clone().unwrap_or_default();
+    let res_type = &request_data.res_type;
+
+    let transformed = transform_data(
+        alias_to_member_name_map,
+        annotation,
+        cube_store_result,
+        query,
+        &query_type,
+        res_type.clone(),
+    )?;
+
+    result_data.data = Some(transformed);
+
+    Ok(())
+}
+
+pub fn get_final_cubestore_result_multi(
+    request_data: &Vec<TransformDataRequest>,
+    cube_store_result: &Vec<&CubeStoreResult>,
+    result_data: &mut RequestResultDataMulti,
+) -> Result<()> {
+    for (transform_data, cube_store_result, result) in multizip((
+        request_data.iter(),
+        cube_store_result.iter(),
+        result_data.results.iter_mut(),
+    )) {
+        get_final_cubestore_result(transform_data, *cube_store_result, result)?;
+    }
+
+    let normalized_queries = result_data.results
+        .iter()
+        .map(|result| &result.query)
+        .collect::<Vec<_>>();
+
+    result_data.pivot_query = Option::from(get_pivot_query(&result_data.query_type, &normalized_queries)?);
+
+    Ok(())
+}
diff --git a/rust/cubeorchestrator/src/types.rs b/rust/cubeorchestrator/src/types.rs
index 6e6f23bf74b05..9113d901aa960 100644
--- a/rust/cubeorchestrator/src/types.rs
+++ b/rust/cubeorchestrator/src/types.rs
@@ -170,15 +170,21 @@ pub struct GranularityMeta {
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct ConfigItem {
     pub title: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub short_title: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub description: Option<String>,
     #[serde(rename = "type")]
     pub member_type: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub format: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub meta: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
+    #[serde(rename = "drillMembers")]
     pub drill_members: Option<Vec<Value>>,
     #[serde(skip_serializing_if = "Option::is_none")]
+    #[serde(rename = "drillMembersGrouped")]
     pub drill_members_grouped: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub granularities: Option<Vec<GranularityMeta>>,
@@ -194,7 +200,9 @@ pub struct Order {
 pub struct NormalizedQueryFilter {
     pub member: String,
     pub operator: FilterOperator,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub values: Option<Vec<String>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub dimension: Option<String>,
 }
 
@@ -235,23 +243,36 @@ pub enum LogicalFilter {
 pub struct Query {
     // pub measures: Vec<MemberOrMemberExpression>,
     pub measures: Vec<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     // pub dimensions: Option<Vec<MemberOrMemberExpression>>,
     pub dimensions: Option<Vec<String>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub filters: Option<Vec<LogicalFilter>>,
     #[serde(rename = "timeDimensions")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub time_dimensions: Option<Vec<QueryTimeDimension>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     // pub segments: Option<Vec<MemberOrMemberExpression>>,
     pub segments: Option<Vec<String>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub limit: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub offset: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub total: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     #[serde(rename = "totalQuery")]
     pub total_query: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub order: Option<Value>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub timezone: Option<String>,
     #[serde(rename = "renewQuery")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub renew_query: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub ungrouped: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     #[serde(rename = "responseFormat")]
     pub response_format: Option<ResultType>,
 }
@@ -260,32 +281,46 @@ pub struct Query {
 pub struct NormalizedQuery {
     // pub measures: Vec<MemberOrMemberExpression>,
     pub measures: Vec<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     // pub dimensions: Option<Vec<MemberOrMemberExpression>>,
     pub dimensions: Option<Vec<String>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     #[serde(rename = "timeDimensions")]
     pub time_dimensions: Option<Vec<QueryTimeDimension>>,
     // pub segments: Option<Vec<MemberOrMemberExpression>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub segments: Option<Vec<String>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub limit: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub offset: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub total: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     #[serde(rename = "totalQuery")]
     pub total_query: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub timezone: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     #[serde(rename = "renewQuery")]
     pub renew_query: Option<bool>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub ungrouped: Option<bool>,
     #[serde(rename = "responseFormat")]
     pub response_format: Option<ResultType>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub filters: Option<Vec<NormalizedQueryFilter>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     #[serde(rename = "rowLimit")]
     pub row_limit: Option<u32>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub order: Option<Vec<Order>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     #[serde(rename = "queryType")]
     pub query_type: Option<QueryType>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 #[serde(untagged)]
 pub enum TransformedData {
     Compact {
@@ -306,3 +341,41 @@ pub struct TransformDataRequest {
     #[serde(rename = "resType")]
     pub res_type: Option<ResultType>,
 }
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct RequestResultData {
+    pub query: NormalizedQuery,
+    #[serde(rename = "lastRefreshTime")]
+    pub last_refresh_time: Option<String>,
+    #[serde(rename = "refreshKeyValues")]
+    pub refresh_key_values: Option<Value>,
+    #[serde(rename = "usedPreAggregations")]
+    pub used_pre_aggregations: Option<Value>,
+    #[serde(rename = "transformedQuery")]
+    pub transformed_query: Option<Value>,
+    #[serde(rename = "requestId")]
+    pub request_id: Option<String>,
+    pub annotation: HashMap<String, HashMap<String, ConfigItem>>,
+    #[serde(rename = "dataSource")]
+    pub data_source: String,
+    #[serde(rename = "dbType")]
+    pub db_type: String,
+    #[serde(rename = "extDbType")]
+    pub ext_db_type: Option<String>,
+    pub external: bool,
+    #[serde(rename = "slowQuery")]
+    pub slow_query: bool,
+    pub total: Option<u64>,
+    pub data: Option<TransformedData>,
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct RequestResultDataMulti {
+    #[serde(rename = "queryType")]
+    pub query_type: QueryType,
+    pub results: Vec<RequestResultData>,
+    #[serde(rename = "pivotQuery")]
+    pub pivot_query: Option<NormalizedQuery>,
+    #[serde(rename = "slowQuery")]
+    pub slow_query: bool,
+}

From 01859e19c91efc4844d44938d69f80944c38bc7b Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 11 Dec 2024 14:40:07 +0200
Subject: [PATCH 044/128] cargo fmt

---
 rust/cubeorchestrator/src/cubestore_result_transform.rs | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index 292a4860e2a26..a9be2d4ade265 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -449,12 +449,16 @@ pub fn get_final_cubestore_result_multi(
         get_final_cubestore_result(transform_data, *cube_store_result, result)?;
     }
 
-    let normalized_queries = result_data.results
+    let normalized_queries = result_data
+        .results
         .iter()
         .map(|result| &result.query)
         .collect::<Vec<_>>();
 
-    result_data.pivot_query = Option::from(get_pivot_query(&result_data.query_type, &normalized_queries)?);
+    result_data.pivot_query = Option::from(get_pivot_query(
+        &result_data.query_type,
+        &normalized_queries,
+    )?);
 
     Ok(())
 }

From 43ea91c3c31bd9a63f6be3c5313984eb05fe453e Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 11 Dec 2024 15:03:11 +0200
Subject: [PATCH 045/128] cargo clippy fix

---
 .../cubejs-backend-native/src/node_export.rs  |  8 ++---
 .../src/cubestore_result_transform.rs         | 30 +++++++++----------
 rust/cubeorchestrator/src/types.rs            |  9 ++----
 3 files changed, 21 insertions(+), 26 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index ac0bc7b28d905..6a09727289815 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -565,9 +565,9 @@ fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsObject> {
     let transformed = match transform_data(
         alias_to_member_name_map,
         annotation,
-        &**cube_store_result,
+        &cube_store_result,
         query,
-        &query_type,
+        query_type,
         res_type.clone(),
     ) {
         Ok(data) => data,
@@ -603,7 +603,7 @@ fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsArrayBuffer> {
 
     if let Err(err) = get_final_cubestore_result(
         &transform_request_data,
-        &**cube_store_result,
+        &cube_store_result,
         &mut result_data,
     ) {
         return cx.throw_error(err.to_string());
@@ -636,7 +636,7 @@ fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsArrayBuff
 
             match serde_json::from_str::<TransformDataRequest>(&js_string) {
                 Ok(request) => Ok(request),
-                Err(err) => return cx.throw_error(err.to_string()),
+                Err(err) => cx.throw_error(err.to_string()),
             }
         })
         .collect::<Result<_, _>>()?;
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index a9be2d4ade265..15e766e09300a 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -30,13 +30,13 @@ pub fn get_date_range_value(time_dimensions: Option<&Vec<QueryTimeDimension>>) -
         None => bail!("QueryTimeDimension should be specified for the compare date range query."),
     };
 
-    let dim = match time_dimensions.get(0) {
+    let dim = match time_dimensions.first() {
         Some(dim) => dim,
         None => bail!("No time dimension provided."),
     };
 
     let date_range: &Vec<String> = match &dim.date_range {
-        Some(date_range) => date_range.as_ref(),
+        Some(date_range) => date_range,
         None => bail!("Inconsistent QueryTimeDimension configuration: dateRange required."),
     };
 
@@ -165,7 +165,7 @@ pub fn get_compact_row(
     query_type: &QueryType,
     members: &[String],
     time_dimensions: Option<&Vec<QueryTimeDimension>>,
-    db_row: &Vec<String>,
+    db_row: &[String],
     columns_pos: &HashMap<String, usize>,
 ) -> Result<Vec<String>> {
     let mut row: Vec<String> = Vec::with_capacity(members.len());
@@ -213,7 +213,7 @@ pub fn get_vanilla_row(
     annotation: &HashMap<String, ConfigItem>,
     query_type: &QueryType,
     query: &NormalizedQuery,
-    db_row: &Vec<String>,
+    db_row: &[String],
     columns_pos: &HashMap<String, usize>,
 ) -> Result<HashMap<String, String>> {
     let mut row = HashMap::new();
@@ -293,7 +293,7 @@ pub fn transform_data(
     let members_to_alias_map = get_members(
         query_type,
         query,
-        &data,
+        data,
         alias_to_member_name_map,
         annotation,
     )?;
@@ -311,7 +311,7 @@ pub fn transform_data(
                         query_type,
                         &members,
                         query.time_dimensions.as_ref(),
-                        &row,
+                        row,
                         &data.columns_pos,
                     )
                 })
@@ -328,7 +328,7 @@ pub fn transform_data(
                         annotation,
                         query_type,
                         query,
-                        &row,
+                        row,
                         &data.columns_pos,
                     )
                 })
@@ -339,14 +339,14 @@ pub fn transform_data(
 }
 
 /// Helper to get a list if unique granularities from normalized queries
-pub fn get_query_granularities(queries: &Vec<&NormalizedQuery>) -> Vec<String> {
+pub fn get_query_granularities(queries: &[&NormalizedQuery]) -> Vec<String> {
     queries
         .iter()
         .filter_map(|query| {
             query
                 .time_dimensions
                 .as_ref()
-                .and_then(|tds| tds.get(0))
+                .and_then(|tds| tds.first())
                 .and_then(|td| td.granularity.clone())
         })
         .collect::<HashSet<_>>()
@@ -361,7 +361,7 @@ pub fn get_pivot_query(
 ) -> Result<NormalizedQuery> {
     let mut pivot_query = queries
         .first()
-        .map(|q| *q)
+        .copied()
         .cloned()
         .ok_or_else(|| anyhow::anyhow!("Queries list cannot be empty"))?;
 
@@ -392,7 +392,7 @@ pub fn get_pivot_query(
                     dimension: "time".to_string(),
                     date_range: None,
                     compare_date_range: None,
-                    granularity: granularities.get(0).cloned(),
+                    granularity: granularities.first().cloned(),
                 }]);
             }
         }
@@ -427,7 +427,7 @@ pub fn get_final_cubestore_result(
         annotation,
         cube_store_result,
         query,
-        &query_type,
+        query_type,
         res_type.clone(),
     )?;
 
@@ -437,8 +437,8 @@ pub fn get_final_cubestore_result(
 }
 
 pub fn get_final_cubestore_result_multi(
-    request_data: &Vec<TransformDataRequest>,
-    cube_store_result: &Vec<&CubeStoreResult>,
+    request_data: &[TransformDataRequest],
+    cube_store_result: &[&CubeStoreResult],
     result_data: &mut RequestResultDataMulti,
 ) -> Result<()> {
     for (transform_data, cube_store_result, result) in multizip((
@@ -446,7 +446,7 @@ pub fn get_final_cubestore_result_multi(
         cube_store_result.iter(),
         result_data.results.iter_mut(),
     )) {
-        get_final_cubestore_result(transform_data, *cube_store_result, result)?;
+        get_final_cubestore_result(transform_data, cube_store_result, result)?;
     }
 
     let normalized_queries = result_data
diff --git a/rust/cubeorchestrator/src/types.rs b/rust/cubeorchestrator/src/types.rs
index 9113d901aa960..83954050d7e67 100644
--- a/rust/cubeorchestrator/src/types.rs
+++ b/rust/cubeorchestrator/src/types.rs
@@ -35,9 +35,10 @@ pub enum ResultType {
     Compact,
 }
 
-#[derive(Debug, Clone, Serialize, Deserialize)]
+#[derive(Default, Debug, Clone, Serialize, Deserialize)]
 pub enum QueryType {
     #[serde(rename = "regularQuery")]
+    #[default]
     RegularQuery,
     #[serde(rename = "compareDateRangeQuery")]
     CompareDateRangeQuery,
@@ -56,12 +57,6 @@ impl Display for QueryType {
     }
 }
 
-impl Default for QueryType {
-    fn default() -> Self {
-        QueryType::RegularQuery
-    }
-}
-
 #[derive(Debug, Serialize, Deserialize)]
 pub enum MemberType {
     #[serde(rename = "measures")]

From d5f2760847c87da13560b6db7ca8ba44f82801a1 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 11 Dec 2024 16:48:57 +0200
Subject: [PATCH 046/128] refactor getVanillaRow

---
 .../src/helpers/transformData.ts              | 76 ++++++++-----------
 .../test/helpers/transformData.test.ts        |  6 +-
 2 files changed, 33 insertions(+), 49 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/helpers/transformData.ts b/packages/cubejs-api-gateway/src/helpers/transformData.ts
index f05e325a65c48..5e2a49752a462 100644
--- a/packages/cubejs-api-gateway/src/helpers/transformData.ts
+++ b/packages/cubejs-api-gateway/src/helpers/transformData.ts
@@ -52,7 +52,7 @@ function getDateRangeValue(
 }
 
 /**
- * Parse blending query key from time time dimension.
+ * Parse blending query key from time dimension granularity.
  * @internal
  */
 function getBlendingQueryKey(
@@ -77,7 +77,7 @@ function getBlendingQueryKey(
 }
 
 /**
- * Parse blending response key from time time dimension.
+ * Parse blending response key from time dimension and granularity.
  * @internal
  */
 function getBlendingResponseKey(
@@ -219,80 +219,64 @@ function getCompactRow(
 
 /**
  * Convert DB response object to the vanilla output format.
- * @todo rewrite me please!
  * @internal
  */
-function getVanilaRow(
+function getVanillaRow(
   aliasToMemberNameMap: AliasToMemberMap,
   annotation: { [member: string]: ConfigItem },
   queryType: QueryType,
   query: NormalizedQuery,
   dbRow: { [sqlAlias: string]: DBResponseValue },
 ): { [member: string]: DBResponsePrimitive } {
-  const row = R.pipe(
-    R.toPairs,
-    R.map(p => {
-      const memberName = aliasToMemberNameMap[p[0]];
+  const row = Object
+    .entries(dbRow)
+    .reduce((acc, [sqlAlias, value]) => {
+      const memberName = aliasToMemberNameMap[sqlAlias];
       const annotationForMember = annotation[memberName];
+
       if (!annotationForMember) {
         throw new UserError(
-          `You requested hidden member: '${
-            p[0]
-          }'. Please make it visible using \`shown: true\`. ` +
-          'Please note primaryKey fields are `shown: false` by ' +
-          'default: https://cube.dev/docs/schema/reference/joins#' +
-          'setting-a-primary-key.'
+          `You requested hidden member: '${sqlAlias}'. ` +
+          'Please make it visible using `shown: true`. ' +
+          'Please note primaryKey fields are `shown: false` by default: ' +
+          'https://cube.dev/docs/schema/reference/joins#setting-a-primary-key.'
         );
       }
-      const transformResult = [
-        memberName,
-        transformValue(
-          p[1] as DBResponseValue,
-          annotationForMember.type
-        )
-      ];
+
+      const transformedValue = transformValue(value as DBResponseValue, annotationForMember.type);
       const path = memberName.split(MEMBER_SEPARATOR);
 
+      acc[memberName] = transformedValue;
+
       /**
-       * Time dimensions without granularity.
+       * Handle time dimensions without granularity
        * @deprecated
        * @todo backward compatibility for referencing
        */
-      const memberNameWithoutGranularity =
-        [path[0], path[1]].join(MEMBER_SEPARATOR);
-      if (
-        path.length === 3 &&
-        (query.dimensions || [])
-          .indexOf(memberNameWithoutGranularity) === -1
-      ) {
-        return [
-          transformResult,
-          [
-            memberNameWithoutGranularity,
-            transformResult[1]
-          ]
-        ];
+      const memberNameWithoutGranularity = [path[0], path[1]].join(MEMBER_SEPARATOR);
+      if (path.length === 3 &&
+        (query.dimensions || []).indexOf(memberNameWithoutGranularity) === -1) {
+        acc[memberNameWithoutGranularity] = transformedValue;
       }
 
-      return [transformResult];
-    }),
-    // @ts-ignore
-    R.unnest,
-    R.fromPairs
-  // @ts-ignore
-  )(dbRow);
+      return acc;
+    }, {} as { [member: string]: DBResponsePrimitive });
+
   if (queryType === QueryTypeEnum.COMPARE_DATE_RANGE_QUERY) {
     return {
       ...row,
       compareDateRange: getDateRangeValue(query.timeDimensions)
     };
-  } else if (queryType === QueryTypeEnum.BLENDING_QUERY) {
+  }
+
+  if (queryType === QueryTypeEnum.BLENDING_QUERY) {
     return {
       ...row,
       [getBlendingQueryKey(query.timeDimensions)]:
         row[getBlendingResponseKey(query.timeDimensions)]
     };
   }
+
   return row as { [member: string]: DBResponsePrimitive; };
 }
 
@@ -337,7 +321,7 @@ function transformData({
         query.timeDimensions,
         r,
       )
-      : getVanilaRow(
+      : getVanillaRow(
         aliasToMemberNameMap,
         annotation,
         queryType,
@@ -371,7 +355,7 @@ export {
   getBlendingResponseKey,
   getMembers,
   getCompactRow,
-  getVanilaRow,
+  getVanillaRow,
   transformData,
   transformValue,
 };
diff --git a/packages/cubejs-api-gateway/test/helpers/transformData.test.ts b/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
index ddea9da955b4b..52d637817bf7d 100644
--- a/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
+++ b/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
@@ -32,7 +32,7 @@ import {
   getBlendingResponseKey,
   getMembers,
   getCompactRow,
-  getVanilaRow,
+  getVanillaRow,
   transformData,
 } from '../../src/helpers/transformData';
 import {
@@ -691,7 +691,7 @@ describe('transformData helpers', () => {
     expect(getBlendingResponseKey).toBeDefined();
     expect(getMembers).toBeDefined();
     expect(getCompactRow).toBeDefined();
-    expect(getVanilaRow).toBeDefined();
+    expect(getVanillaRow).toBeDefined();
     expect(transformData).toBeDefined();
     expect(transformData).toEqual(transformDataDefault);
   });
@@ -1110,7 +1110,7 @@ describe('transformData helpers', () => {
       JSON.stringify(mockData.regular_discount_by_city.data)
     );
     delete data.aliasToMemberNameMap.e_commerce_records_us2021__avg_discount;
-    expect(() => getVanilaRow(
+    expect(() => getVanillaRow(
       data.aliasToMemberNameMap,
       data.annotation as unknown as { [member: string]: ConfigItem },
       data.queryType as QueryType,

From d5f4f1c9f29482a23d70259c603098617ad73b2e Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 11 Dec 2024 18:04:02 +0200
Subject: [PATCH 047/128] implement get_final_cubestore_result_array() native

---
 packages/cubejs-api-gateway/src/gateway.ts    | 50 +++++++++++--
 packages/cubejs-backend-native/js/index.ts    |  6 ++
 .../cubejs-backend-native/src/node_export.rs  | 71 ++++++++++++++++++-
 .../src/cubestore_result_transform.rs         | 16 +++++
 4 files changed, 136 insertions(+), 7 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 4a97f3a013510..a6442c8c506ed 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -11,7 +11,9 @@ import {
   QueryAlias,
 } from '@cubejs-backend/shared';
 import {
-  getFinalCubestoreResult, getFinalCubestoreResultMulti,
+  getFinalCubestoreResult,
+  getFinalCubestoreResultArray,
+  getFinalCubestoreResultMulti,
   transformData as transformDataNative,
   TransformDataResponse
 } from '@cubejs-backend/native';
@@ -1847,7 +1849,7 @@ class ApiGateway {
         // If all query results are from Cubestore (are native)
         // we prepare the final json result on native side
         if (allNative) {
-          const [transformDataJson, rawDataRef, cleanResultList] = results.reduce<[string[], any[], string[]]>(
+          const [transformDataJson, rawDataRef, cleanResultList] = results.reduce<[string[], any[], any[]]>(
             ([transformList, rawList, resultList], r) => {
               transformList.push(JSON.stringify(r.transformDataParams));
               rawList.push(r.rawData.getNativeRef());
@@ -1990,6 +1992,8 @@ class ApiGateway {
             annotation
           }];
         }
+
+        res(request.streaming ? results[0] : { results });
       } else {
         results = await Promise.all(
           normalizedQueries.map(async (normalizedQuery, index) => {
@@ -2021,11 +2025,45 @@ class ApiGateway {
             );
           })
         );
-      }
 
-      res(request.streaming ? results[0] : {
-        results,
-      });
+        const allNative = results.every(r => r.isNative);
+
+        if (!request.streaming) {
+          // If all query results are from Cubestore (are native)
+          // we prepare the final json result on native side
+          if (allNative) {
+            const [transformDataJson, rawDataRef, resultDataJson] = (results as {
+              transformDataParams: any;
+              rawData: { getNativeRef: () => any };
+            }[]).reduce<[string[], any[], string[]]>(
+              ([transformList, rawList, resultList], r) => {
+                transformList.push(JSON.stringify(r.transformDataParams));
+                rawList.push(r.rawData.getNativeRef());
+                resultList.push(JSON.stringify(cleanupResult(r)));
+                return [transformList, rawList, resultList];
+              },
+              [[], [], []]
+            );
+
+            res(getFinalCubestoreResultArray(transformDataJson, rawDataRef, resultDataJson));
+          } else {
+            // if we have mixed query results (there are js and native)
+            // we prepare results separately: on js and native sides
+            // and serve final response from JS side
+            res({
+              results: results.map(r => {
+                const data = r.dataCb();
+                return {
+                  ...cleanupResult(r),
+                  data,
+                };
+              }),
+            });
+          }
+        } else {
+          res(results[0]);
+        }
+      }
     } catch (e: any) {
       this.handleError({
         e, context, query, res, requestStarted
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index 505a8dd7c6d62..4465cc23bb3e0 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -395,6 +395,12 @@ export const getFinalCubestoreResult = (transformDataJson: string, rows: any, re
   return native.getFinalCubestoreResult(transformDataJson, rows, resultData);
 };
 
+export const getFinalCubestoreResultArray = (transformDataJson: string[], rows: any[], resultDataJson: string[]): ArrayBuffer => {
+  const native = loadNative();
+
+  return native.getFinalCubestoreResultArray(transformDataJson, rows, resultDataJson);
+};
+
 export const getFinalCubestoreResultMulti = (transformDataJson: string[], rows: any[], responseData: string): ArrayBuffer => {
   const native = loadNative();
 
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 6a09727289815..14dc610956b62 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -37,7 +37,8 @@ use cubeorchestrator::cubestore_message_parser::CubeStoreResult;
 use cubesql::{telemetry::ReportingLogger, CubeError};
 
 use cubeorchestrator::cubestore_result_transform::{
-    get_final_cubestore_result, get_final_cubestore_result_multi, transform_data,
+    get_final_cubestore_result, get_final_cubestore_result_array, get_final_cubestore_result_multi,
+    transform_data,
 };
 use cubeorchestrator::types::{RequestResultData, RequestResultDataMulti, TransformDataRequest};
 use neon::prelude::*;
@@ -624,6 +625,73 @@ fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsArrayBuffer> {
     Ok(js_buffer)
 }
 
+fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsArrayBuffer> {
+    let transform_data_array = cx.argument::<JsArray>(0)?;
+    let transform_requests: Vec<TransformDataRequest> = transform_data_array
+        .to_vec(&mut cx)?
+        .into_iter()
+        .map(|js_value| {
+            let js_string = js_value
+                .downcast_or_throw::<JsString, _>(&mut cx)?
+                .value(&mut cx);
+
+            match serde_json::from_str::<TransformDataRequest>(&js_string) {
+                Ok(request) => Ok(request),
+                Err(err) => cx.throw_error(err.to_string()),
+            }
+        })
+        .collect::<Result<_, _>>()?;
+
+    let cube_store_array = cx.argument::<JsArray>(1)?;
+    let cube_store_results_boxed: Vec<Handle<JsBox<CubeStoreResult>>> = cube_store_array
+        .to_vec(&mut cx)?
+        .into_iter()
+        .map(|js_value| js_value.downcast_or_throw::<JsBox<CubeStoreResult>, _>(&mut cx))
+        .collect::<Result<_, _>>()?;
+    let cube_store_results: Vec<&CubeStoreResult> = cube_store_results_boxed
+        .iter()
+        .map(|handle| &***handle)
+        .collect();
+
+    let results_data_array = cx.argument::<JsArray>(2)?;
+    let mut request_results: Vec<RequestResultData> = results_data_array
+        .to_vec(&mut cx)?
+        .into_iter()
+        .map(|js_value| {
+            let js_string = js_value
+                .downcast_or_throw::<JsString, _>(&mut cx)?
+                .value(&mut cx);
+
+            match serde_json::from_str::<RequestResultData>(&js_string) {
+                Ok(request) => Ok(request),
+                Err(err) => cx.throw_error(err.to_string()),
+            }
+        })
+        .collect::<Result<_, _>>()?;
+
+    if let Err(err) = get_final_cubestore_result_array(
+        &transform_requests,
+        &cube_store_results,
+        &mut request_results,
+    ) {
+        return cx.throw_error(err.to_string());
+    }
+
+    let json_data = match serde_json::to_string(&request_results) {
+        Ok(data) => data,
+        Err(e) => return cx.throw_error(format!("Serialization error: {}", e)),
+    };
+    let json_bytes = json_data.as_bytes();
+
+    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+    {
+        let buffer = js_buffer.as_mut_slice(&mut cx);
+        buffer.copy_from_slice(json_bytes);
+    }
+
+    Ok(js_buffer)
+}
+
 fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsArrayBuffer> {
     let transform_data_array = cx.argument::<JsArray>(0)?;
     let transform_requests: Vec<TransformDataRequest> = transform_data_array
@@ -701,6 +769,7 @@ pub fn register_module_exports<C: NodeConfiguration + 'static>(
     cx.export_function("transformQueryData", transform_query_data)?;
     cx.export_function("getFinalCubestoreResult", final_cubestore_result)?;
     cx.export_function("getFinalCubestoreResultMulti", final_cubestore_result_multi)?;
+    cx.export_function("getFinalCubestoreResultArray", final_cubestore_result_array)?;
 
     crate::template::template_register_module(&mut cx)?;
 
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index 15e766e09300a..e03448d0551fc 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -436,6 +436,22 @@ pub fn get_final_cubestore_result(
     Ok(())
 }
 
+pub fn get_final_cubestore_result_array(
+    transform_requests: &[TransformDataRequest],
+    cube_store_results: &[&CubeStoreResult],
+    result_data: &mut [RequestResultData],
+) -> Result<()> {
+    for (transform_data, cube_store_result, result) in multizip((
+        transform_requests.iter(),
+        cube_store_results.iter(),
+        result_data.iter_mut(),
+    )) {
+        get_final_cubestore_result(transform_data, cube_store_result, result)?;
+    }
+
+    Ok(())
+}
+
 pub fn get_final_cubestore_result_multi(
     request_data: &[TransformDataRequest],
     cube_store_result: &[&CubeStoreResult],

From 29770bf97e4f1fd3849df2981a1ea14720bcad78 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 12 Dec 2024 17:38:56 +0200
Subject: [PATCH 048/128] =?UTF-8?q?fix=20native=20response=20flow=20for?=
 =?UTF-8?q?=C2=A0sqlApiLoad?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-api-gateway/src/sql-server.ts     |  7 ++++++-
 packages/cubejs-backend-native/src/node_export.rs | 10 ++++++++--
 rust/cubeorchestrator/src/types.rs                |  5 +++++
 3 files changed, 19 insertions(+), 3 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/sql-server.ts b/packages/cubejs-api-gateway/src/sql-server.ts
index 32e7d37e1e19c..49a404706fe43 100644
--- a/packages/cubejs-api-gateway/src/sql-server.ts
+++ b/packages/cubejs-api-gateway/src/sql-server.ts
@@ -193,7 +193,12 @@ export class SQLServer {
                   return;
                 }
 
-                resolve(response);
+                if (response instanceof ArrayBuffer) {
+                  const json = JSON.parse(new TextDecoder().decode(response));
+                  resolve(json);
+                } else {
+                  resolve(response);
+                }
               },
               apiType: 'sql',
             });
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 14dc610956b62..0cee1c3d65c47 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -40,7 +40,9 @@ use cubeorchestrator::cubestore_result_transform::{
     get_final_cubestore_result, get_final_cubestore_result_array, get_final_cubestore_result_multi,
     transform_data,
 };
-use cubeorchestrator::types::{RequestResultData, RequestResultDataMulti, TransformDataRequest};
+use cubeorchestrator::types::{
+    RequestResultArray, RequestResultData, RequestResultDataMulti, TransformDataRequest,
+};
 use neon::prelude::*;
 use neon::types::buffer::TypedArray;
 
@@ -677,7 +679,11 @@ fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsArrayBuff
         return cx.throw_error(err.to_string());
     }
 
-    let json_data = match serde_json::to_string(&request_results) {
+    let final_obj = RequestResultArray {
+        results: request_results,
+    };
+
+    let json_data = match serde_json::to_string(&final_obj) {
         Ok(data) => data,
         Err(e) => return cx.throw_error(format!("Serialization error: {}", e)),
     };
diff --git a/rust/cubeorchestrator/src/types.rs b/rust/cubeorchestrator/src/types.rs
index 83954050d7e67..eeeada3e3b7ce 100644
--- a/rust/cubeorchestrator/src/types.rs
+++ b/rust/cubeorchestrator/src/types.rs
@@ -374,3 +374,8 @@ pub struct RequestResultDataMulti {
     #[serde(rename = "slowQuery")]
     pub slow_query: bool,
 }
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct RequestResultArray {
+    pub results: Vec<RequestResultData>,
+}

From c5a02a84577e39b54d4b196cd6d5bd7fe33a10cc Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 12 Dec 2024 17:44:06 +0200
Subject: [PATCH 049/128] add postgres with native cubestore results driver
 tests

---
 .github/workflows/drivers-tests.yml           |     1 +
 .../fixtures/postgres.json                    |     9 +
 packages/cubejs-testing-drivers/package.json  |     1 +
 ...ative-cubestore-response-full.test.ts.snap | 16219 ++++++++++++++++
 ...res-native-cubestore-response-full.test.ts |     5 +
 5 files changed, 16235 insertions(+)
 create mode 100644 packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap
 create mode 100644 packages/cubejs-testing-drivers/test/postgres-native-cubestore-response-full.test.ts

diff --git a/.github/workflows/drivers-tests.yml b/.github/workflows/drivers-tests.yml
index 1ab0154df375b..122f05de50668 100644
--- a/.github/workflows/drivers-tests.yml
+++ b/.github/workflows/drivers-tests.yml
@@ -225,6 +225,7 @@ jobs:
           - mssql
           - mysql
           - postgres
+          - postgres-native-cubestore-response
           - redshift
           - redshift-export-bucket-s3
           - snowflake
diff --git a/packages/cubejs-testing-drivers/fixtures/postgres.json b/packages/cubejs-testing-drivers/fixtures/postgres.json
index df16d61ecc11f..c6054b858b2a9 100644
--- a/packages/cubejs-testing-drivers/fixtures/postgres.json
+++ b/packages/cubejs-testing-drivers/fixtures/postgres.json
@@ -1,4 +1,13 @@
 {
+  "extendedEnvs": {
+    "native-cubestore-response": {
+      "cube": {
+        "environment": {
+          "CUBEJS_TESSERACT_ORCHESTRATOR": "true"
+        }
+      }
+    }
+  },
   "cube": {
     "environment": {
       "CUBEJS_API_SECRET": "mysupersecret",
diff --git a/packages/cubejs-testing-drivers/package.json b/packages/cubejs-testing-drivers/package.json
index dd0cae70839ab..2e71027cdae20 100644
--- a/packages/cubejs-testing-drivers/package.json
+++ b/packages/cubejs-testing-drivers/package.json
@@ -39,6 +39,7 @@
     "postgres-driver": "yarn test-driver -i dist/test/postgres-driver.test.js",
     "postgres-core": "yarn test-driver -i dist/test/postgres-core.test.js",
     "postgres-full": "yarn test-driver -i dist/test/postgres-full.test.js",
+    "postgres-native-cubestore-response-full": "yarn test-driver -i dist/test/postgres-native-cubestore-response-full.test.js",
     "snowflake-driver": "yarn test-driver -i dist/test/snowflake-driver.test.js",
     "snowflake-core": "yarn test-driver -i dist/test/snowflake-core.test.js",
     "snowflake-full": "yarn test-driver -i dist/test/snowflake-full.test.js",
diff --git a/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap b/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap
new file mode 100644
index 0000000000000..0c15db38f231c
--- /dev/null
+++ b/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap
@@ -0,0 +1,16219 @@
+// Jest Snapshot v1, https://goo.gl/fbAQLP
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Complex Rollup: complex_rollup 1`] = `
+Array [
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Detroit",
+    "orderDate": 2020-01-23T00:00:00.000Z,
+    "orderId": "CA-2017-145142",
+    "rowId": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-01-23T00:00:00.000Z,
+    "orderId": "CA-2017-145142",
+    "rowId": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Detroit",
+    "orderDate": 2020-01-23T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-01-23T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Lorain",
+    "orderDate": 2020-01-01T00:00:00.000Z,
+    "orderId": "CA-2017-107503",
+    "rowId": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-01-01T00:00:00.000Z,
+    "orderId": "CA-2017-107503",
+    "rowId": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Lorain",
+    "orderDate": 2020-01-01T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-01-01T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Olympia",
+    "orderDate": 2020-06-17T00:00:00.000Z,
+    "orderId": "CA-2017-118437",
+    "rowId": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-06-17T00:00:00.000Z,
+    "orderId": "CA-2017-118437",
+    "rowId": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Olympia",
+    "orderDate": 2020-06-17T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-06-17T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Vancouver",
+    "orderDate": 2020-10-30T00:00:00.000Z,
+    "orderId": "CA-2017-139661",
+    "rowId": 1494,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-10-30T00:00:00.000Z,
+    "orderId": "CA-2017-139661",
+    "rowId": 1494,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Vancouver",
+    "orderDate": 2020-10-30T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 1494,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-10-30T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 1494,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "orderDate": 2020-06-25T00:00:00.000Z,
+    "orderId": "CA-2017-133648",
+    "rowId": 1995,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-06-25T00:00:00.000Z,
+    "orderId": "CA-2017-133648",
+    "rowId": 1995,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "orderDate": 2020-06-25T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 1995,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-06-25T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 1995,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "orderDate": 2020-09-23T00:00:00.000Z,
+    "orderId": "CA-2017-138422",
+    "rowId": 2329,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-09-23T00:00:00.000Z,
+    "orderId": "CA-2017-138422",
+    "rowId": 2329,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "orderDate": 2020-09-23T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2329,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-09-23T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2329,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "New York City",
+    "orderDate": 2020-03-17T00:00:00.000Z,
+    "orderId": "CA-2017-140949",
+    "rowId": 2455,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-03-17T00:00:00.000Z,
+    "orderId": "CA-2017-140949",
+    "rowId": 2455,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "New York City",
+    "orderDate": 2020-03-17T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2455,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-03-17T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2455,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "orderDate": 2020-05-13T00:00:00.000Z,
+    "orderId": "CA-2017-149048",
+    "rowId": 2595,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-05-13T00:00:00.000Z,
+    "orderId": "CA-2017-149048",
+    "rowId": 2595,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "orderDate": 2020-05-13T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2595,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-05-13T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2595,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Provo",
+    "orderDate": 2020-09-17T00:00:00.000Z,
+    "orderId": "CA-2017-112515",
+    "rowId": 2655,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-09-17T00:00:00.000Z,
+    "orderId": "CA-2017-112515",
+    "rowId": 2655,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Provo",
+    "orderDate": 2020-09-17T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2655,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-09-17T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2655,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "orderDate": 2020-11-28T00:00:00.000Z,
+    "orderId": "CA-2017-123372",
+    "rowId": 2661,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-11-28T00:00:00.000Z,
+    "orderId": "CA-2017-123372",
+    "rowId": 2661,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "orderDate": 2020-11-28T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2661,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-11-28T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2661,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Glendale",
+    "orderDate": 2020-11-12T00:00:00.000Z,
+    "orderId": "CA-2017-134915",
+    "rowId": 2952,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-11-12T00:00:00.000Z,
+    "orderId": "CA-2017-134915",
+    "rowId": 2952,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Glendale",
+    "orderDate": 2020-11-12T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2952,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-11-12T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 2952,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "San Francisco",
+    "orderDate": 2020-10-19T00:00:00.000Z,
+    "orderId": "CA-2017-131492",
+    "rowId": 3059,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-10-19T00:00:00.000Z,
+    "orderId": "CA-2017-131492",
+    "rowId": 3059,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "San Francisco",
+    "orderDate": 2020-10-19T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 3059,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-10-19T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 3059,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "San Francisco",
+    "orderDate": 2020-10-19T00:00:00.000Z,
+    "orderId": "CA-2017-131492",
+    "rowId": 3060,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-10-19T00:00:00.000Z,
+    "orderId": "CA-2017-131492",
+    "rowId": 3060,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "San Francisco",
+    "orderDate": 2020-10-19T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 3060,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-10-19T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 3060,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Louisville",
+    "orderDate": 2020-05-27T00:00:00.000Z,
+    "orderId": "US-2017-132297",
+    "rowId": 3083,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-05-27T00:00:00.000Z,
+    "orderId": "US-2017-132297",
+    "rowId": 3083,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Louisville",
+    "orderDate": 2020-05-27T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 3083,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-05-27T00:00:00.000Z,
+    "orderId": null,
+    "rowId": 3083,
+  },
+  Object {
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+    "orderDate": 2020-12-14T00:00:00.000Z,
+    "orderId": null,
+    "rowId": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "2",
+    "city": null,
+    "orderDate": 2020-12-14T00:00:00.000Z,
+    "orderId": null,
+    "rowId": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Lafayette",
+    "orderDate": 2020-12-24T00:00:00.000Z,
+    "orderId": null,
+    "rowId": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-12-24T00:00:00.000Z,
+    "orderId": null,
+    "rowId": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "orderDate": 2020-12-25T00:00:00.000Z,
+    "orderId": null,
+    "rowId": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "orderDate": 2020-12-25T00:00:00.000Z,
+    "orderId": null,
+    "rowId": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Extended nested Rollup over asterisk: extended_nested_rollup_over_asterisk 1`] = `
+Array [
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-100811",
+    "row": 4012,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-102379",
+    "row": 6272,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-102554",
+    "row": 3448,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-102925",
+    "row": 9473,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-105620",
+    "row": 8958,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-107503",
+    "row": 849,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-109183",
+    "row": 7293,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-112172",
+    "row": 7310,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-112515",
+    "row": 2655,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-115546",
+    "row": 4161,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-116127",
+    "row": 9584,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-118437",
+    "row": 1013,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-119284",
+    "row": 8697,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-120327",
+    "row": 4227,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-123001",
+    "row": 3934,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-123372",
+    "row": 2661,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-124296",
+    "row": 4031,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-126928",
+    "row": 8878,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-131492",
+    "row": 3060,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-131492",
+    "row": 3059,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-133648",
+    "row": 1995,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-134915",
+    "row": 2952,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-135069",
+    "row": 7425,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-138422",
+    "row": 2329,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-139661",
+    "row": 1494,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-140949",
+    "row": 2455,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-143567",
+    "row": 4882,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-144568",
+    "row": 3717,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-145142",
+    "row": 523,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-145653",
+    "row": 5220,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-145660",
+    "row": 6205,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-145772",
+    "row": 6125,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-147333",
+    "row": 5277,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-149048",
+    "row": 2595,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-150091",
+    "row": 8425,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-151799",
+    "row": 7698,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-160633",
+    "row": 9619,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-160633",
+    "row": 9618,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "CA-2017-163265",
+    "row": 8673,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "US-2017-119319",
+    "row": 8621,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "US-2017-124779",
+    "row": 6651,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "US-2017-132297",
+    "row": 3083,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "US-2017-133361",
+    "row": 6459,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": "US-2017-141677",
+    "row": 7174,
+  },
+  Object {
+    "SUM(a.count)": "44",
+    "order": null,
+    "row": null,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 9619,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 9618,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 9584,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 9473,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 8958,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 8878,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 8697,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 8673,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 8621,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 8425,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 7698,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 7425,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 7310,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 7293,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 7174,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 6651,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 6459,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 6272,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 6205,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 6125,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 5277,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 5220,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 4882,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 4227,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 4161,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 4031,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 4012,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 3934,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 3717,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 3448,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 3083,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 3060,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 3059,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 2952,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 2661,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 2655,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 2595,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 2455,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 2329,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 1995,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 1494,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 1013,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 849,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "order": null,
+    "row": 523,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: NULLS FIRST/LAST SQL push down: nulls_first_last_sql_push_down 1`] = `
+Array [
+  Object {
+    "category": null,
+  },
+  Object {
+    "category": "Office Supplies",
+  },
+  Object {
+    "category": "Technology",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Nested Rollup over asterisk: nested_rollup_over_asterisk 1`] = `
+Array [
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-01-23T00:00:00.000Z,
+    "order": "CA-2017-145142",
+    "row": 523,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-145142",
+    "row": 523,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 523,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-01-01T00:00:00.000Z,
+    "order": "CA-2017-107503",
+    "row": 849,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-107503",
+    "row": 849,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 849,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-06-17T00:00:00.000Z,
+    "order": "CA-2017-118437",
+    "row": 1013,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-118437",
+    "row": 1013,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 1013,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-10-30T00:00:00.000Z,
+    "order": "CA-2017-139661",
+    "row": 1494,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-139661",
+    "row": 1494,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 1494,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-06-25T00:00:00.000Z,
+    "order": "CA-2017-133648",
+    "row": 1995,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-133648",
+    "row": 1995,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 1995,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-09-23T00:00:00.000Z,
+    "order": "CA-2017-138422",
+    "row": 2329,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-138422",
+    "row": 2329,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 2329,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-03-17T00:00:00.000Z,
+    "order": "CA-2017-140949",
+    "row": 2455,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-140949",
+    "row": 2455,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 2455,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-05-13T00:00:00.000Z,
+    "order": "CA-2017-149048",
+    "row": 2595,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-149048",
+    "row": 2595,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 2595,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-09-17T00:00:00.000Z,
+    "order": "CA-2017-112515",
+    "row": 2655,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-112515",
+    "row": 2655,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 2655,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-11-28T00:00:00.000Z,
+    "order": "CA-2017-123372",
+    "row": 2661,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-123372",
+    "row": 2661,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 2661,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-11-12T00:00:00.000Z,
+    "order": "CA-2017-134915",
+    "row": 2952,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-134915",
+    "row": 2952,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 2952,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-10-19T00:00:00.000Z,
+    "order": "CA-2017-131492",
+    "row": 3059,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-131492",
+    "row": 3059,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 3059,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-10-19T00:00:00.000Z,
+    "order": "CA-2017-131492",
+    "row": 3060,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-131492",
+    "row": 3060,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 3060,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-05-27T00:00:00.000Z,
+    "order": "US-2017-132297",
+    "row": 3083,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "US-2017-132297",
+    "row": 3083,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 3083,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-06-11T00:00:00.000Z,
+    "order": "CA-2017-102554",
+    "row": 3448,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-102554",
+    "row": 3448,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 3448,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-05-29T00:00:00.000Z,
+    "order": "CA-2017-144568",
+    "row": 3717,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-144568",
+    "row": 3717,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 3717,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-09-02T00:00:00.000Z,
+    "order": "CA-2017-123001",
+    "row": 3934,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-123001",
+    "row": 3934,
+  },
+  Object {
+    "SUM(a.count)": "1",
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+  },
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+  },
+  Object {
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+  },
+  Object {
+    "SUM(a.count)": "1",
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+    "order": "CA-2017-145653",
+    "row": 5220,
+  },
+  Object {
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+  },
+  Object {
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+  },
+  Object {
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+  },
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+  },
+  Object {
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+    "order": "CA-2017-145772",
+    "row": 6125,
+  },
+  Object {
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+    "order": "CA-2017-145772",
+    "row": 6125,
+  },
+  Object {
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+  },
+  Object {
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+    "order": "CA-2017-145660",
+    "row": 6205,
+  },
+  Object {
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+    "order": "CA-2017-145660",
+    "row": 6205,
+  },
+  Object {
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+  },
+  Object {
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+  },
+  Object {
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+  },
+  Object {
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+  Object {
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+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "US-2017-124779",
+    "row": 6651,
+  },
+  Object {
+    "SUM(a.count)": "1",
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+  },
+  Object {
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+    "order": "US-2017-141677",
+    "row": 7174,
+  },
+  Object {
+    "SUM(a.count)": "1",
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+  },
+  Object {
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+  },
+  Object {
+    "SUM(a.count)": "1",
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+    "order": "CA-2017-109183",
+    "row": 7293,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-109183",
+    "row": 7293,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
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+  },
+  Object {
+    "SUM(a.count)": "1",
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+    "order": "CA-2017-112172",
+    "row": 7310,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-112172",
+    "row": 7310,
+  },
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+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-04-10T00:00:00.000Z,
+    "order": "CA-2017-135069",
+    "row": 7425,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-135069",
+    "row": 7425,
+  },
+  Object {
+    "SUM(a.count)": "1",
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+    "order": null,
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+  },
+  Object {
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+    "date": 2020-12-14T00:00:00.000Z,
+    "order": "CA-2017-151799",
+    "row": 7698,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-151799",
+    "row": 7698,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 7698,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-10-12T00:00:00.000Z,
+    "order": "CA-2017-150091",
+    "row": 8425,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-150091",
+    "row": 8425,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 8425,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-11-06T00:00:00.000Z,
+    "order": "US-2017-119319",
+    "row": 8621,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "US-2017-119319",
+    "row": 8621,
+  },
+  Object {
+    "SUM(a.count)": "1",
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+    "row": 8621,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-02-16T00:00:00.000Z,
+    "order": "CA-2017-163265",
+    "row": 8673,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-163265",
+    "row": 8673,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 8673,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-06-15T00:00:00.000Z,
+    "order": "CA-2017-119284",
+    "row": 8697,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-119284",
+    "row": 8697,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 8697,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-09-17T00:00:00.000Z,
+    "order": "CA-2017-126928",
+    "row": 8878,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-126928",
+    "row": 8878,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 8878,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-12-25T00:00:00.000Z,
+    "order": "CA-2017-105620",
+    "row": 8958,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-105620",
+    "row": 8958,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 8958,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-11-05T00:00:00.000Z,
+    "order": "CA-2017-102925",
+    "row": 9473,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-102925",
+    "row": 9473,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 9473,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-06-25T00:00:00.000Z,
+    "order": "CA-2017-116127",
+    "row": 9584,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-116127",
+    "row": 9584,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 9584,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-11-16T00:00:00.000Z,
+    "order": "CA-2017-160633",
+    "row": 9618,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-160633",
+    "row": 9618,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 9618,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": 2020-11-16T00:00:00.000Z,
+    "order": "CA-2017-160633",
+    "row": 9619,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": "CA-2017-160633",
+    "row": 9619,
+  },
+  Object {
+    "SUM(a.count)": "1",
+    "date": null,
+    "order": null,
+    "row": 9619,
+  },
+  Object {
+    "SUM(a.count)": "44",
+    "date": null,
+    "order": null,
+    "row": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Nested Rollup with aliases: nested_rollup_with_aliases 1`] = `
+Array [
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+  },
+  Object {
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+    "date": null,
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+  },
+  Object {
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+  },
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+    "row": 849,
+  },
+  Object {
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+    "order": "CA-2017-107503",
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+    "date": null,
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+    "row": 849,
+  },
+  Object {
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+    "date": 2020-06-17T00:00:00.000Z,
+    "order": "CA-2017-118437",
+    "row": 1013,
+  },
+  Object {
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+    "row": 1013,
+  },
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+    "date": null,
+    "order": null,
+    "row": 1013,
+  },
+  Object {
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+    "date": 2020-10-30T00:00:00.000Z,
+    "order": "CA-2017-139661",
+    "row": 1494,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
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+  },
+  Object {
+    "SUM(a.cnt)": "1",
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+    "order": "CA-2017-133648",
+    "row": 1995,
+  },
+  Object {
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+    "date": null,
+    "order": "CA-2017-133648",
+    "row": 1995,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 1995,
+  },
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+    "order": "CA-2017-138422",
+    "row": 2329,
+  },
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+    "row": 2329,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-03-17T00:00:00.000Z,
+    "order": "CA-2017-140949",
+    "row": 2455,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
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+    "order": "CA-2017-140949",
+    "row": 2455,
+  },
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+    "SUM(a.cnt)": "1",
+    "date": null,
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+    "row": 2455,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-05-13T00:00:00.000Z,
+    "order": "CA-2017-149048",
+    "row": 2595,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": "CA-2017-149048",
+    "row": 2595,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
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+    "row": 2595,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-09-17T00:00:00.000Z,
+    "order": "CA-2017-112515",
+    "row": 2655,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": "CA-2017-112515",
+    "row": 2655,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 2655,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-11-28T00:00:00.000Z,
+    "order": "CA-2017-123372",
+    "row": 2661,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": "CA-2017-123372",
+    "row": 2661,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 2661,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-11-12T00:00:00.000Z,
+    "order": "CA-2017-134915",
+    "row": 2952,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": "CA-2017-134915",
+    "row": 2952,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 2952,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-10-19T00:00:00.000Z,
+    "order": "CA-2017-131492",
+    "row": 3059,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
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+    "row": 3059,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 3059,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-10-19T00:00:00.000Z,
+    "order": "CA-2017-131492",
+    "row": 3060,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
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+    "order": "CA-2017-131492",
+    "row": 3060,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 3060,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-05-27T00:00:00.000Z,
+    "order": "US-2017-132297",
+    "row": 3083,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
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+  },
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+    "SUM(a.cnt)": "1",
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+    "row": 3083,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-06-11T00:00:00.000Z,
+    "order": "CA-2017-102554",
+    "row": 3448,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": "CA-2017-102554",
+    "row": 3448,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 3448,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-05-29T00:00:00.000Z,
+    "order": "CA-2017-144568",
+    "row": 3717,
+  },
+  Object {
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+  },
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+  },
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+  },
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+  },
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+    "order": "CA-2017-119284",
+    "row": 8697,
+  },
+  Object {
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+  },
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+    "order": "CA-2017-105620",
+    "row": 8958,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": "CA-2017-105620",
+    "row": 8958,
+  },
+  Object {
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+    "order": null,
+    "row": 8958,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-11-05T00:00:00.000Z,
+    "order": "CA-2017-102925",
+    "row": 9473,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
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+    "row": 9473,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 9473,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-06-25T00:00:00.000Z,
+    "order": "CA-2017-116127",
+    "row": 9584,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": "CA-2017-116127",
+    "row": 9584,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 9584,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-11-16T00:00:00.000Z,
+    "order": "CA-2017-160633",
+    "row": 9618,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": "CA-2017-160633",
+    "row": 9618,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 9618,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": 2020-11-16T00:00:00.000Z,
+    "order": "CA-2017-160633",
+    "row": 9619,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": "CA-2017-160633",
+    "row": 9619,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "date": null,
+    "order": null,
+    "row": 9619,
+  },
+  Object {
+    "SUM(a.cnt)": "44",
+    "date": null,
+    "order": null,
+    "row": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Nested Rollup: nested_rollup 1`] = `
+Array [
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+  },
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+  },
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+  },
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+  },
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+  },
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+  },
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+  },
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+  },
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+    "rowId": 3083,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 3083,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-06-11T00:00:00.000Z,
+    "orderId": "CA-2017-102554",
+    "rowId": 3448,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-102554",
+    "rowId": 3448,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 3448,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-05-29T00:00:00.000Z,
+    "orderId": "CA-2017-144568",
+    "rowId": 3717,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-144568",
+    "rowId": 3717,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 3717,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-09-02T00:00:00.000Z,
+    "orderId": "CA-2017-123001",
+    "rowId": 3934,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-123001",
+    "rowId": 3934,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 3934,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-11-21T00:00:00.000Z,
+    "orderId": "CA-2017-100811",
+    "rowId": 4012,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-100811",
+    "rowId": 4012,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 4012,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-12-24T00:00:00.000Z,
+    "orderId": "CA-2017-124296",
+    "rowId": 4031,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-124296",
+    "rowId": 4031,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 4031,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-05-14T00:00:00.000Z,
+    "orderId": "CA-2017-115546",
+    "rowId": 4161,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-115546",
+    "rowId": 4161,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 4161,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-11-11T00:00:00.000Z,
+    "orderId": "CA-2017-120327",
+    "rowId": 4227,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-120327",
+    "rowId": 4227,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 4227,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-11-02T00:00:00.000Z,
+    "orderId": "CA-2017-143567",
+    "rowId": 4882,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-143567",
+    "rowId": 4882,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 4882,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-09-01T00:00:00.000Z,
+    "orderId": "CA-2017-145653",
+    "rowId": 5220,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-145653",
+    "rowId": 5220,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 5220,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-12-14T00:00:00.000Z,
+    "orderId": "CA-2017-147333",
+    "rowId": 5277,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-147333",
+    "rowId": 5277,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 5277,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-06-03T00:00:00.000Z,
+    "orderId": "CA-2017-145772",
+    "rowId": 6125,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-145772",
+    "rowId": 6125,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 6125,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-12-01T00:00:00.000Z,
+    "orderId": "CA-2017-145660",
+    "rowId": 6205,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-145660",
+    "rowId": 6205,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 6205,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-12-02T00:00:00.000Z,
+    "orderId": "CA-2017-102379",
+    "rowId": 6272,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-102379",
+    "rowId": 6272,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 6272,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-05-14T00:00:00.000Z,
+    "orderId": "US-2017-133361",
+    "rowId": 6459,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "US-2017-133361",
+    "rowId": 6459,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 6459,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-09-08T00:00:00.000Z,
+    "orderId": "US-2017-124779",
+    "rowId": 6651,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "US-2017-124779",
+    "rowId": 6651,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 6651,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-03-26T00:00:00.000Z,
+    "orderId": "US-2017-141677",
+    "rowId": 7174,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "US-2017-141677",
+    "rowId": 7174,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 7174,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-12-04T00:00:00.000Z,
+    "orderId": "CA-2017-109183",
+    "rowId": 7293,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-109183",
+    "rowId": 7293,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 7293,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-06-10T00:00:00.000Z,
+    "orderId": "CA-2017-112172",
+    "rowId": 7310,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-112172",
+    "rowId": 7310,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 7310,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-04-10T00:00:00.000Z,
+    "orderId": "CA-2017-135069",
+    "rowId": 7425,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-135069",
+    "rowId": 7425,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 7425,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-12-14T00:00:00.000Z,
+    "orderId": "CA-2017-151799",
+    "rowId": 7698,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-151799",
+    "rowId": 7698,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 7698,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-10-12T00:00:00.000Z,
+    "orderId": "CA-2017-150091",
+    "rowId": 8425,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-150091",
+    "rowId": 8425,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8425,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-11-06T00:00:00.000Z,
+    "orderId": "US-2017-119319",
+    "rowId": 8621,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "US-2017-119319",
+    "rowId": 8621,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8621,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-02-16T00:00:00.000Z,
+    "orderId": "CA-2017-163265",
+    "rowId": 8673,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-163265",
+    "rowId": 8673,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8673,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-06-15T00:00:00.000Z,
+    "orderId": "CA-2017-119284",
+    "rowId": 8697,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-119284",
+    "rowId": 8697,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8697,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-09-17T00:00:00.000Z,
+    "orderId": "CA-2017-126928",
+    "rowId": 8878,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-126928",
+    "rowId": 8878,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8878,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-12-25T00:00:00.000Z,
+    "orderId": "CA-2017-105620",
+    "rowId": 8958,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-105620",
+    "rowId": 8958,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8958,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-11-05T00:00:00.000Z,
+    "orderId": "CA-2017-102925",
+    "rowId": 9473,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-102925",
+    "rowId": 9473,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 9473,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-06-25T00:00:00.000Z,
+    "orderId": "CA-2017-116127",
+    "rowId": 9584,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-116127",
+    "rowId": 9584,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 9584,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-11-16T00:00:00.000Z,
+    "orderId": "CA-2017-160633",
+    "rowId": 9618,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-160633",
+    "rowId": 9618,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 9618,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": 2020-11-16T00:00:00.000Z,
+    "orderId": "CA-2017-160633",
+    "rowId": 9619,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-160633",
+    "rowId": 9619,
+  },
+  Object {
+    "SUM(a.cnt)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 9619,
+  },
+  Object {
+    "SUM(a.cnt)": "44",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Rollup over exprs: rollup_over_exprs 1`] = `
+Array [
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Detroit",
+    "order": 944.96,
+    "orderData": 2020-01-23T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 944.96,
+    "orderData": 2020-01-23T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 944.96,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Lorain",
+    "order": 946.792,
+    "orderData": 2020-01-01T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 946.792,
+    "orderData": 2020-01-01T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 946.792,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Olympia",
+    "order": 1041.06,
+    "orderData": 2020-06-17T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 1041.06,
+    "orderData": 2020-06-17T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 1041.06,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Vancouver",
+    "order": 1513.28,
+    "orderData": 2020-10-30T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 1513.28,
+    "orderData": 2020-10-30T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 1513.28,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 2017.608,
+    "orderData": 2020-06-25T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 2017.608,
+    "orderData": 2020-06-25T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 2017.608,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 2357.704,
+    "orderData": 2020-09-23T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 2357.704,
+    "orderData": 2020-09-23T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 2357.704,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "New York City",
+    "order": 2598.2,
+    "orderData": 2020-03-17T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 2598.2,
+    "orderData": 2020-03-17T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 2598.2,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 2956.92,
+    "orderData": 2020-05-13T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 2956.92,
+    "orderData": 2020-05-13T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 2956.92,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "San Francisco",
+    "order": 3108.736,
+    "orderData": 2020-10-19T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3108.736,
+    "orderData": 2020-10-19T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3108.736,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "San Francisco",
+    "order": 3120.12,
+    "orderData": 2020-10-19T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3120.12,
+    "orderData": 2020-10-19T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3120.12,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Glendale",
+    "order": 3179.776,
+    "orderData": 2020-11-12T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3179.776,
+    "orderData": 2020-11-12T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3179.776,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Auburn",
+    "order": 3455.52,
+    "orderData": 2020-06-11T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3455.52,
+    "orderData": 2020-06-11T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3455.52,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Omaha",
+    "order": 3764.1,
+    "orderData": 2020-05-29T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3764.1,
+    "orderData": 2020-05-29T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3764.1,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Bakersfield",
+    "order": 3952.8,
+    "orderData": 2020-09-02T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3952.8,
+    "orderData": 2020-09-02T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 3952.8,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Philadelphia",
+    "order": 4090.592,
+    "orderData": 2020-11-21T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 4090.592,
+    "orderData": 2020-11-21T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 4090.592,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Louisville",
+    "order": 4162.94,
+    "orderData": 2020-05-27T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 4162.94,
+    "orderData": 2020-05-27T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 4162.94,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 4318.84,
+    "orderData": 2020-11-11T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 4318.84,
+    "orderData": 2020-11-11T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 4318.84,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Lafayette",
+    "order": 4496.76,
+    "orderData": 2020-12-24T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 4496.76,
+    "orderData": 2020-12-24T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 4496.76,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Provo",
+    "order": 5240.88,
+    "orderData": 2020-09-17T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 5240.88,
+    "orderData": 2020-09-17T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 5240.88,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "New York City",
+    "order": 5240.94,
+    "orderData": 2020-05-14T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 5240.94,
+    "orderData": 2020-05-14T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 5240.94,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 5366.5,
+    "orderData": 2020-12-14T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 5366.5,
+    "orderData": 2020-12-14T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 5366.5,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Los Angeles",
+    "order": 6214.5,
+    "orderData": 2020-06-03T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6214.5,
+    "orderData": 2020-06-03T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6214.5,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Detroit",
+    "order": 6216.52,
+    "orderData": 2020-09-01T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6216.52,
+    "orderData": 2020-09-01T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6216.52,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Marion",
+    "order": 6220.424,
+    "orderData": 2020-12-01T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6220.424,
+    "orderData": 2020-12-01T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6220.424,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Baltimore",
+    "order": 6466.52,
+    "orderData": 2020-05-14T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6466.52,
+    "orderData": 2020-05-14T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6466.52,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 6620.78,
+    "orderData": 2020-11-28T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6620.78,
+    "orderData": 2020-11-28T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6620.78,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Oakland",
+    "order": 6631.8,
+    "orderData": 2020-12-02T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6631.8,
+    "orderData": 2020-12-02T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6631.8,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Arlington",
+    "order": 6742.84,
+    "orderData": 2020-09-08T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6742.84,
+    "orderData": 2020-09-08T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 6742.84,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "New York City",
+    "order": 7338.26,
+    "orderData": 2020-06-10T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 7338.26,
+    "orderData": 2020-06-10T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 7338.26,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Philadelphia",
+    "order": 7498.344,
+    "orderData": 2020-04-10T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 7498.344,
+    "orderData": 2020-04-10T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 7498.344,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 8591,
+    "orderData": 2020-12-04T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 8591,
+    "orderData": 2020-12-04T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 8591,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Dallas",
+    "order": 8682.12,
+    "orderData": 2020-11-06T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 8682.12,
+    "orderData": 2020-11-06T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 8682.12,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Decatur",
+    "order": 8709.736,
+    "orderData": 2020-02-16T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 8709.736,
+    "orderData": 2020-02-16T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 8709.736,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 9176.952,
+    "orderData": 2020-06-15T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9176.952,
+    "orderData": 2020-06-15T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9176.952,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 9198,
+    "orderData": 2020-12-25T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9198,
+    "orderData": 2020-12-25T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9198,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 9381.82,
+    "orderData": 2020-11-02T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9381.82,
+    "orderData": 2020-11-02T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9381.82,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "New York City",
+    "order": 9729.248,
+    "orderData": 2020-11-05T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9729.248,
+    "orderData": 2020-11-05T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9729.248,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Bowling",
+    "order": 9791.704,
+    "orderData": 2020-11-16T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9791.704,
+    "orderData": 2020-11-16T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9791.704,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Morristown",
+    "order": 9838,
+    "orderData": 2020-09-17T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9838,
+    "orderData": 2020-09-17T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 9838,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 10097.96,
+    "orderData": 2020-12-14T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 10097.96,
+    "orderData": 2020-12-14T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 10097.96,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "New York City",
+    "order": 10385.568,
+    "orderData": 2020-06-25T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 10385.568,
+    "orderData": 2020-06-25T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 10385.568,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": 11417.964,
+    "orderData": 2020-11-16T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 11417.964,
+    "orderData": 2020-11-16T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 11417.964,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Houston",
+    "order": 11973.92,
+    "orderData": 2020-03-26T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 11973.92,
+    "orderData": 2020-03-26T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 11973.92,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Lakewood",
+    "order": 12734.8,
+    "orderData": 2020-10-12T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 12734.8,
+    "orderData": 2020-10-12T00:00:00.000Z,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": 12734.8,
+    "orderData": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "44",
+    "city": null,
+    "order": null,
+    "orderData": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Rollup with aliases: rollup_with_aliases 1`] = `
+Array [
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Detroit",
+    "order": "CA-2017-145142",
+    "orderData": 2020-01-23T00:00:00.000Z,
+    "row": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": "CA-2017-145142",
+    "orderData": 2020-01-23T00:00:00.000Z,
+    "row": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Detroit",
+    "order": null,
+    "orderData": 2020-01-23T00:00:00.000Z,
+    "row": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-01-23T00:00:00.000Z,
+    "row": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Lorain",
+    "order": "CA-2017-107503",
+    "orderData": 2020-01-01T00:00:00.000Z,
+    "row": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": "CA-2017-107503",
+    "orderData": 2020-01-01T00:00:00.000Z,
+    "row": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Lorain",
+    "order": null,
+    "orderData": 2020-01-01T00:00:00.000Z,
+    "row": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-01-01T00:00:00.000Z,
+    "row": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Olympia",
+    "order": "CA-2017-118437",
+    "orderData": 2020-06-17T00:00:00.000Z,
+    "row": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": "CA-2017-118437",
+    "orderData": 2020-06-17T00:00:00.000Z,
+    "row": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Olympia",
+    "order": null,
+    "orderData": 2020-06-17T00:00:00.000Z,
+    "row": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-06-17T00:00:00.000Z,
+    "row": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Vancouver",
+    "order": "CA-2017-139661",
+    "orderData": 2020-10-30T00:00:00.000Z,
+    "row": 1494,
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+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-09-01T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Bakersfield",
+    "order": null,
+    "orderData": 2020-09-02T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-09-02T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Arlington",
+    "order": null,
+    "orderData": 2020-09-08T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-09-08T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Morristown",
+    "order": null,
+    "orderData": 2020-09-17T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Provo",
+    "order": null,
+    "orderData": 2020-09-17T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "2",
+    "city": null,
+    "order": null,
+    "orderData": 2020-09-17T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": null,
+    "orderData": 2020-09-23T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-09-23T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Lakewood",
+    "order": null,
+    "orderData": 2020-10-12T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-10-12T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "2",
+    "city": "San Francisco",
+    "order": null,
+    "orderData": 2020-10-19T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "2",
+    "city": null,
+    "order": null,
+    "orderData": 2020-10-19T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Vancouver",
+    "order": null,
+    "orderData": 2020-10-30T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-10-30T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": null,
+    "orderData": 2020-11-02T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-11-02T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "New York City",
+    "order": null,
+    "orderData": 2020-11-05T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-11-05T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Dallas",
+    "order": null,
+    "orderData": 2020-11-06T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-11-06T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": null,
+    "orderData": 2020-11-11T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-11-11T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Glendale",
+    "order": null,
+    "orderData": 2020-11-12T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-11-12T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Bowling",
+    "order": null,
+    "orderData": 2020-11-16T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": null,
+    "orderData": 2020-11-16T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "2",
+    "city": null,
+    "order": null,
+    "orderData": 2020-11-16T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Philadelphia",
+    "order": null,
+    "orderData": 2020-11-21T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-11-21T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": null,
+    "orderData": 2020-11-28T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-11-28T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Marion",
+    "order": null,
+    "orderData": 2020-12-01T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-12-01T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Oakland",
+    "order": null,
+    "orderData": 2020-12-02T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-12-02T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": null,
+    "orderData": 2020-12-04T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-12-04T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "2",
+    "city": "Columbus",
+    "order": null,
+    "orderData": 2020-12-14T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "2",
+    "city": null,
+    "order": null,
+    "orderData": 2020-12-14T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Lafayette",
+    "order": null,
+    "orderData": 2020-12-24T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-12-24T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": "Columbus",
+    "order": null,
+    "orderData": 2020-12-25T00:00:00.000Z,
+    "row": null,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "city": null,
+    "order": null,
+    "orderData": 2020-12-25T00:00:00.000Z,
+    "row": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Simple Rollup: simple_rollup 1`] = `
+Array [
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-01-23T00:00:00.000Z,
+    "orderId": "CA-2017-145142",
+    "rowId": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-145142",
+    "rowId": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 523,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-01-01T00:00:00.000Z,
+    "orderId": "CA-2017-107503",
+    "rowId": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-107503",
+    "rowId": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 849,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-06-17T00:00:00.000Z,
+    "orderId": "CA-2017-118437",
+    "rowId": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-118437",
+    "rowId": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 1013,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-10-30T00:00:00.000Z,
+    "orderId": "CA-2017-139661",
+    "rowId": 1494,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-139661",
+    "rowId": 1494,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 1494,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-06-25T00:00:00.000Z,
+    "orderId": "CA-2017-133648",
+    "rowId": 1995,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-133648",
+    "rowId": 1995,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 1995,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-09-23T00:00:00.000Z,
+    "orderId": "CA-2017-138422",
+    "rowId": 2329,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-138422",
+    "rowId": 2329,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 2329,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-03-17T00:00:00.000Z,
+    "orderId": "CA-2017-140949",
+    "rowId": 2455,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-140949",
+    "rowId": 2455,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 2455,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-05-13T00:00:00.000Z,
+    "orderId": "CA-2017-149048",
+    "rowId": 2595,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-149048",
+    "rowId": 2595,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 2595,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-09-17T00:00:00.000Z,
+    "orderId": "CA-2017-112515",
+    "rowId": 2655,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-112515",
+    "rowId": 2655,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 2655,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-11-28T00:00:00.000Z,
+    "orderId": "CA-2017-123372",
+    "rowId": 2661,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-123372",
+    "rowId": 2661,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 2661,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-11-12T00:00:00.000Z,
+    "orderId": "CA-2017-134915",
+    "rowId": 2952,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-134915",
+    "rowId": 2952,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 2952,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-10-19T00:00:00.000Z,
+    "orderId": "CA-2017-131492",
+    "rowId": 3059,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-131492",
+    "rowId": 3059,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 3059,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-10-19T00:00:00.000Z,
+    "orderId": "CA-2017-131492",
+    "rowId": 3060,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-131492",
+    "rowId": 3060,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 3060,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-05-27T00:00:00.000Z,
+    "orderId": "US-2017-132297",
+    "rowId": 3083,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "US-2017-132297",
+    "rowId": 3083,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 3083,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-06-11T00:00:00.000Z,
+    "orderId": "CA-2017-102554",
+    "rowId": 3448,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-102554",
+    "rowId": 3448,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 3448,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-05-29T00:00:00.000Z,
+    "orderId": "CA-2017-144568",
+    "rowId": 3717,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-144568",
+    "rowId": 3717,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 3717,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-09-02T00:00:00.000Z,
+    "orderId": "CA-2017-123001",
+    "rowId": 3934,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-123001",
+    "rowId": 3934,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 3934,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-11-21T00:00:00.000Z,
+    "orderId": "CA-2017-100811",
+    "rowId": 4012,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-100811",
+    "rowId": 4012,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 4012,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-12-24T00:00:00.000Z,
+    "orderId": "CA-2017-124296",
+    "rowId": 4031,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-124296",
+    "rowId": 4031,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 4031,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-05-14T00:00:00.000Z,
+    "orderId": "CA-2017-115546",
+    "rowId": 4161,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-115546",
+    "rowId": 4161,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 4161,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-11-11T00:00:00.000Z,
+    "orderId": "CA-2017-120327",
+    "rowId": 4227,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-120327",
+    "rowId": 4227,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 4227,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-11-02T00:00:00.000Z,
+    "orderId": "CA-2017-143567",
+    "rowId": 4882,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-143567",
+    "rowId": 4882,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 4882,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-09-01T00:00:00.000Z,
+    "orderId": "CA-2017-145653",
+    "rowId": 5220,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-145653",
+    "rowId": 5220,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 5220,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-12-14T00:00:00.000Z,
+    "orderId": "CA-2017-147333",
+    "rowId": 5277,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-147333",
+    "rowId": 5277,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 5277,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-06-03T00:00:00.000Z,
+    "orderId": "CA-2017-145772",
+    "rowId": 6125,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-145772",
+    "rowId": 6125,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 6125,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-12-01T00:00:00.000Z,
+    "orderId": "CA-2017-145660",
+    "rowId": 6205,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-145660",
+    "rowId": 6205,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 6205,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-12-02T00:00:00.000Z,
+    "orderId": "CA-2017-102379",
+    "rowId": 6272,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-102379",
+    "rowId": 6272,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 6272,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-05-14T00:00:00.000Z,
+    "orderId": "US-2017-133361",
+    "rowId": 6459,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "US-2017-133361",
+    "rowId": 6459,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 6459,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-09-08T00:00:00.000Z,
+    "orderId": "US-2017-124779",
+    "rowId": 6651,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "US-2017-124779",
+    "rowId": 6651,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 6651,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-03-26T00:00:00.000Z,
+    "orderId": "US-2017-141677",
+    "rowId": 7174,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "US-2017-141677",
+    "rowId": 7174,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 7174,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-12-04T00:00:00.000Z,
+    "orderId": "CA-2017-109183",
+    "rowId": 7293,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-109183",
+    "rowId": 7293,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 7293,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-06-10T00:00:00.000Z,
+    "orderId": "CA-2017-112172",
+    "rowId": 7310,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-112172",
+    "rowId": 7310,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 7310,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-04-10T00:00:00.000Z,
+    "orderId": "CA-2017-135069",
+    "rowId": 7425,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-135069",
+    "rowId": 7425,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 7425,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-12-14T00:00:00.000Z,
+    "orderId": "CA-2017-151799",
+    "rowId": 7698,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-151799",
+    "rowId": 7698,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 7698,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-10-12T00:00:00.000Z,
+    "orderId": "CA-2017-150091",
+    "rowId": 8425,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-150091",
+    "rowId": 8425,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8425,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-11-06T00:00:00.000Z,
+    "orderId": "US-2017-119319",
+    "rowId": 8621,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "US-2017-119319",
+    "rowId": 8621,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8621,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-02-16T00:00:00.000Z,
+    "orderId": "CA-2017-163265",
+    "rowId": 8673,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-163265",
+    "rowId": 8673,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8673,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-06-15T00:00:00.000Z,
+    "orderId": "CA-2017-119284",
+    "rowId": 8697,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-119284",
+    "rowId": 8697,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8697,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-09-17T00:00:00.000Z,
+    "orderId": "CA-2017-126928",
+    "rowId": 8878,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-126928",
+    "rowId": 8878,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8878,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-12-25T00:00:00.000Z,
+    "orderId": "CA-2017-105620",
+    "rowId": 8958,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-105620",
+    "rowId": 8958,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 8958,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-11-05T00:00:00.000Z,
+    "orderId": "CA-2017-102925",
+    "rowId": 9473,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-102925",
+    "rowId": 9473,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 9473,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-06-25T00:00:00.000Z,
+    "orderId": "CA-2017-116127",
+    "rowId": 9584,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-116127",
+    "rowId": 9584,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 9584,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-11-16T00:00:00.000Z,
+    "orderId": "CA-2017-160633",
+    "rowId": 9618,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-160633",
+    "rowId": 9618,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 9618,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": 2020-11-16T00:00:00.000Z,
+    "orderId": "CA-2017-160633",
+    "rowId": 9619,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": "CA-2017-160633",
+    "rowId": 9619,
+  },
+  Object {
+    "SUM(ECommerce.count)": "1",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": 9619,
+  },
+  Object {
+    "SUM(ECommerce.count)": "44",
+    "orderDate": null,
+    "orderId": null,
+    "rowId": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: metabase count cast to float32 from push down: metabase_count_cast_to_float32_from_push_down 1`] = `
+Array [
+  Object {
+    "a0": 41,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: post-aggregate percentage of total: post_aggregate_percentage_of_total 1`] = `
+Array [
+  Object {
+    "SUM(BigECommerce.percentageOfTotalForStatus)": 100,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: powerbi min max push down: powerbi_min_max_push_down 1`] = `
+Array [
+  Object {
+    "a0": 2020-12-25T00:00:00.000Z,
+    "a1": 2020-01-01T00:00:00.000Z,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: powerbi min max ungrouped flag: powerbi_min_max_ungrouped_flag 1`] = `
+Array [
+  Object {
+    "a0": "39",
+    "a1": 3.76,
+    "a2": 2399.96,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: reuse params: reuse_params 1`] = `
+Array [
+  Object {
+    "c0": 2020-01-01T00:00:00.000Z,
+    "m0": 17372,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: ungrouped pre-agg: ungrouped_pre_agg 1`] = `
+Array [
+  Object {
+    "productName": "Canon PC1080F Personal Copier",
+    "totalSales": 2399.96,
+  },
+  Object {
+    "productName": "Logitech di_Novo Edge Keyboard",
+    "totalSales": 2249.91,
+  },
+  Object {
+    "productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "totalSales": 2154.9,
+  },
+  Object {
+    "productName": "Google Nexus 5",
+    "totalSales": 1979.89,
+  },
+  Object {
+    "productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "totalSales": 1292.94,
+  },
+  Object {
+    "productName": "Canon PC1080F Personal Copier",
+    "totalSales": 1199.98,
+  },
+  Object {
+    "productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "totalSales": 899.982,
+  },
+  Object {
+    "productName": "Okidata C610n Printer",
+    "totalSales": 649,
+  },
+  Object {
+    "productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "totalSales": 600,
+  },
+  Object {
+    "productName": "Google Nexus 6",
+    "totalSales": 539.97,
+  },
+  Object {
+    "productName": "Google Nexus 7",
+    "totalSales": 539.97,
+  },
+  Object {
+    "productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "totalSales": 498.26,
+  },
+  Object {
+    "productName": "DMI Eclipse Executive Suite Bookcases",
+    "totalSales": 400.784,
+  },
+  Object {
+    "productName": "HTC One",
+    "totalSales": 239.976,
+  },
+  Object {
+    "productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "totalSales": 232.88,
+  },
+  Object {
+    "productName": "Balt Solid Wood Rectangular Table",
+    "totalSales": 210.98,
+  },
+  Object {
+    "productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "totalSales": 180.96,
+  },
+  Object {
+    "productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "totalSales": 179.9,
+  },
+  Object {
+    "productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "totalSales": 128.124,
+  },
+  Object {
+    "productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "totalSales": 113.888,
+  },
+  Object {
+    "productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "totalSales": 86.352,
+  },
+  Object {
+    "productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "totalSales": 71.6,
+  },
+  Object {
+    "productName": "Linden 10 Round Wall Clock, Black",
+    "totalSales": 48.896,
+  },
+  Object {
+    "productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "totalSales": 45.92,
+  },
+  Object {
+    "productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "totalSales": 45.92,
+  },
+  Object {
+    "productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "totalSales": 44.75,
+  },
+  Object {
+    "productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "totalSales": 44.75,
+  },
+  Object {
+    "productName": "Recycled Eldon Regeneration Jumbo File",
+    "totalSales": 39.296,
+  },
+  Object {
+    "productName": "Linden 10 Round Wall Clock, Black",
+    "totalSales": 36.672,
+  },
+  Object {
+    "productName": "Linden 10 Round Wall Clock, Black",
+    "totalSales": 30.56,
+  },
+  Object {
+    "productName": "Linden 10 Round Wall Clock, Black",
+    "totalSales": 30.56,
+  },
+  Object {
+    "productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "totalSales": 24.368,
+  },
+  Object {
+    "productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "totalSales": 23.55,
+  },
+  Object {
+    "productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "totalSales": 18.368,
+  },
+  Object {
+    "productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "totalSales": 14.352,
+  },
+  Object {
+    "productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "totalSales": 14.13,
+  },
+  Object {
+    "productName": "Project Tote Personal File",
+    "totalSales": 14.03,
+  },
+  Object {
+    "productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "totalSales": 11.304,
+  },
+  Object {
+    "productName": "Magna Visual Magnetic Picture Hangers",
+    "totalSales": 9.64,
+  },
+  Object {
+    "productName": "OIC #2 Pencils, Medium Soft",
+    "totalSales": 9.4,
+  },
+  Object {
+    "productName": "Magna Visual Magnetic Picture Hangers",
+    "totalSales": 7.712,
+  },
+  Object {
+    "productName": "OIC #2 Pencils, Medium Soft",
+    "totalSales": 3.76,
+  },
+  Object {
+    "productName": "OIC #2 Pencils, Medium Soft",
+    "totalSales": 3.76,
+  },
+  Object {
+    "productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "totalSales": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: contains + dimensions, first 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: contains + dimensions, second 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: contains + dimensions, third 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: endsWith filter + dimensions, first 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: endsWith filter + dimensions, second 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: endsWith filter + dimensions, third 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notEndsWith filter + dimensions, first 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notEndsWith filter + dimensions, second 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notEndsWith filter + dimensions, third 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notStartsWith + dimensions, first 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notStartsWith + dimensions, second 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notStartsWith + dimensions, third 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: startsWith + dimensions, first 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: startsWith + dimensions, second 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: startsWith + dimensions, third 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: contains dimensions, first 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Detroit",
+    "ECommerce.customerId": "MC-17605",
+    "ECommerce.customerName": "Customer 31",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-01-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145142",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.profit": "21.09800",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 523,
+    "ECommerce.sales": "210.98000",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "ECommerce.profit": "-3.35060",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3060,
+    "ECommerce.sales": "24.36800",
+    "ECommerce.subCategory": "Tables",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: contains dimensions, second 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Detroit",
+    "ECommerce.customerId": "MC-17605",
+    "ECommerce.customerName": "Customer 31",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-01-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145142",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.profit": "21.09800",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 523,
+    "ECommerce.sales": "210.98000",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lorain",
+    "ECommerce.customerId": "GA-14725",
+    "ECommerce.customerName": "Customer 19",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-107503",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "8.55680",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 849,
+    "ECommerce.sales": "48.89600",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Vancouver",
+    "ECommerce.customerId": "JW-15220",
+    "ECommerce.customerName": "Customer 26",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-30T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-139661",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.profit": "3.66320",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 1494,
+    "ECommerce.sales": "9.64000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "10.39040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3059,
+    "ECommerce.sales": "30.56000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "ECommerce.profit": "-3.35060",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3060,
+    "ECommerce.sales": "24.36800",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Marion",
+    "ECommerce.customerId": "MG-17650",
+    "ECommerce.customerName": "Customer 32",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145660",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.profit": "1.73520",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 6205,
+    "ECommerce.sales": "7.71200",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.customerId": "BS-11755",
+    "ECommerce.customerName": "Customer 10",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-04-10T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-135069",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "6.41760",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 7425,
+    "ECommerce.sales": "36.67200",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Dallas",
+    "ECommerce.customerId": "LC-17050",
+    "ECommerce.customerName": "Customer 29",
+    "ECommerce.discount": "0.60000",
+    "ECommerce.orderDate": "2020-11-06T00:00:00.000",
+    "ECommerce.orderId": "US-2017-119319",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "-19.86400",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 8621,
+    "ECommerce.sales": "30.56000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: contains dimensions, third 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: endsWith + dimensions, first 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Marion",
+    "ECommerce.customerId": "MG-17650",
+    "ECommerce.customerName": "Customer 32",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145660",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.profit": "1.73520",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 6205,
+    "ECommerce.sales": "7.71200",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "JH-15430",
+    "ECommerce.customerName": "Customer 23",
+    "ECommerce.discount": "0.50000",
+    "ECommerce.orderDate": "2020-12-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-105620",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.profit": "-7.20000",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 8958,
+    "ECommerce.sales": "120.00000",
+    "ECommerce.subCategory": "Machines",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: endsWith + dimensions, second 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Detroit",
+    "ECommerce.customerId": "MC-17605",
+    "ECommerce.customerName": "Customer 31",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-01-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145142",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.profit": "21.09800",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 523,
+    "ECommerce.sales": "210.98000",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Vancouver",
+    "ECommerce.customerId": "JW-15220",
+    "ECommerce.customerName": "Customer 26",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-30T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-139661",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.profit": "3.66320",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 1494,
+    "ECommerce.sales": "9.64000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "KN-16705",
+    "ECommerce.customerName": "Customer 28",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-09-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-138422",
+    "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "ECommerce.profit": "5.20260",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2329,
+    "ECommerce.sales": "14.35200",
+    "ECommerce.subCategory": "Envelopes",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "DG-13300",
+    "ECommerce.customerName": "Customer 16",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-11-28T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123372",
+    "ECommerce.productName": "Google Nexus 5",
+    "ECommerce.profit": "494.97250",
+    "ECommerce.quantity": 11,
+    "ECommerce.rowId": 2661,
+    "ECommerce.sales": "1979.89000",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "10.39040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3059,
+    "ECommerce.sales": "30.56000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "ECommerce.profit": "-3.35060",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3060,
+    "ECommerce.sales": "24.36800",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bakersfield",
+    "ECommerce.customerId": "AW-10840",
+    "ECommerce.customerName": "Customer 4",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123001",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "2.72600",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 3934,
+    "ECommerce.sales": "9.40000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.customerId": "CC-12475",
+    "ECommerce.customerName": "Customer 12",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-21T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-100811",
+    "ECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
+    "ECommerce.profit": "3.92960",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 4012,
+    "ECommerce.sales": "39.29600",
+    "ECommerce.subCategory": "Storage",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Los Angeles",
+    "ECommerce.customerId": "SS-20140",
+    "ECommerce.customerName": "Customer 38",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-03T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145772",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "ECommerce.profit": "8.50250",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 6125,
+    "ECommerce.sales": "44.75000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Baltimore",
+    "ECommerce.customerId": "AJ-10780",
+    "ECommerce.customerName": "Customer 2",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "ECommerce.orderId": "US-2017-133361",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "1.09040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 6459,
+    "ECommerce.sales": "3.76000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "MM-18280",
+    "ECommerce.customerName": "Customer 34",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-10T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-112172",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.profit": "0.70650",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 7310,
+    "ECommerce.sales": "14.13000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lakewood",
+    "ECommerce.customerId": "NP-18670",
+    "ECommerce.customerName": "Customer 35",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-12T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-150091",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.profit": "129.29400",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 8425,
+    "ECommerce.sales": "2154.90000",
+    "ECommerce.subCategory": "Bookcases",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: endsWith + dimensions, third 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: startsWith + dimensions, first 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Provo",
+    "ECommerce.customerId": "AS-10225",
+    "ECommerce.customerName": "Customer 3",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-112515",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.profit": "77.57640",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2655,
+    "ECommerce.sales": "1292.94000",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bakersfield",
+    "ECommerce.customerId": "AW-10840",
+    "ECommerce.customerName": "Customer 4",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123001",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "2.72600",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 3934,
+    "ECommerce.sales": "9.40000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "AH-10465",
+    "ECommerce.customerName": "Customer 1",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-115546",
+    "ECommerce.productName": "Google Nexus 7",
+    "ECommerce.profit": "134.99250",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 4161,
+    "ECommerce.sales": "539.97000",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Baltimore",
+    "ECommerce.customerId": "AJ-10780",
+    "ECommerce.customerName": "Customer 2",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "ECommerce.orderId": "US-2017-133361",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "1.09040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 6459,
+    "ECommerce.sales": "3.76000",
+    "ECommerce.subCategory": "Art",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: startsWith + dimensions, second 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BM-11650",
+    "ECommerce.customerName": "Customer 8",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-13T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-149048",
+    "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "ECommerce.profit": "81.43200",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 2595,
+    "ECommerce.sales": "180.96000",
+    "ECommerce.subCategory": "Envelopes",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Provo",
+    "ECommerce.customerId": "AS-10225",
+    "ECommerce.customerName": "Customer 3",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-112515",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.profit": "77.57640",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2655,
+    "ECommerce.sales": "1292.94000",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bakersfield",
+    "ECommerce.customerId": "AW-10840",
+    "ECommerce.customerName": "Customer 4",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123001",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "2.72600",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 3934,
+    "ECommerce.sales": "9.40000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "AH-10465",
+    "ECommerce.customerName": "Customer 1",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-115546",
+    "ECommerce.productName": "Google Nexus 7",
+    "ECommerce.profit": "134.99250",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 4161,
+    "ECommerce.sales": "539.97000",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Oakland",
+    "ECommerce.customerId": "BB-11545",
+    "ECommerce.customerName": "Customer 5",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-102379",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.profit": "44.97500",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 6272,
+    "ECommerce.sales": "179.90000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Baltimore",
+    "ECommerce.customerId": "AJ-10780",
+    "ECommerce.customerName": "Customer 2",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "ECommerce.orderId": "US-2017-133361",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "1.09040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 6459,
+    "ECommerce.sales": "3.76000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Arlington",
+    "ECommerce.customerId": "BF-11020",
+    "ECommerce.customerName": "Customer 6",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-09-08T00:00:00.000",
+    "ECommerce.orderId": "US-2017-124779",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.profit": "15.49800",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 6651,
+    "ECommerce.sales": "45.92000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.customerId": "BS-11755",
+    "ECommerce.customerName": "Customer 10",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-04-10T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-135069",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "6.41760",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 7425,
+    "ECommerce.sales": "36.67200",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BF-11170",
+    "ECommerce.customerName": "Customer 7",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-14T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-151799",
+    "ECommerce.productName": "Canon PC1080F Personal Copier",
+    "ECommerce.profit": "467.99220",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 7698,
+    "ECommerce.sales": "1199.98000",
+    "ECommerce.subCategory": "Copiers",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BS-11380",
+    "ECommerce.customerName": "Customer 9",
+    "ECommerce.discount": "0.40000",
+    "ECommerce.orderDate": "2020-11-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-160633",
+    "ECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "ECommerce.profit": "74.99850",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 9618,
+    "ECommerce.sales": "899.98200",
+    "ECommerce.subCategory": "Copiers",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bowling",
+    "ECommerce.customerId": "BS-11380",
+    "ECommerce.customerName": "Customer 9",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-160633",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.profit": "5.39700",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 9619,
+    "ECommerce.sales": "86.35200",
+    "ECommerce.subCategory": "Art",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: startsWith + dimensions, third 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains + dimensions + order, first 1`] = `
+Array [
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Balt Solid Wood Rectangular Table",
+    "Products.subCategory": "Tables",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains + dimensions + order, second 1`] = `
+Array [
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Linden 10 Round Wall Clock, Black",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Magna Visual Magnetic Picture Hangers",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Balt Solid Wood Rectangular Table",
+    "Products.subCategory": "Tables",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains + dimensions + order, third 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains with special chars + dimensions 1`] = `
+Array [
+  Object {
+    "Products.productName": "Logitech di_Novo Edge Keyboard",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: endsWith filter + dimensions + order, first 1`] = `
+Array [
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "DMI Eclipse Executive Suite Bookcases",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Balt Solid Wood Rectangular Table",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "Products.subCategory": "Envelopes",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "Products.subCategory": "Envelopes",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Logitech di_Novo Edge Keyboard",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "Products.subCategory": "Machines",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Okidata C610n Printer",
+    "Products.subCategory": "Machines",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 5",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 6",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 7",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "HTC One",
+    "Products.subCategory": "Phones",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: endsWith filter + dimensions + order, second 1`] = `
+Array [
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "DMI Eclipse Executive Suite Bookcases",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Linden 10 Round Wall Clock, Black",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Magna Visual Magnetic Picture Hangers",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Balt Solid Wood Rectangular Table",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "Products.subCategory": "Envelopes",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "Products.subCategory": "Envelopes",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Logitech di_Novo Edge Keyboard",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "Products.subCategory": "Machines",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Okidata C610n Printer",
+    "Products.subCategory": "Machines",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 5",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 6",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 7",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "HTC One",
+    "Products.subCategory": "Phones",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: endsWith filter + dimensions + order, third 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: startsWith filter + dimensions + order, first 1`] = `
+Array [
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "OIC #2 Pencils, Medium Soft",
+    "Products.subCategory": "Art",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Okidata C610n Printer",
+    "Products.subCategory": "Machines",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: startsWith filter + dimensions + order, second 1`] = `
+Array [
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "OIC #2 Pencils, Medium Soft",
+    "Products.subCategory": "Art",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Okidata C610n Printer",
+    "Products.subCategory": "Machines",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: startsWith filter + dimensions + order, third 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response pre-aggregations Customers: running total without time dimension 1`] = `
+Array [
+  Object {
+    "Customers.runningTotal": "41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: null boolean 1`] = `
+Array [
+  Object {
+    "BigECommerce.returning": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: null sum 1`] = `
+Array [
+  Object {
+    "BigECommerce.totalSales": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: partitioned pre-agg 1`] = `
+Array [
+  Object {
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "BigECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "BigECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "BigECommerce.totalQuantity": "4",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-02-01T00:00:00.000Z",
+    "BigECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-03-01T00:00:00.000Z",
+    "BigECommerce.productName": "Canon PC1080F Personal Copier",
+    "BigECommerce.totalQuantity": "5",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-03-01T00:00:00.000Z",
+    "BigECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "BigECommerce.totalQuantity": "8",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-04-01T00:00:00.000Z",
+    "BigECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "BigECommerce.totalQuantity": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "BigECommerce.productName": "Google Nexus 6",
+    "BigECommerce.totalQuantity": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "BigECommerce.productName": "Google Nexus 7",
+    "BigECommerce.totalQuantity": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "BigECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "BigECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "BigECommerce.totalQuantity": "5",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "BigECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
+    "BigECommerce.totalQuantity": "1",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.productName": "HTC One",
+    "BigECommerce.totalQuantity": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "BigECommerce.totalQuantity": "5",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "BigECommerce.totalQuantity": "6",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.productName": "Project Tote Personal File",
+    "BigECommerce.totalQuantity": "1",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "BigECommerce.totalQuantity": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "BigECommerce.totalQuantity": "7",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "BigECommerce.totalQuantity": "4",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "BigECommerce.totalQuantity": "5",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "BigECommerce.totalQuantity": "5",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "BigECommerce.totalQuantity": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "BigECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "BigECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "BigECommerce.totalQuantity": "5",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "BigECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "BigECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.productName": "Google Nexus 5",
+    "BigECommerce.totalQuantity": "11",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "BigECommerce.totalQuantity": "4",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "BigECommerce.totalQuantity": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "BigECommerce.totalQuantity": "5",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.productName": "Logitech di_Novo Edge Keyboard",
+    "BigECommerce.totalQuantity": "9",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "BigECommerce.totalQuantity": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
+    "BigECommerce.totalQuantity": "4",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "BigECommerce.totalQuantity": "4",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.productName": "Canon PC1080F Personal Copier",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "BigECommerce.totalQuantity": "4",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "BigECommerce.totalQuantity": "5",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.productName": "Okidata C610n Printer",
+    "BigECommerce.totalQuantity": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "BigECommerce.totalQuantity": "5",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: partitioned pre-agg with multi time dimension 1`] = `
+Array [
+  Object {
+    "BigECommerce.completedDate": "2020-01-02T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-01-24T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-01-23T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-02-17T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-02-16T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-03-18T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-03-17T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-03-27T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-03-26T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-04-11T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-04-10T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-05-14T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-05-13T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-05-15T00:00:00.000Z",
+    "BigECommerce.count": "2",
+    "BigECommerce.orderDate": "2020-05-14T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-05-28T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-05-27T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-05-30T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-05-29T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-06-04T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-06-03T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-06-11T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-06-10T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-06-12T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-06-11T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-06-16T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-06-15T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-06-18T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-06-17T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-06-26T00:00:00.000Z",
+    "BigECommerce.count": "2",
+    "BigECommerce.orderDate": "2020-06-25T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-09-02T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-09-03T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-09-02T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-09-09T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-09-08T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-09-18T00:00:00.000Z",
+    "BigECommerce.count": "2",
+    "BigECommerce.orderDate": "2020-09-17T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-09-24T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-09-23T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-10-13T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-10-12T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-10-20T00:00:00.000Z",
+    "BigECommerce.count": "2",
+    "BigECommerce.orderDate": "2020-10-19T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-10-30T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-11-03T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-11-02T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-11-06T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-11-05T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-11-07T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-11-06T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-11-12T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-11-11T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-11-13T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-11-12T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-11-17T00:00:00.000Z",
+    "BigECommerce.count": "2",
+    "BigECommerce.orderDate": "2020-11-16T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-11-22T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-11-21T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-11-29T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-11-28T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-12-02T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-12-03T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-12-02T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-12-05T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-12-04T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-12-15T00:00:00.000Z",
+    "BigECommerce.count": "2",
+    "BigECommerce.orderDate": "2020-12-14T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-12-25T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-12-24T00:00:00.000Z",
+  },
+  Object {
+    "BigECommerce.completedDate": "2020-12-26T00:00:00.000Z",
+    "BigECommerce.count": "1",
+    "BigECommerce.orderDate": "2020-12-25T00:00:00.000Z",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: rolling window by 2 day 1`] = `
+Array [
+  Object {
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-02-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-02-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-04-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-04-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-07-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-08-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-08-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": "1",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Day": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: rolling window by 2 month 1`] = `
+Array [
+  Object {
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-02-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-02-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-04-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-04-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "6",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "12",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-07-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "7",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-08-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-08-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "6",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "10",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "13",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Month": "16",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: rolling window by 2 week 1`] = `
+Array [
+  Object {
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": "1",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-02-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-02-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": "1",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": "1",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-04-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-04-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-07-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-08-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-08-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": "3",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": "2",
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
+    "BigECommerce.rollingCountBy2Week": "2",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: totalProfitYearAgo 1`] = `Array []`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + limit 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order + limit + total + offset 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order + limit + total 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order + total + offset 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + total 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions 1`] = `
+Array [
+  Object {
+    "Customers.customerId": "AH-10465",
+    "Customers.customerName": "Customer 1",
+  },
+  Object {
+    "Customers.customerId": "AJ-10780",
+    "Customers.customerName": "Customer 2",
+  },
+  Object {
+    "Customers.customerId": "AS-10225",
+    "Customers.customerName": "Customer 3",
+  },
+  Object {
+    "Customers.customerId": "AW-10840",
+    "Customers.customerName": "Customer 4",
+  },
+  Object {
+    "Customers.customerId": "BB-11545",
+    "Customers.customerName": "Customer 5",
+  },
+  Object {
+    "Customers.customerId": "BF-11020",
+    "Customers.customerName": "Customer 6",
+  },
+  Object {
+    "Customers.customerId": "BF-11170",
+    "Customers.customerName": "Customer 7",
+  },
+  Object {
+    "Customers.customerId": "BM-11650",
+    "Customers.customerName": "Customer 8",
+  },
+  Object {
+    "Customers.customerId": "BS-11380",
+    "Customers.customerName": "Customer 9",
+  },
+  Object {
+    "Customers.customerId": "BS-11755",
+    "Customers.customerName": "Customer 10",
+  },
+  Object {
+    "Customers.customerId": "CA-12775",
+    "Customers.customerName": "Customer 11",
+  },
+  Object {
+    "Customers.customerId": "CC-12475",
+    "Customers.customerName": "Customer 12",
+  },
+  Object {
+    "Customers.customerId": "CD-12280",
+    "Customers.customerName": "Customer 13",
+  },
+  Object {
+    "Customers.customerId": "CS-12355",
+    "Customers.customerName": "Customer 14",
+  },
+  Object {
+    "Customers.customerId": "DB-13405",
+    "Customers.customerName": "Customer 15",
+  },
+  Object {
+    "Customers.customerId": "DG-13300",
+    "Customers.customerName": "Customer 16",
+  },
+  Object {
+    "Customers.customerId": "DW-13480",
+    "Customers.customerName": "Customer 17",
+  },
+  Object {
+    "Customers.customerId": "EM-14140",
+    "Customers.customerName": "Customer 18",
+  },
+  Object {
+    "Customers.customerId": "GA-14725",
+    "Customers.customerName": "Customer 19",
+  },
+  Object {
+    "Customers.customerId": "GZ-14470",
+    "Customers.customerName": "Customer 20",
+  },
+  Object {
+    "Customers.customerId": "HH-15010",
+    "Customers.customerName": "Customer 21",
+  },
+  Object {
+    "Customers.customerId": "HK-14890",
+    "Customers.customerName": "Customer 22",
+  },
+  Object {
+    "Customers.customerId": "JH-15430",
+    "Customers.customerName": "Customer 23",
+  },
+  Object {
+    "Customers.customerId": "JO-15550",
+    "Customers.customerName": "Customer 24",
+  },
+  Object {
+    "Customers.customerId": "JS-16030",
+    "Customers.customerName": "Customer 25",
+  },
+  Object {
+    "Customers.customerId": "JW-15220",
+    "Customers.customerName": "Customer 26",
+  },
+  Object {
+    "Customers.customerId": "KL-16555",
+    "Customers.customerName": "Customer 27",
+  },
+  Object {
+    "Customers.customerId": "KN-16705",
+    "Customers.customerName": "Customer 28",
+  },
+  Object {
+    "Customers.customerId": "LC-17050",
+    "Customers.customerName": "Customer 29",
+  },
+  Object {
+    "Customers.customerId": "LR-16915",
+    "Customers.customerName": "Customer 30",
+  },
+  Object {
+    "Customers.customerId": "MC-17605",
+    "Customers.customerName": "Customer 31",
+  },
+  Object {
+    "Customers.customerId": "MG-17650",
+    "Customers.customerName": "Customer 32",
+  },
+  Object {
+    "Customers.customerId": "ML-17755",
+    "Customers.customerName": "Customer 33",
+  },
+  Object {
+    "Customers.customerId": "MM-18280",
+    "Customers.customerName": "Customer 34",
+  },
+  Object {
+    "Customers.customerId": "NP-18670",
+    "Customers.customerName": "Customer 35",
+  },
+  Object {
+    "Customers.customerId": "PF-19165",
+    "Customers.customerName": "Customer 36",
+  },
+  Object {
+    "Customers.customerId": "SB-20185",
+    "Customers.customerName": "Customer 37",
+  },
+  Object {
+    "Customers.customerId": "SS-20140",
+    "Customers.customerName": "Customer 38",
+  },
+  Object {
+    "Customers.customerId": "TB-21175",
+    "Customers.customerName": "Customer 39",
+  },
+  Object {
+    "Customers.customerId": "TS-21205",
+    "Customers.customerName": "Customer 40",
+  },
+  Object {
+    "Customers.customerId": "WB-21850",
+    "Customers.customerName": "Customer 41",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: count by cities + order 1`] = `
+Array [
+  Object {
+    "ECommerce.city": "Columbus",
+    "ECommerce.count": "12",
+  },
+  Object {
+    "ECommerce.city": "New York City",
+    "ECommerce.count": "5",
+  },
+  Object {
+    "ECommerce.city": "Detroit",
+    "ECommerce.count": "2",
+  },
+  Object {
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.count": "2",
+  },
+  Object {
+    "ECommerce.city": "San Francisco",
+    "ECommerce.count": "2",
+  },
+  Object {
+    "ECommerce.city": "Arlington",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Auburn",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Bakersfield",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Baltimore",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Bowling",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Dallas",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Decatur",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Glendale",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Houston",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Lafayette",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Lakewood",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Lorain",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Los Angeles",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Louisville",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Marion",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Morristown",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Oakland",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Olympia",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Omaha",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Provo",
+    "ECommerce.count": "1",
+  },
+  Object {
+    "ECommerce.city": "Vancouver",
+    "ECommerce.count": "1",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + limit 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Detroit",
+    "ECommerce.customerId": "MC-17605",
+    "ECommerce.customerName": "Customer 31",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-01-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145142",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.profit": "21.09800",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 523,
+    "ECommerce.sales": "210.98000",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lorain",
+    "ECommerce.customerId": "GA-14725",
+    "ECommerce.customerName": "Customer 19",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-107503",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "8.55680",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 849,
+    "ECommerce.sales": "48.89600",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Olympia",
+    "ECommerce.customerId": "PF-19165",
+    "ECommerce.customerName": "Customer 36",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-118437",
+    "ECommerce.productName": "Project Tote Personal File",
+    "ECommerce.profit": "4.06870",
+    "ECommerce.quantity": 1,
+    "ECommerce.rowId": 1013,
+    "ECommerce.sales": "14.03000",
+    "ECommerce.subCategory": "Storage",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Vancouver",
+    "ECommerce.customerId": "JW-15220",
+    "ECommerce.customerName": "Customer 26",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-30T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-139661",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.profit": "3.66320",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 1494,
+    "ECommerce.sales": "9.64000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "ML-17755",
+    "ECommerce.customerName": "Customer 33",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-06-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-133648",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.profit": "-2.11950",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 1995,
+    "ECommerce.sales": "11.30400",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "KN-16705",
+    "ECommerce.customerName": "Customer 28",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-09-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-138422",
+    "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "ECommerce.profit": "5.20260",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2329,
+    "ECommerce.sales": "14.35200",
+    "ECommerce.subCategory": "Envelopes",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "DB-13405",
+    "ECommerce.customerName": "Customer 15",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-03-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-140949",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "ECommerce.profit": "13.60400",
+    "ECommerce.quantity": 8,
+    "ECommerce.rowId": 2455,
+    "ECommerce.sales": "71.60000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BM-11650",
+    "ECommerce.customerName": "Customer 8",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-13T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-149048",
+    "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "ECommerce.profit": "81.43200",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 2595,
+    "ECommerce.sales": "180.96000",
+    "ECommerce.subCategory": "Envelopes",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Provo",
+    "ECommerce.customerId": "AS-10225",
+    "ECommerce.customerName": "Customer 3",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-112515",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.profit": "77.57640",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2655,
+    "ECommerce.sales": "1292.94000",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "DG-13300",
+    "ECommerce.customerName": "Customer 16",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-11-28T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123372",
+    "ECommerce.productName": "Google Nexus 5",
+    "ECommerce.profit": "494.97250",
+    "ECommerce.quantity": 11,
+    "ECommerce.rowId": 2661,
+    "ECommerce.sales": "1979.89000",
+    "ECommerce.subCategory": "Phones",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order + limit + total + offset 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Glendale",
+    "ECommerce.customerId": "EM-14140",
+    "ECommerce.customerName": "Customer 18",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-12T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-134915",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.profit": "9.96520",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 2952,
+    "ECommerce.sales": "113.88800",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "10.39040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3059,
+    "ECommerce.sales": "30.56000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "ECommerce.profit": "-3.35060",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3060,
+    "ECommerce.sales": "24.36800",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Louisville",
+    "ECommerce.customerId": "DW-13480",
+    "ECommerce.customerName": "Customer 17",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-27T00:00:00.000",
+    "ECommerce.orderId": "US-2017-132297",
+    "ECommerce.productName": "Google Nexus 6",
+    "ECommerce.profit": "134.99250",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 3083,
+    "ECommerce.sales": "539.97000",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Auburn",
+    "ECommerce.customerId": "KN-16705",
+    "ECommerce.customerName": "Customer 28",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-11T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-102554",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "1.09040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3448,
+    "ECommerce.sales": "3.76000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Omaha",
+    "ECommerce.customerId": "JO-15550",
+    "ECommerce.customerName": "Customer 24",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-29T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-144568",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.profit": "1.17750",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 3717,
+    "ECommerce.sales": "23.55000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bakersfield",
+    "ECommerce.customerId": "AW-10840",
+    "ECommerce.customerName": "Customer 4",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123001",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "2.72600",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 3934,
+    "ECommerce.sales": "9.40000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.customerId": "CC-12475",
+    "ECommerce.customerName": "Customer 12",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-21T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-100811",
+    "ECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
+    "ECommerce.profit": "3.92960",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 4012,
+    "ECommerce.sales": "39.29600",
+    "ECommerce.subCategory": "Storage",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lafayette",
+    "ECommerce.customerId": "CS-12355",
+    "ECommerce.customerName": "Customer 14",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-24T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-124296",
+    "ECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "ECommerce.profit": "60.54880",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 4031,
+    "ECommerce.sales": "232.88000",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "AH-10465",
+    "ECommerce.customerName": "Customer 1",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-115546",
+    "ECommerce.productName": "Google Nexus 7",
+    "ECommerce.profit": "134.99250",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 4161,
+    "ECommerce.sales": "539.97000",
+    "ECommerce.subCategory": "Phones",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order + limit + total 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Detroit",
+    "ECommerce.customerId": "MC-17605",
+    "ECommerce.customerName": "Customer 31",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-01-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145142",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.profit": "21.09800",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 523,
+    "ECommerce.sales": "210.98000",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lorain",
+    "ECommerce.customerId": "GA-14725",
+    "ECommerce.customerName": "Customer 19",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-107503",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "8.55680",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 849,
+    "ECommerce.sales": "48.89600",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Olympia",
+    "ECommerce.customerId": "PF-19165",
+    "ECommerce.customerName": "Customer 36",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-118437",
+    "ECommerce.productName": "Project Tote Personal File",
+    "ECommerce.profit": "4.06870",
+    "ECommerce.quantity": 1,
+    "ECommerce.rowId": 1013,
+    "ECommerce.sales": "14.03000",
+    "ECommerce.subCategory": "Storage",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Vancouver",
+    "ECommerce.customerId": "JW-15220",
+    "ECommerce.customerName": "Customer 26",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-30T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-139661",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.profit": "3.66320",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 1494,
+    "ECommerce.sales": "9.64000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "ML-17755",
+    "ECommerce.customerName": "Customer 33",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-06-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-133648",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.profit": "-2.11950",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 1995,
+    "ECommerce.sales": "11.30400",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "KN-16705",
+    "ECommerce.customerName": "Customer 28",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-09-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-138422",
+    "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "ECommerce.profit": "5.20260",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2329,
+    "ECommerce.sales": "14.35200",
+    "ECommerce.subCategory": "Envelopes",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "DB-13405",
+    "ECommerce.customerName": "Customer 15",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-03-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-140949",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "ECommerce.profit": "13.60400",
+    "ECommerce.quantity": 8,
+    "ECommerce.rowId": 2455,
+    "ECommerce.sales": "71.60000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BM-11650",
+    "ECommerce.customerName": "Customer 8",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-13T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-149048",
+    "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "ECommerce.profit": "81.43200",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 2595,
+    "ECommerce.sales": "180.96000",
+    "ECommerce.subCategory": "Envelopes",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Provo",
+    "ECommerce.customerId": "AS-10225",
+    "ECommerce.customerName": "Customer 3",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-112515",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.profit": "77.57640",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2655,
+    "ECommerce.sales": "1292.94000",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "DG-13300",
+    "ECommerce.customerName": "Customer 16",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-11-28T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123372",
+    "ECommerce.productName": "Google Nexus 5",
+    "ECommerce.profit": "494.97250",
+    "ECommerce.quantity": 11,
+    "ECommerce.rowId": 2661,
+    "ECommerce.sales": "1979.89000",
+    "ECommerce.subCategory": "Phones",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order + total + offset 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bowling",
+    "ECommerce.customerId": "BS-11380",
+    "ECommerce.customerName": "Customer 9",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-160633",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.profit": "5.39700",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 9619,
+    "ECommerce.sales": "86.35200",
+    "ECommerce.subCategory": "Art",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Detroit",
+    "ECommerce.customerId": "MC-17605",
+    "ECommerce.customerName": "Customer 31",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-01-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145142",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.profit": "21.09800",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 523,
+    "ECommerce.sales": "210.98000",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lorain",
+    "ECommerce.customerId": "GA-14725",
+    "ECommerce.customerName": "Customer 19",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-107503",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "8.55680",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 849,
+    "ECommerce.sales": "48.89600",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Olympia",
+    "ECommerce.customerId": "PF-19165",
+    "ECommerce.customerName": "Customer 36",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-118437",
+    "ECommerce.productName": "Project Tote Personal File",
+    "ECommerce.profit": "4.06870",
+    "ECommerce.quantity": 1,
+    "ECommerce.rowId": 1013,
+    "ECommerce.sales": "14.03000",
+    "ECommerce.subCategory": "Storage",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Vancouver",
+    "ECommerce.customerId": "JW-15220",
+    "ECommerce.customerName": "Customer 26",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-30T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-139661",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.profit": "3.66320",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 1494,
+    "ECommerce.sales": "9.64000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "ML-17755",
+    "ECommerce.customerName": "Customer 33",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-06-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-133648",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.profit": "-2.11950",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 1995,
+    "ECommerce.sales": "11.30400",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "KN-16705",
+    "ECommerce.customerName": "Customer 28",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-09-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-138422",
+    "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "ECommerce.profit": "5.20260",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2329,
+    "ECommerce.sales": "14.35200",
+    "ECommerce.subCategory": "Envelopes",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "DB-13405",
+    "ECommerce.customerName": "Customer 15",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-03-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-140949",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "ECommerce.profit": "13.60400",
+    "ECommerce.quantity": 8,
+    "ECommerce.rowId": 2455,
+    "ECommerce.sales": "71.60000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BM-11650",
+    "ECommerce.customerName": "Customer 8",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-13T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-149048",
+    "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "ECommerce.profit": "81.43200",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 2595,
+    "ECommerce.sales": "180.96000",
+    "ECommerce.subCategory": "Envelopes",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Provo",
+    "ECommerce.customerId": "AS-10225",
+    "ECommerce.customerName": "Customer 3",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-112515",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.profit": "77.57640",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2655,
+    "ECommerce.sales": "1292.94000",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "DG-13300",
+    "ECommerce.customerName": "Customer 16",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-11-28T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123372",
+    "ECommerce.productName": "Google Nexus 5",
+    "ECommerce.profit": "494.97250",
+    "ECommerce.quantity": 11,
+    "ECommerce.rowId": 2661,
+    "ECommerce.sales": "1979.89000",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Glendale",
+    "ECommerce.customerId": "EM-14140",
+    "ECommerce.customerName": "Customer 18",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-12T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-134915",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.profit": "9.96520",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 2952,
+    "ECommerce.sales": "113.88800",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "10.39040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3059,
+    "ECommerce.sales": "30.56000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "ECommerce.profit": "-3.35060",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3060,
+    "ECommerce.sales": "24.36800",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Louisville",
+    "ECommerce.customerId": "DW-13480",
+    "ECommerce.customerName": "Customer 17",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-27T00:00:00.000",
+    "ECommerce.orderId": "US-2017-132297",
+    "ECommerce.productName": "Google Nexus 6",
+    "ECommerce.profit": "134.99250",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 3083,
+    "ECommerce.sales": "539.97000",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Auburn",
+    "ECommerce.customerId": "KN-16705",
+    "ECommerce.customerName": "Customer 28",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-11T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-102554",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "1.09040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3448,
+    "ECommerce.sales": "3.76000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Omaha",
+    "ECommerce.customerId": "JO-15550",
+    "ECommerce.customerName": "Customer 24",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-29T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-144568",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.profit": "1.17750",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 3717,
+    "ECommerce.sales": "23.55000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bakersfield",
+    "ECommerce.customerId": "AW-10840",
+    "ECommerce.customerName": "Customer 4",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123001",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "2.72600",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 3934,
+    "ECommerce.sales": "9.40000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.customerId": "CC-12475",
+    "ECommerce.customerName": "Customer 12",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-21T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-100811",
+    "ECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
+    "ECommerce.profit": "3.92960",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 4012,
+    "ECommerce.sales": "39.29600",
+    "ECommerce.subCategory": "Storage",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lafayette",
+    "ECommerce.customerId": "CS-12355",
+    "ECommerce.customerName": "Customer 14",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-24T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-124296",
+    "ECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "ECommerce.profit": "60.54880",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 4031,
+    "ECommerce.sales": "232.88000",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "AH-10465",
+    "ECommerce.customerName": "Customer 1",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-115546",
+    "ECommerce.productName": "Google Nexus 7",
+    "ECommerce.profit": "134.99250",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 4161,
+    "ECommerce.sales": "539.97000",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "WB-21850",
+    "ECommerce.customerName": "Customer 41",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-11-11T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-120327",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.profit": "21.58240",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 4227,
+    "ECommerce.sales": "45.92000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "TB-21175",
+    "ECommerce.customerName": "Customer 39",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-11-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-143567",
+    "ECommerce.productName": "Logitech di_Novo Edge Keyboard",
+    "ECommerce.profit": "517.47930",
+    "ECommerce.quantity": 9,
+    "ECommerce.rowId": 4882,
+    "ECommerce.sales": "2249.91000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Detroit",
+    "ECommerce.customerId": "CA-12775",
+    "ECommerce.customerName": "Customer 11",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145653",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.profit": "134.53020",
+    "ECommerce.quantity": 7,
+    "ECommerce.rowId": 5220,
+    "ECommerce.sales": "498.26000",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "KL-16555",
+    "ECommerce.customerName": "Customer 27",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-14T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-147333",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "ECommerce.profit": "8.50250",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 5277,
+    "ECommerce.sales": "44.75000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Los Angeles",
+    "ECommerce.customerId": "SS-20140",
+    "ECommerce.customerName": "Customer 38",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-03T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145772",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "ECommerce.profit": "8.50250",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 6125,
+    "ECommerce.sales": "44.75000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Marion",
+    "ECommerce.customerId": "MG-17650",
+    "ECommerce.customerName": "Customer 32",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145660",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.profit": "1.73520",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 6205,
+    "ECommerce.sales": "7.71200",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Oakland",
+    "ECommerce.customerId": "BB-11545",
+    "ECommerce.customerName": "Customer 5",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-102379",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.profit": "44.97500",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 6272,
+    "ECommerce.sales": "179.90000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Baltimore",
+    "ECommerce.customerId": "AJ-10780",
+    "ECommerce.customerName": "Customer 2",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "ECommerce.orderId": "US-2017-133361",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "1.09040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 6459,
+    "ECommerce.sales": "3.76000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Arlington",
+    "ECommerce.customerId": "BF-11020",
+    "ECommerce.customerName": "Customer 6",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-09-08T00:00:00.000",
+    "ECommerce.orderId": "US-2017-124779",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.profit": "15.49800",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 6651,
+    "ECommerce.sales": "45.92000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Houston",
+    "ECommerce.customerId": "HK-14890",
+    "ECommerce.customerName": "Customer 22",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-03-26T00:00:00.000",
+    "ECommerce.orderId": "US-2017-141677",
+    "ECommerce.productName": "Canon PC1080F Personal Copier",
+    "ECommerce.profit": "569.99050",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 7174,
+    "ECommerce.sales": "2399.96000",
+    "ECommerce.subCategory": "Copiers",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "LR-16915",
+    "ECommerce.customerName": "Customer 30",
+    "ECommerce.discount": "0.50000",
+    "ECommerce.orderDate": "2020-12-04T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-109183",
+    "ECommerce.productName": "Okidata C610n Printer",
+    "ECommerce.profit": "-272.58000",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 7293,
+    "ECommerce.sales": "649.00000",
+    "ECommerce.subCategory": "Machines",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "MM-18280",
+    "ECommerce.customerName": "Customer 34",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-10T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-112172",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.profit": "0.70650",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 7310,
+    "ECommerce.sales": "14.13000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.customerId": "BS-11755",
+    "ECommerce.customerName": "Customer 10",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-04-10T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-135069",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "6.41760",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 7425,
+    "ECommerce.sales": "36.67200",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BF-11170",
+    "ECommerce.customerName": "Customer 7",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-14T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-151799",
+    "ECommerce.productName": "Canon PC1080F Personal Copier",
+    "ECommerce.profit": "467.99220",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 7698,
+    "ECommerce.sales": "1199.98000",
+    "ECommerce.subCategory": "Copiers",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lakewood",
+    "ECommerce.customerId": "NP-18670",
+    "ECommerce.customerName": "Customer 35",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-12T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-150091",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.profit": "129.29400",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 8425,
+    "ECommerce.sales": "2154.90000",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Dallas",
+    "ECommerce.customerId": "LC-17050",
+    "ECommerce.customerName": "Customer 29",
+    "ECommerce.discount": "0.60000",
+    "ECommerce.orderDate": "2020-11-06T00:00:00.000",
+    "ECommerce.orderId": "US-2017-119319",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "-19.86400",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 8621,
+    "ECommerce.sales": "30.56000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Decatur",
+    "ECommerce.customerId": "JS-16030",
+    "ECommerce.customerName": "Customer 25",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-02-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-163265",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.profit": "6.19920",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 8673,
+    "ECommerce.sales": "18.36800",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "TS-21205",
+    "ECommerce.customerName": "Customer 40",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-06-15T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-119284",
+    "ECommerce.productName": "HTC One",
+    "ECommerce.profit": "26.99730",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 8697,
+    "ECommerce.sales": "239.97600",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Morristown",
+    "ECommerce.customerId": "GZ-14470",
+    "ECommerce.customerName": "Customer 20",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-126928",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.profit": "225.60000",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 8878,
+    "ECommerce.sales": "480.00000",
+    "ECommerce.subCategory": "Machines",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "JH-15430",
+    "ECommerce.customerName": "Customer 23",
+    "ECommerce.discount": "0.50000",
+    "ECommerce.orderDate": "2020-12-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-105620",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.profit": "-7.20000",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 8958,
+    "ECommerce.sales": "120.00000",
+    "ECommerce.subCategory": "Machines",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "CD-12280",
+    "ECommerce.customerName": "Customer 13",
+    "ECommerce.discount": "0.10000",
+    "ECommerce.orderDate": "2020-11-05T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-102925",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.profit": "24.20120",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 9473,
+    "ECommerce.sales": "128.12400",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "SB-20185",
+    "ECommerce.customerName": "Customer 37",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-06-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-116127",
+    "ECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
+    "ECommerce.profit": "-5.00980",
+    "ECommerce.quantity": 1,
+    "ECommerce.rowId": 9584,
+    "ECommerce.sales": "400.78400",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BS-11380",
+    "ECommerce.customerName": "Customer 9",
+    "ECommerce.discount": "0.40000",
+    "ECommerce.orderDate": "2020-11-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-160633",
+    "ECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "ECommerce.profit": "74.99850",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 9618,
+    "ECommerce.sales": "899.98200",
+    "ECommerce.subCategory": "Copiers",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bowling",
+    "ECommerce.customerId": "BS-11380",
+    "ECommerce.customerName": "Customer 9",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-160633",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.profit": "5.39700",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 9619,
+    "ECommerce.sales": "86.35200",
+    "ECommerce.subCategory": "Art",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + total 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Detroit",
+    "ECommerce.customerId": "MC-17605",
+    "ECommerce.customerName": "Customer 31",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-01-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145142",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.profit": "21.09800",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 523,
+    "ECommerce.sales": "210.98000",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lorain",
+    "ECommerce.customerId": "GA-14725",
+    "ECommerce.customerName": "Customer 19",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-107503",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "8.55680",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 849,
+    "ECommerce.sales": "48.89600",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Olympia",
+    "ECommerce.customerId": "PF-19165",
+    "ECommerce.customerName": "Customer 36",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-118437",
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+    "ECommerce.customerId": "JS-16030",
+    "ECommerce.customerName": "Customer 25",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-02-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-163265",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.profit": "6.19920",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 8673,
+    "ECommerce.sales": "18.36800",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "TS-21205",
+    "ECommerce.customerName": "Customer 40",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-06-15T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-119284",
+    "ECommerce.productName": "HTC One",
+    "ECommerce.profit": "26.99730",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 8697,
+    "ECommerce.sales": "239.97600",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Morristown",
+    "ECommerce.customerId": "GZ-14470",
+    "ECommerce.customerName": "Customer 20",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-126928",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.profit": "225.60000",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 8878,
+    "ECommerce.sales": "480.00000",
+    "ECommerce.subCategory": "Machines",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "JH-15430",
+    "ECommerce.customerName": "Customer 23",
+    "ECommerce.discount": "0.50000",
+    "ECommerce.orderDate": "2020-12-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-105620",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.profit": "-7.20000",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 8958,
+    "ECommerce.sales": "120.00000",
+    "ECommerce.subCategory": "Machines",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "CD-12280",
+    "ECommerce.customerName": "Customer 13",
+    "ECommerce.discount": "0.10000",
+    "ECommerce.orderDate": "2020-11-05T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-102925",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.profit": "24.20120",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 9473,
+    "ECommerce.sales": "128.12400",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "SB-20185",
+    "ECommerce.customerName": "Customer 37",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-06-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-116127",
+    "ECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
+    "ECommerce.profit": "-5.00980",
+    "ECommerce.quantity": 1,
+    "ECommerce.rowId": 9584,
+    "ECommerce.sales": "400.78400",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BS-11380",
+    "ECommerce.customerName": "Customer 9",
+    "ECommerce.discount": "0.40000",
+    "ECommerce.orderDate": "2020-11-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-160633",
+    "ECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "ECommerce.profit": "74.99850",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 9618,
+    "ECommerce.sales": "899.98200",
+    "ECommerce.subCategory": "Copiers",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bowling",
+    "ECommerce.customerId": "BS-11380",
+    "ECommerce.customerName": "Customer 9",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-160633",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.profit": "5.39700",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 9619,
+    "ECommerce.sales": "86.35200",
+    "ECommerce.subCategory": "Art",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions 1`] = `
+Array [
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Detroit",
+    "ECommerce.customerId": "MC-17605",
+    "ECommerce.customerName": "Customer 31",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-01-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145142",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.profit": "21.09800",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 523,
+    "ECommerce.sales": "210.98000",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lorain",
+    "ECommerce.customerId": "GA-14725",
+    "ECommerce.customerName": "Customer 19",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-107503",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "8.55680",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 849,
+    "ECommerce.sales": "48.89600",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Olympia",
+    "ECommerce.customerId": "PF-19165",
+    "ECommerce.customerName": "Customer 36",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-118437",
+    "ECommerce.productName": "Project Tote Personal File",
+    "ECommerce.profit": "4.06870",
+    "ECommerce.quantity": 1,
+    "ECommerce.rowId": 1013,
+    "ECommerce.sales": "14.03000",
+    "ECommerce.subCategory": "Storage",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Vancouver",
+    "ECommerce.customerId": "JW-15220",
+    "ECommerce.customerName": "Customer 26",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-30T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-139661",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.profit": "3.66320",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 1494,
+    "ECommerce.sales": "9.64000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "ML-17755",
+    "ECommerce.customerName": "Customer 33",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-06-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-133648",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.profit": "-2.11950",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 1995,
+    "ECommerce.sales": "11.30400",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "KN-16705",
+    "ECommerce.customerName": "Customer 28",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-09-23T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-138422",
+    "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "ECommerce.profit": "5.20260",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2329,
+    "ECommerce.sales": "14.35200",
+    "ECommerce.subCategory": "Envelopes",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "DB-13405",
+    "ECommerce.customerName": "Customer 15",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-03-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-140949",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "ECommerce.profit": "13.60400",
+    "ECommerce.quantity": 8,
+    "ECommerce.rowId": 2455,
+    "ECommerce.sales": "71.60000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BM-11650",
+    "ECommerce.customerName": "Customer 8",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-13T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-149048",
+    "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "ECommerce.profit": "81.43200",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 2595,
+    "ECommerce.sales": "180.96000",
+    "ECommerce.subCategory": "Envelopes",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Provo",
+    "ECommerce.customerId": "AS-10225",
+    "ECommerce.customerName": "Customer 3",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-112515",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.profit": "77.57640",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 2655,
+    "ECommerce.sales": "1292.94000",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "DG-13300",
+    "ECommerce.customerName": "Customer 16",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-11-28T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123372",
+    "ECommerce.productName": "Google Nexus 5",
+    "ECommerce.profit": "494.97250",
+    "ECommerce.quantity": 11,
+    "ECommerce.rowId": 2661,
+    "ECommerce.sales": "1979.89000",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Glendale",
+    "ECommerce.customerId": "EM-14140",
+    "ECommerce.customerName": "Customer 18",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-12T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-134915",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.profit": "9.96520",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 2952,
+    "ECommerce.sales": "113.88800",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "10.39040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3059,
+    "ECommerce.sales": "30.56000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "San Francisco",
+    "ECommerce.customerId": "HH-15010",
+    "ECommerce.customerName": "Customer 21",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-131492",
+    "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "ECommerce.profit": "-3.35060",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3060,
+    "ECommerce.sales": "24.36800",
+    "ECommerce.subCategory": "Tables",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Louisville",
+    "ECommerce.customerId": "DW-13480",
+    "ECommerce.customerName": "Customer 17",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-27T00:00:00.000",
+    "ECommerce.orderId": "US-2017-132297",
+    "ECommerce.productName": "Google Nexus 6",
+    "ECommerce.profit": "134.99250",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 3083,
+    "ECommerce.sales": "539.97000",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Auburn",
+    "ECommerce.customerId": "KN-16705",
+    "ECommerce.customerName": "Customer 28",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-11T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-102554",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "1.09040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 3448,
+    "ECommerce.sales": "3.76000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Omaha",
+    "ECommerce.customerId": "JO-15550",
+    "ECommerce.customerName": "Customer 24",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-29T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-144568",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.profit": "1.17750",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 3717,
+    "ECommerce.sales": "23.55000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bakersfield",
+    "ECommerce.customerId": "AW-10840",
+    "ECommerce.customerName": "Customer 4",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-123001",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "2.72600",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 3934,
+    "ECommerce.sales": "9.40000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.customerId": "CC-12475",
+    "ECommerce.customerName": "Customer 12",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-21T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-100811",
+    "ECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
+    "ECommerce.profit": "3.92960",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 4012,
+    "ECommerce.sales": "39.29600",
+    "ECommerce.subCategory": "Storage",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lafayette",
+    "ECommerce.customerId": "CS-12355",
+    "ECommerce.customerName": "Customer 14",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-24T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-124296",
+    "ECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "ECommerce.profit": "60.54880",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 4031,
+    "ECommerce.sales": "232.88000",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "AH-10465",
+    "ECommerce.customerName": "Customer 1",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-115546",
+    "ECommerce.productName": "Google Nexus 7",
+    "ECommerce.profit": "134.99250",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 4161,
+    "ECommerce.sales": "539.97000",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "WB-21850",
+    "ECommerce.customerName": "Customer 41",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-11-11T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-120327",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.profit": "21.58240",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 4227,
+    "ECommerce.sales": "45.92000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "TB-21175",
+    "ECommerce.customerName": "Customer 39",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-11-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-143567",
+    "ECommerce.productName": "Logitech di_Novo Edge Keyboard",
+    "ECommerce.profit": "517.47930",
+    "ECommerce.quantity": 9,
+    "ECommerce.rowId": 4882,
+    "ECommerce.sales": "2249.91000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Detroit",
+    "ECommerce.customerId": "CA-12775",
+    "ECommerce.customerName": "Customer 11",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145653",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.profit": "134.53020",
+    "ECommerce.quantity": 7,
+    "ECommerce.rowId": 5220,
+    "ECommerce.sales": "498.26000",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "KL-16555",
+    "ECommerce.customerName": "Customer 27",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-14T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-147333",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "ECommerce.profit": "8.50250",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 5277,
+    "ECommerce.sales": "44.75000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Los Angeles",
+    "ECommerce.customerId": "SS-20140",
+    "ECommerce.customerName": "Customer 38",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-03T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145772",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "ECommerce.profit": "8.50250",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 6125,
+    "ECommerce.sales": "44.75000",
+    "ECommerce.subCategory": "Accessories",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Marion",
+    "ECommerce.customerId": "MG-17650",
+    "ECommerce.customerName": "Customer 32",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-145660",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.profit": "1.73520",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 6205,
+    "ECommerce.sales": "7.71200",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Oakland",
+    "ECommerce.customerId": "BB-11545",
+    "ECommerce.customerName": "Customer 5",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-02T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-102379",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.profit": "44.97500",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 6272,
+    "ECommerce.sales": "179.90000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Baltimore",
+    "ECommerce.customerId": "AJ-10780",
+    "ECommerce.customerName": "Customer 2",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "ECommerce.orderId": "US-2017-133361",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.profit": "1.09040",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 6459,
+    "ECommerce.sales": "3.76000",
+    "ECommerce.subCategory": "Art",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Arlington",
+    "ECommerce.customerId": "BF-11020",
+    "ECommerce.customerName": "Customer 6",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-09-08T00:00:00.000",
+    "ECommerce.orderId": "US-2017-124779",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.profit": "15.49800",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 6651,
+    "ECommerce.sales": "45.92000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Houston",
+    "ECommerce.customerId": "HK-14890",
+    "ECommerce.customerName": "Customer 22",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-03-26T00:00:00.000",
+    "ECommerce.orderId": "US-2017-141677",
+    "ECommerce.productName": "Canon PC1080F Personal Copier",
+    "ECommerce.profit": "569.99050",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 7174,
+    "ECommerce.sales": "2399.96000",
+    "ECommerce.subCategory": "Copiers",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "LR-16915",
+    "ECommerce.customerName": "Customer 30",
+    "ECommerce.discount": "0.50000",
+    "ECommerce.orderDate": "2020-12-04T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-109183",
+    "ECommerce.productName": "Okidata C610n Printer",
+    "ECommerce.profit": "-272.58000",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 7293,
+    "ECommerce.sales": "649.00000",
+    "ECommerce.subCategory": "Machines",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "MM-18280",
+    "ECommerce.customerName": "Customer 34",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-06-10T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-112172",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.profit": "0.70650",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 7310,
+    "ECommerce.sales": "14.13000",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.customerId": "BS-11755",
+    "ECommerce.customerName": "Customer 10",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-04-10T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-135069",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "6.41760",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 7425,
+    "ECommerce.sales": "36.67200",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BF-11170",
+    "ECommerce.customerName": "Customer 7",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-12-14T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-151799",
+    "ECommerce.productName": "Canon PC1080F Personal Copier",
+    "ECommerce.profit": "467.99220",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 7698,
+    "ECommerce.sales": "1199.98000",
+    "ECommerce.subCategory": "Copiers",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Lakewood",
+    "ECommerce.customerId": "NP-18670",
+    "ECommerce.customerName": "Customer 35",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-10-12T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-150091",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.profit": "129.29400",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 8425,
+    "ECommerce.sales": "2154.90000",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "Dallas",
+    "ECommerce.customerId": "LC-17050",
+    "ECommerce.customerName": "Customer 29",
+    "ECommerce.discount": "0.60000",
+    "ECommerce.orderDate": "2020-11-06T00:00:00.000",
+    "ECommerce.orderId": "US-2017-119319",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.profit": "-19.86400",
+    "ECommerce.quantity": 5,
+    "ECommerce.rowId": 8621,
+    "ECommerce.sales": "30.56000",
+    "ECommerce.subCategory": "Furnishings",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Decatur",
+    "ECommerce.customerId": "JS-16030",
+    "ECommerce.customerName": "Customer 25",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-02-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-163265",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.profit": "6.19920",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 8673,
+    "ECommerce.sales": "18.36800",
+    "ECommerce.subCategory": "Fasteners",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "TS-21205",
+    "ECommerce.customerName": "Customer 40",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-06-15T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-119284",
+    "ECommerce.productName": "HTC One",
+    "ECommerce.profit": "26.99730",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 8697,
+    "ECommerce.sales": "239.97600",
+    "ECommerce.subCategory": "Phones",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Morristown",
+    "ECommerce.customerId": "GZ-14470",
+    "ECommerce.customerName": "Customer 20",
+    "ECommerce.discount": "0.00000",
+    "ECommerce.orderDate": "2020-09-17T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-126928",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.profit": "225.60000",
+    "ECommerce.quantity": 4,
+    "ECommerce.rowId": 8878,
+    "ECommerce.sales": "480.00000",
+    "ECommerce.subCategory": "Machines",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "JH-15430",
+    "ECommerce.customerName": "Customer 23",
+    "ECommerce.discount": "0.50000",
+    "ECommerce.orderDate": "2020-12-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-105620",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.profit": "-7.20000",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 8958,
+    "ECommerce.sales": "120.00000",
+    "ECommerce.subCategory": "Machines",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "CD-12280",
+    "ECommerce.customerName": "Customer 13",
+    "ECommerce.discount": "0.10000",
+    "ECommerce.orderDate": "2020-11-05T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-102925",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.profit": "24.20120",
+    "ECommerce.quantity": 2,
+    "ECommerce.rowId": 9473,
+    "ECommerce.sales": "128.12400",
+    "ECommerce.subCategory": "Chairs",
+  },
+  Object {
+    "ECommerce.category": "Furniture",
+    "ECommerce.city": "New York City",
+    "ECommerce.customerId": "SB-20185",
+    "ECommerce.customerName": "Customer 37",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-06-25T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-116127",
+    "ECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
+    "ECommerce.profit": "-5.00980",
+    "ECommerce.quantity": 1,
+    "ECommerce.rowId": 9584,
+    "ECommerce.sales": "400.78400",
+    "ECommerce.subCategory": "Bookcases",
+  },
+  Object {
+    "ECommerce.category": "Technology",
+    "ECommerce.city": "Columbus",
+    "ECommerce.customerId": "BS-11380",
+    "ECommerce.customerName": "Customer 9",
+    "ECommerce.discount": "0.40000",
+    "ECommerce.orderDate": "2020-11-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-160633",
+    "ECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "ECommerce.profit": "74.99850",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 9618,
+    "ECommerce.sales": "899.98200",
+    "ECommerce.subCategory": "Copiers",
+  },
+  Object {
+    "ECommerce.category": "Office Supplies",
+    "ECommerce.city": "Bowling",
+    "ECommerce.customerId": "BS-11380",
+    "ECommerce.customerName": "Customer 9",
+    "ECommerce.discount": "0.20000",
+    "ECommerce.orderDate": "2020-11-16T00:00:00.000",
+    "ECommerce.orderId": "CA-2017-160633",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.profit": "5.39700",
+    "ECommerce.quantity": 3,
+    "ECommerce.rowId": 9619,
+    "ECommerce.sales": "86.35200",
+    "ECommerce.subCategory": "Art",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: partitioned pre-agg 1`] = `
+Array [
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-02-01T00:00:00.000Z",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-03-01T00:00:00.000Z",
+    "ECommerce.productName": "Canon PC1080F Personal Copier",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-03-01T00:00:00.000Z",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "ECommerce.totalQuantity": "8",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-04-01T00:00:00.000Z",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.productName": "Google Nexus 6",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.productName": "Google Nexus 7",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
+    "ECommerce.totalQuantity": "1",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.productName": "HTC One",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.totalQuantity": "6",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.productName": "Project Tote Personal File",
+    "ECommerce.totalQuantity": "1",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.totalQuantity": "7",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.productName": "Google Nexus 5",
+    "ECommerce.totalQuantity": "11",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.productName": "Logitech di_Novo Edge Keyboard",
+    "ECommerce.totalQuantity": "9",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.productName": "Canon PC1080F Personal Copier",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.productName": "Okidata C610n Printer",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.totalQuantity": "5",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: partitioned pre-agg higher granularity 1`] = `
+Array [
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Canon PC1080F Personal Copier",
+    "ECommerce.totalQuantity": "7",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
+    "ECommerce.totalQuantity": "1",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.totalQuantity": "8",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Google Nexus 5",
+    "ECommerce.totalQuantity": "11",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Google Nexus 6",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Google Nexus 7",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "HTC One",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.totalQuantity": "11",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "ECommerce.totalQuantity": "8",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.totalQuantity": "6",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.totalQuantity": "14",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Logitech di_Novo Edge Keyboard",
+    "ECommerce.totalQuantity": "9",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.totalQuantity": "9",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Okidata C610n Printer",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.totalQuantity": "8",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.totalQuantity": "11",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Project Tote Personal File",
+    "ECommerce.totalQuantity": "1",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.totalQuantity": "11",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "ECommerce.totalQuantity": "3",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: total sales, total profit by month + order (date) + total -- doesn't work with the BigQuery 1`] = `
+Array [
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.totalProfit": "29.6548",
+    "ECommerce.totalSales": "259.876",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-02-01T00:00:00.000Z",
+    "ECommerce.totalProfit": "6.1992",
+    "ECommerce.totalSales": "18.368",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-03-01T00:00:00.000Z",
+    "ECommerce.totalProfit": "583.5945",
+    "ECommerce.totalSales": "2471.56",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-04-01T00:00:00.000Z",
+    "ECommerce.totalProfit": "6.4176",
+    "ECommerce.totalSales": "36.672",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.totalProfit": "353.6849",
+    "ECommerce.totalSales": "1288.21",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.totalProfit": "34.2361",
+    "ECommerce.totalSales": "728.734",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.totalProfit": "461.1332",
+    "ECommerce.totalSales": "2340.872",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "ECommerce.totalProfit": "139.997",
+    "ECommerce.totalSales": "2219.468",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.totalProfit": "1132.6617",
+    "ECommerce.totalSales": "5573.922",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.totalProfit": "303.9737",
+    "ECommerce.totalSales": "2434.222",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order + limit + total 1`] = `
+Array [
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "DMI Eclipse Executive Suite Bookcases",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "Products.subCategory": "Chairs",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "Products.subCategory": "Chairs",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Linden 10 Round Wall Clock, Black",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Magna Visual Magnetic Picture Hangers",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Balt Solid Wood Rectangular Table",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "OIC #2 Pencils, Medium Soft",
+    "Products.subCategory": "Art",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "Products.subCategory": "Art",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order + limit 1`] = `
+Array [
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "DMI Eclipse Executive Suite Bookcases",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "Products.subCategory": "Chairs",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "Products.subCategory": "Chairs",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Linden 10 Round Wall Clock, Black",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Magna Visual Magnetic Picture Hangers",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Balt Solid Wood Rectangular Table",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "OIC #2 Pencils, Medium Soft",
+    "Products.subCategory": "Art",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "Products.subCategory": "Art",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order + total 1`] = `
+Array [
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "DMI Eclipse Executive Suite Bookcases",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "Products.subCategory": "Chairs",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "Products.subCategory": "Chairs",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Linden 10 Round Wall Clock, Black",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Magna Visual Magnetic Picture Hangers",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Balt Solid Wood Rectangular Table",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "OIC #2 Pencils, Medium Soft",
+    "Products.subCategory": "Art",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "Products.subCategory": "Art",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "Products.subCategory": "Envelopes",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "Products.subCategory": "Envelopes",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "Products.subCategory": "Fasteners",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "Products.subCategory": "Fasteners",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Project Tote Personal File",
+    "Products.subCategory": "Storage",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Recycled Eldon Regeneration Jumbo File",
+    "Products.subCategory": "Storage",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Logitech di_Novo Edge Keyboard",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Canon PC1080F Personal Copier",
+    "Products.subCategory": "Copiers",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "Products.subCategory": "Copiers",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "Products.subCategory": "Machines",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Okidata C610n Printer",
+    "Products.subCategory": "Machines",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 5",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 6",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 7",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "HTC One",
+    "Products.subCategory": "Phones",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order 1`] = `
+Array [
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "DMI Eclipse Executive Suite Bookcases",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "Products.subCategory": "Bookcases",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "Products.subCategory": "Chairs",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "Products.subCategory": "Chairs",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Linden 10 Round Wall Clock, Black",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Magna Visual Magnetic Picture Hangers",
+    "Products.subCategory": "Furnishings",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Furniture",
+    "Products.productName": "Balt Solid Wood Rectangular Table",
+    "Products.subCategory": "Tables",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "OIC #2 Pencils, Medium Soft",
+    "Products.subCategory": "Art",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "Products.subCategory": "Art",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "Products.subCategory": "Envelopes",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "Products.subCategory": "Envelopes",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "Products.subCategory": "Fasteners",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "Products.subCategory": "Fasteners",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Project Tote Personal File",
+    "Products.subCategory": "Storage",
+  },
+  Object {
+    "Products.category": "Office Supplies",
+    "Products.productName": "Recycled Eldon Regeneration Jumbo File",
+    "Products.subCategory": "Storage",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Logitech di_Novo Edge Keyboard",
+    "Products.subCategory": "Accessories",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Canon PC1080F Personal Copier",
+    "Products.subCategory": "Copiers",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "Products.subCategory": "Copiers",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "Products.subCategory": "Machines",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Okidata C610n Printer",
+    "Products.subCategory": "Machines",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 5",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 6",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "Google Nexus 7",
+    "Products.subCategory": "Phones",
+  },
+  Object {
+    "Products.category": "Technology",
+    "Products.productName": "HTC One",
+    "Products.subCategory": "Phones",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities (with preaggregation) ECommerce: totalQuantity by half_year + dimension 1`] = `
+Array [
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Balt Solid Wood Rectangular Table",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "Canon PC1080F Personal Copier",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
+    "ECommerce.totalQuantity": "1",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "Google Nexus 6",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "Google Nexus 7",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "HTC One",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
+    "ECommerce.totalQuantity": "8",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
+    "ECommerce.totalQuantity": "11",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "Project Tote Personal File",
+    "ECommerce.totalQuantity": "1",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Canon PC1080F Personal Copier",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
+    "ECommerce.totalQuantity": "8",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Google Nexus 5",
+    "ECommerce.totalQuantity": "11",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
+    "ECommerce.totalQuantity": "11",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
+    "ECommerce.totalQuantity": "3",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
+    "ECommerce.totalQuantity": "6",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
+    "ECommerce.totalQuantity": "7",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Logitech di_Novo Edge Keyboard",
+    "ECommerce.totalQuantity": "9",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
+    "ECommerce.totalQuantity": "5",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Okidata C610n Printer",
+    "ECommerce.totalQuantity": "2",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
+    "ECommerce.totalQuantity": "8",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
+    "ECommerce.totalQuantity": "4",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
+    "ECommerce.totalQuantity": "9",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
+    "ECommerce.totalQuantity": "3",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities (with preaggregation) ECommerce: totalQuantity by half_year + no dimension 1`] = `
+Array [
+  Object {
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-01-01T00:00:00.000",
+    "ECommerce.totalQuantity": "6",
+  },
+  Object {
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
+    "ECommerce.totalQuantity": "51",
+  },
+  Object {
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
+    "ECommerce.totalQuantity": "103",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year + dimension 1`] = `
+Array [
+  Object {
+    "ECommerce.city": "Lorain",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2019-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Auburn",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Baltimore",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Columbus",
+    "ECommerce.count": "3",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Decatur",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Detroit",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Houston",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Los Angeles",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Louisville",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "New York City",
+    "ECommerce.count": "4",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Olympia",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Omaha",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Arlington",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Bakersfield",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Bowling",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Columbus",
+    "ECommerce.count": "9",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Dallas",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Detroit",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Glendale",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Lafayette",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Lakewood",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Marion",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Morristown",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "New York City",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Oakland",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Provo",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "San Francisco",
+    "ECommerce.count": "2",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Vancouver",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year + no dimension 1`] = `
+Array [
+  Object {
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2019-07-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.count": "17",
+    "ECommerce.customOrderDateNoPreAgg": "2020-01-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-01-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.count": "26",
+    "ECommerce.customOrderDateNoPreAgg": "2020-07-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year": "2020-07-01T00:00:00.000",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year_by_1st_april + dimension 1`] = `
+Array [
+  Object {
+    "ECommerce.city": "Decatur",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2019-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Detroit",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2019-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Houston",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2019-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Lorain",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2019-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "New York City",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2019-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2019-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Arlington",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Auburn",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Bakersfield",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Baltimore",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Columbus",
+    "ECommerce.count": "4",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Detroit",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Lakewood",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Los Angeles",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Louisville",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Morristown",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "New York City",
+    "ECommerce.count": "3",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Olympia",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Omaha",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Provo",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Bowling",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Columbus",
+    "ECommerce.count": "8",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Dallas",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Glendale",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Lafayette",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Marion",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "New York City",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Oakland",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "San Francisco",
+    "ECommerce.count": "2",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Vancouver",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year_by_1st_april + no dimension 1`] = `
+Array [
+  Object {
+    "ECommerce.count": "6",
+    "ECommerce.customOrderDateNoPreAgg": "2019-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2019-10-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.count": "19",
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-04-01T00:00:00.000",
+  },
+  Object {
+    "ECommerce.count": "19",
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.half_year_by_1st_april": "2020-10-01T00:00:00.000",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by three_months_by_march + dimension 1`] = `
+Array [
+  Object {
+    "ECommerce.city": "Decatur",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-12-11T21:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2019-12-11T21:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Detroit",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-12-11T21:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2019-12-11T21:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Lorain",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2019-12-11T21:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2019-12-11T21:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Auburn",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-03-15T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-03-15T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Baltimore",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-03-15T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-03-15T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Columbus",
+    "ECommerce.count": "2",
+    "ECommerce.customOrderDateNoPreAgg": "2020-03-15T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-03-15T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Houston",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-03-15T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-03-15T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Los Angeles",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-03-15T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-03-15T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Louisville",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-03-15T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-03-15T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "New York City",
+    "ECommerce.count": "3",
+    "ECommerce.customOrderDateNoPreAgg": "2020-03-15T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-03-15T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Omaha",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-03-15T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-03-15T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-03-15T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-03-15T00:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Arlington",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-18T03:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-06-18T03:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Bakersfield",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-18T03:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-06-18T03:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Columbus",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-18T03:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-06-18T03:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Detroit",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-18T03:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-06-18T03:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Morristown",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-18T03:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-06-18T03:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "New York City",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-18T03:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-06-18T03:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Olympia",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-18T03:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-06-18T03:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Provo",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-18T03:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-06-18T03:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Bowling",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Columbus",
+    "ECommerce.count": "8",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Dallas",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Glendale",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Lakewood",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Marion",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "New York City",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Oakland",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Philadelphia",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "San Francisco",
+    "ECommerce.count": "2",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Vancouver",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Columbus",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-12-24T09:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-12-24T09:00:00.000",
+  },
+  Object {
+    "ECommerce.city": "Lafayette",
+    "ECommerce.count": "1",
+    "ECommerce.customOrderDateNoPreAgg": "2020-12-24T09:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-12-24T09:00:00.000",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by three_months_by_march + no dimension 1`] = `
+Array [
+  Object {
+    "ECommerce.count": "3",
+    "ECommerce.customOrderDateNoPreAgg": "2019-12-11T21:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2019-12-11T21:00:00.000",
+  },
+  Object {
+    "ECommerce.count": "12",
+    "ECommerce.customOrderDateNoPreAgg": "2020-03-15T00:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-03-15T00:00:00.000",
+  },
+  Object {
+    "ECommerce.count": "8",
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-18T03:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-06-18T03:00:00.000",
+  },
+  Object {
+    "ECommerce.count": "19",
+    "ECommerce.customOrderDateNoPreAgg": "2020-09-21T06:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-09-21T06:00:00.000",
+  },
+  Object {
+    "ECommerce.count": "2",
+    "ECommerce.customOrderDateNoPreAgg": "2020-12-24T09:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.three_months_by_march": "2020-12-24T09:00:00.000",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByLeading 1`] = `
+Array [
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2019-12-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2019-12-01T10:00:00.000",
+    "ECommerce.rollingCountByLeading": "8",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-02-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-02-01T10:00:00.000",
+    "ECommerce.rollingCountByLeading": "12",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-04-01T10:00:00.000",
+    "ECommerce.rollingCountByLeading": "6",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-06-01T10:00:00.000",
+    "ECommerce.rollingCountByLeading": "19",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-08-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-08-01T10:00:00.000",
+    "ECommerce.rollingCountByLeading": "16",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-10-01T10:00:00.000",
+    "ECommerce.rollingCountByLeading": null,
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-12-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-12-01T10:00:00.000",
+    "ECommerce.rollingCountByLeading": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByTrailing 1`] = `
+Array [
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2019-12-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2019-12-01T10:00:00.000",
+    "ECommerce.rollingCountByTrailing": "3",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-02-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-02-01T10:00:00.000",
+    "ECommerce.rollingCountByTrailing": "3",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-04-01T10:00:00.000",
+    "ECommerce.rollingCountByTrailing": "12",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-06-01T10:00:00.000",
+    "ECommerce.rollingCountByTrailing": null,
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-08-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-08-01T10:00:00.000",
+    "ECommerce.rollingCountByTrailing": "10",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-10-01T10:00:00.000",
+    "ECommerce.rollingCountByTrailing": "16",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-12-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-12-01T10:00:00.000",
+    "ECommerce.rollingCountByTrailing": null,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByUnbounded 1`] = `
+Array [
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2019-12-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2019-12-01T10:00:00.000",
+    "ECommerce.rollingCountByUnbounded": "3",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-02-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-02-01T10:00:00.000",
+    "ECommerce.rollingCountByUnbounded": "6",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-04-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-04-01T10:00:00.000",
+    "ECommerce.rollingCountByUnbounded": "18",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-06-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-06-01T10:00:00.000",
+    "ECommerce.rollingCountByUnbounded": "18",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-08-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-08-01T10:00:00.000",
+    "ECommerce.rollingCountByUnbounded": "28",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-10-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-10-01T10:00:00.000",
+    "ECommerce.rollingCountByUnbounded": "44",
+  },
+  Object {
+    "ECommerce.customOrderDateNoPreAgg": "2020-12-01T10:00:00.000",
+    "ECommerce.customOrderDateNoPreAgg.two_mo_by_feb": "2020-12-01T10:00:00.000",
+    "ECommerce.rollingCountByUnbounded": "44",
+  },
+]
+`;
diff --git a/packages/cubejs-testing-drivers/test/postgres-native-cubestore-response-full.test.ts b/packages/cubejs-testing-drivers/test/postgres-native-cubestore-response-full.test.ts
new file mode 100644
index 0000000000000..6c395e39b2b90
--- /dev/null
+++ b/packages/cubejs-testing-drivers/test/postgres-native-cubestore-response-full.test.ts
@@ -0,0 +1,5 @@
+import { testQueries } from '../src/tests/testQueries';
+
+testQueries('postgres', {
+  extendedEnv: 'native-cubestore-response'
+});

From 6679d0a58ac4a6087d5402c1e1b6a75c2a258593 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 12 Dec 2024 18:35:31 +0200
Subject: [PATCH 050/128] =?UTF-8?q?Build=20native=20(without=20Python)=20i?=
 =?UTF-8?q?n=C2=A0drivers=20tests?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/drivers-tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/drivers-tests.yml b/.github/workflows/drivers-tests.yml
index 122f05de50668..80071593a177b 100644
--- a/.github/workflows/drivers-tests.yml
+++ b/.github/workflows/drivers-tests.yml
@@ -165,7 +165,7 @@ jobs:
         uses: actions/download-artifact@v4
         with:
           name: backend-native
-          path: packages/cubejs-backend-native/
+          path: packages/cubejs-backend-native
       - name: Build and push
         uses: docker/build-push-action@v6
         with:

From 01cf73b84d83404792f9b6139d52bbb7cadf61d3 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 12 Dec 2024 21:23:48 +0200
Subject: [PATCH 051/128] =?UTF-8?q?workaround=20for=C2=A0native=20build=20?=
 =?UTF-8?q?in=C2=A0testings-drivers?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/drivers-tests.yml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.github/workflows/drivers-tests.yml b/.github/workflows/drivers-tests.yml
index 80071593a177b..72c07397cf35d 100644
--- a/.github/workflows/drivers-tests.yml
+++ b/.github/workflows/drivers-tests.yml
@@ -166,6 +166,11 @@ jobs:
         with:
           name: backend-native
           path: packages/cubejs-backend-native
+      # current .dockerignore prevents use of native build
+      - name: Unignore native from .dockerignore
+        run: |
+          grep -v -E "packages/cubejs-backend-native/((native)|(index.node))" .dockerignore > .dockerignore.tmp
+          mv .dockerignore.tmp .dockerignore
       - name: Build and push
         uses: docker/build-push-action@v6
         with:

From 322c19863bcece9cfdc87abe395bc1b9e2c80365 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 13 Dec 2024 00:39:25 +0200
Subject: [PATCH 052/128] =?UTF-8?q?small=20improvements=20in=C2=A0CubeStor?=
 =?UTF-8?q?eResultWrapper?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../js/CubeStoreResultWrapper.ts                | 17 +++++++----------
 1 file changed, 7 insertions(+), 10 deletions(-)

diff --git a/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts b/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
index 6693fb06c156b..a85215fb57ac6 100644
--- a/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
@@ -16,22 +16,19 @@ export class CubeStoreResultWrapper {
           return array[Number(prop)];
         }
 
-        // intercept array methods
+        // intercept isNative
+        if (prop === 'isNative') {
+          return true;
+        }
+
+        // intercept array props and methods
         if (typeof prop === 'string' && prop in Array.prototype) {
           const arrayMethod = (Array.prototype as any)[prop];
           if (typeof arrayMethod === 'function') {
             return (...args: any[]) => this.invokeArrayMethod(prop, ...args);
           }
-        }
 
-        // intercept isNative
-        if (prop === 'isNative') {
-          return true;
-        }
-
-        // intercept array length
-        if (prop === 'length') {
-          return this.getArray().length;
+          return (this.getArray() as any)[prop];
         }
 
         // intercept JSON.stringify or toJSON()

From f5ef649f453c930aced65faf7f44f56aa030b256 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 13 Dec 2024 18:48:03 +0200
Subject: [PATCH 053/128] make parse_cubestore_ws_result_message async

---
 packages/cubejs-backend-native/js/index.ts    |  4 ++--
 .../cubejs-backend-native/src/node_export.rs  | 19 +++++++++++++------
 .../src/WebSocketConnection.ts                |  4 ++--
 3 files changed, 17 insertions(+), 10 deletions(-)

diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index 4465cc23bb3e0..0d9de794608fb 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -370,10 +370,10 @@ export const buildSqlAndParams = (cubeEvaluator: any): String => {
 
 export type ResultRow = Record<string, string>;
 
-export const parseCubestoreResultMessage = (message: ArrayBuffer): CubeStoreResultWrapper => {
+export const parseCubestoreResultMessage = async (message: ArrayBuffer): Promise<CubeStoreResultWrapper> => {
   const native = loadNative();
 
-  const msg = native.parseCubestoreResultMessage(message);
+  const msg = await native.parseCubestoreResultMessage(message);
   return new CubeStoreResultWrapper(msg);
 };
 
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 0cee1c3d65c47..f106a4531aed4 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -515,13 +515,20 @@ fn debug_js_to_clrepr_to_js(mut cx: FunctionContext) -> JsResult<JsValue> {
 
 //============ sql orchestrator ===================
 
-fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsBox<CubeStoreResult>> {
+fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let msg = cx.argument::<JsBuffer>(0)?;
-    let msg_data = msg.as_slice(&cx);
-    match CubeStoreResult::new(msg_data) {
-        Ok(result) => Ok(cx.boxed(result)),
-        Err(err) => cx.throw_error(err.to_string()),
-    }
+    let msg_data = msg.as_slice(&cx).to_vec();
+
+    let promise = cx
+        .task(move || CubeStoreResult::new(&msg_data))
+        .promise(move |mut cx, res| {
+            match res {
+                Ok(result) => Ok(cx.boxed(result)),
+                Err(err) => cx.throw_error(err.to_string()),
+            }
+        });
+
+    Ok(promise)
 }
 
 fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
diff --git a/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts b/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
index 40d37d516ad98..94170ed8ffd36 100644
--- a/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
+++ b/packages/cubejs-cubestore-driver/src/WebSocketConnection.ts
@@ -109,7 +109,7 @@ export class WebSocketConnection {
             this.webSocket = undefined;
           }
         });
-        webSocket.on('message', (msg) => {
+        webSocket.on('message', async (msg) => {
           const buf = new flatbuffers.ByteBuffer(msg);
           const httpMessage = HttpMessage.getRootAsHttpMessage(buf);
           const resolvers = webSocket.sentMessages[httpMessage.messageId()];
@@ -120,7 +120,7 @@ export class WebSocketConnection {
 
           if (getEnv('nativeOrchestrator') && msg.length > 1000) {
             try {
-              const nativeResMsg = parseCubestoreResultMessage(msg);
+              const nativeResMsg = await parseCubestoreResultMessage(msg);
               resolvers.resolve(nativeResMsg);
             } catch (e) {
               resolvers.reject(e);

From fb3b3072336a96631ccaa3afc78a857595cb06ad Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 13 Dec 2024 20:57:29 +0200
Subject: [PATCH 054/128] make all native cubestore_result_transform functions
 async

---
 packages/cubejs-api-gateway/src/gateway.ts    |  33 +-
 .../cubejs-api-gateway/src/types/responses.ts |   2 +-
 packages/cubejs-backend-native/Cargo.lock     |   1 +
 packages/cubejs-backend-native/Cargo.toml     |   1 +
 packages/cubejs-backend-native/js/index.ts    |   8 +-
 .../cubejs-backend-native/src/node_export.rs  | 350 +++++++++++-------
 .../src/cubestore_result_transform.rs         |   5 +-
 7 files changed, 233 insertions(+), 167 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index a6442c8c506ed..756ff5400a704 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1612,7 +1612,7 @@ class ApiGateway {
    * result object.
    * @internal
    */
-  private getResultInternal(
+  private async getResultInternal(
     context: RequestContext,
     queryType: QueryType,
     normalizedQuery: NormalizedQuery,
@@ -1649,13 +1649,14 @@ class ApiGateway {
     // We postpone data transformation until the last minute
     // in case when all responses are native - we process them in native part
     const dataCb: TransformDataResponseCb = response.data.isNative ?
-      () => JSON.parse(
-        transformDataNative(
+      async () => {
+        const jsonData = await transformDataNative(
           JSON.stringify(transformDataParams), response.data.getNativeRef()
-        ).result
-      ) as TransformDataResponse
+        );
+        return JSON.parse(jsonData.result) as TransformDataResponse;
+      }
       :
-      () => transformData({
+      async () => transformData({
         ...transformDataParams,
         data: response.data,
       });
@@ -1866,20 +1867,20 @@ class ApiGateway {
           };
           const resultDataJson = JSON.stringify(responseDataObj);
 
-          res(getFinalCubestoreResultMulti(transformDataJson, rawDataRef, resultDataJson));
+          res(await getFinalCubestoreResultMulti(transformDataJson, rawDataRef, resultDataJson));
         } else {
           // if we have mixed query results (there are js and native)
           // we prepare results separately: on js and native sides
           // and serve final response from JS side
           res({
             queryType,
-            results: results.map(r => {
-              const data = r.dataCb();
+            results: await Promise.all(results.map(async (r) => {
+              const data = await r.dataCb();
               return {
                 ...cleanupResult(r),
                 data,
               };
-            }),
+            })),
             pivotQuery: getPivotQuery(queryType, normalizedQueries),
             slowQuery
           });
@@ -1890,9 +1891,9 @@ class ApiGateway {
         const transformDataJson = JSON.stringify(r.transformDataParams);
         const rawDataRef = r.rawData.getNativeRef();
         const resultDataJson = JSON.stringify(cleanupResult(r));
-        res(getFinalCubestoreResult(transformDataJson, rawDataRef, resultDataJson));
+        res(await getFinalCubestoreResult(transformDataJson, rawDataRef, resultDataJson));
       } else {
-        const data = results[0].dataCb();
+        const data = await results[0].dataCb();
         res({
           ...cleanupResult(results[0]),
           data,
@@ -2045,19 +2046,19 @@ class ApiGateway {
               [[], [], []]
             );
 
-            res(getFinalCubestoreResultArray(transformDataJson, rawDataRef, resultDataJson));
+            res(await getFinalCubestoreResultArray(transformDataJson, rawDataRef, resultDataJson));
           } else {
             // if we have mixed query results (there are js and native)
             // we prepare results separately: on js and native sides
             // and serve final response from JS side
             res({
-              results: results.map(r => {
-                const data = r.dataCb();
+              results: await Promise.all(results.map(async (r) => {
+                const data = await r.dataCb();
                 return {
                   ...cleanupResult(r),
                   data,
                 };
-              }),
+              })),
             });
           }
         } else {
diff --git a/packages/cubejs-api-gateway/src/types/responses.ts b/packages/cubejs-api-gateway/src/types/responses.ts
index bdbc1ee63e4a4..aa09b3b2fcfba 100644
--- a/packages/cubejs-api-gateway/src/types/responses.ts
+++ b/packages/cubejs-api-gateway/src/types/responses.ts
@@ -34,4 +34,4 @@ export type TransformDataRequest = {
   resType?: ResultType
 };
 
-export type TransformDataResponseCb = () => TransformDataResponse;
+export type TransformDataResponseCb = () => Promise<TransformDataResponse>;
diff --git a/packages/cubejs-backend-native/Cargo.lock b/packages/cubejs-backend-native/Cargo.lock
index 3b58feda8b8e1..65113ac0e7061 100644
--- a/packages/cubejs-backend-native/Cargo.lock
+++ b/packages/cubejs-backend-native/Cargo.lock
@@ -733,6 +733,7 @@ dependencies = [
 name = "cubejs-native"
 version = "0.28.0"
 dependencies = [
+ "anyhow",
  "async-channel",
  "async-trait",
  "axum",
diff --git a/packages/cubejs-backend-native/Cargo.toml b/packages/cubejs-backend-native/Cargo.toml
index debb2bea8dc84..80e12da1f88ae 100644
--- a/packages/cubejs-backend-native/Cargo.toml
+++ b/packages/cubejs-backend-native/Cargo.toml
@@ -19,6 +19,7 @@ crate-type = ["cdylib", "lib"]
 cubesqlplanner = { path = "../../rust/cubesqlplanner/cubesqlplanner" }
 cubeorchestrator = { path = "../../rust/cubeorchestrator" }
 cubenativeutils = { path = "../../rust/cubenativeutils" }
+anyhow = "1.0"
 async-channel = { version = "2" }
 async-trait = "0.1.36"
 convert_case = "0.6.0"
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index 0d9de794608fb..63621491fe77c 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -383,25 +383,25 @@ export const getCubestoreResult = (ref: CubeStoreResultWrapper): ResultRow[] =>
   return native.getCubestoreResult(ref);
 };
 
-export const transformData = (transformDataJson: string, rows: any): TransformDataResponseNative => {
+export const transformData = (transformDataJson: string, rows: any): Promise<TransformDataResponseNative> => {
   const native = loadNative();
 
   return native.transformQueryData(transformDataJson, rows);
 };
 
-export const getFinalCubestoreResult = (transformDataJson: string, rows: any, resultData: string): ArrayBuffer => {
+export const getFinalCubestoreResult = (transformDataJson: string, rows: any, resultData: string): Promise<ArrayBuffer> => {
   const native = loadNative();
 
   return native.getFinalCubestoreResult(transformDataJson, rows, resultData);
 };
 
-export const getFinalCubestoreResultArray = (transformDataJson: string[], rows: any[], resultDataJson: string[]): ArrayBuffer => {
+export const getFinalCubestoreResultArray = (transformDataJson: string[], rows: any[], resultDataJson: string[]): Promise<ArrayBuffer> => {
   const native = loadNative();
 
   return native.getFinalCubestoreResultArray(transformDataJson, rows, resultDataJson);
 };
 
-export const getFinalCubestoreResultMulti = (transformDataJson: string[], rows: any[], responseData: string): ArrayBuffer => {
+export const getFinalCubestoreResultMulti = (transformDataJson: string[], rows: any[], responseData: string): Promise<ArrayBuffer> => {
   const native = loadNative();
 
   return native.getFinalCubestoreResultMulti(transformDataJson, rows, responseData);
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index f106a4531aed4..3c86121c3c2c7 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -13,7 +13,6 @@ use std::net::SocketAddr;
 use std::rc::Rc;
 use std::str::FromStr;
 use std::sync::Arc;
-
 use crate::auth::{NativeAuthContext, NodeBridgeAuthService};
 use crate::channel::call_js_fn;
 use crate::config::{NodeConfiguration, NodeConfigurationFactoryOptions, NodeCubeServices};
@@ -523,7 +522,7 @@ fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsProm
         .task(move || CubeStoreResult::new(&msg_data))
         .promise(move |mut cx, res| {
             match res {
-                Ok(result) => Ok(cx.boxed(result)),
+                Ok(result) => Ok(cx.boxed(Arc::new(result))),
                 Err(err) => cx.throw_error(err.to_string()),
             }
         });
@@ -532,7 +531,7 @@ fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsProm
 }
 
 fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
-    let result = cx.argument::<JsBox<CubeStoreResult>>(0)?;
+    let result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(0)?;
 
     let js_array = cx.execute_scoped(|mut cx| {
         let js_array = JsArray::new(&mut cx, result.rows.len());
@@ -557,207 +556,270 @@ fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
     Ok(js_array.upcast())
 }
 
-fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsObject> {
+fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let json_str = cx.argument::<JsString>(0)?.value(&mut cx);
-    let request_data = match serde_json::from_str::<TransformDataRequest>(&json_str) {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
 
-    let cube_store_result = cx.argument::<JsBox<CubeStoreResult>>(1)?;
-
-    let alias_to_member_name_map = &request_data.alias_to_member_name_map;
-    let annotation = &request_data.annotation;
-    let query = &request_data.query;
-    let query_type = &request_data.query_type.unwrap_or_default();
-    let res_type = &request_data.res_type;
-
-    let transformed = match transform_data(
-        alias_to_member_name_map,
-        annotation,
-        &cube_store_result,
-        query,
-        query_type,
-        res_type.clone(),
-    ) {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
+    let cube_store_result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(1)?;
+    let cube_store_result = Arc::clone(&cube_store_result);
 
-    let json_data = match serde_json::to_string(&transformed) {
-        Ok(data) => data,
-        Err(e) => return cx.throw_error(format!("Serialization error: {}", e)),
-    };
+    let promise = cx
+        .task(move || {
+            let request_data = match serde_json::from_str::<TransformDataRequest>(&json_str) {
+                Ok(data) => data,
+                Err(err) => return Err(anyhow::Error::from(err)),
+            };
 
-    let js_string = cx.string(json_data);
+            let alias_to_member_name_map = &request_data.alias_to_member_name_map;
+            let annotation = &request_data.annotation;
+            let query = &request_data.query;
+            let query_type = &request_data.query_type.unwrap_or_default();
+            let res_type = &request_data.res_type;
+
+            let transformed = transform_data(
+                alias_to_member_name_map,
+                annotation,
+                &cube_store_result,
+                query,
+                query_type,
+                res_type.clone(),
+            )?;
+
+            match serde_json::to_string(&transformed) {
+                Ok(json) => Ok(json),
+                Err(err) => Err(anyhow::Error::from(err)),
+            }
+        })
+        .promise(move |mut cx, json_data| {
+            match json_data {
+                Ok(json_data) => {
+                    let js_string = cx.string(json_data);
 
-    let js_result = cx.empty_object();
-    js_result.set(&mut cx, "result", js_string)?;
+                    let js_result = cx.empty_object();
+                    js_result.set(&mut cx, "result", js_string)?;
 
-    Ok(js_result)
+                    Ok(js_result)
+                }
+                Err(err) => cx.throw_error(err.to_string()),
+            }
+        });
+
+    Ok(promise)
 }
 
-fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsArrayBuffer> {
+fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let transform_data_str = cx.argument::<JsString>(0)?.value(&mut cx);
-    let transform_request_data =
-        match serde_json::from_str::<TransformDataRequest>(&transform_data_str) {
-            Ok(data) => data,
-            Err(err) => return cx.throw_error(err.to_string()),
-        };
-    let cube_store_result = cx.argument::<JsBox<CubeStoreResult>>(1)?;
+    let cube_store_result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(1)?;
+    let cube_store_result = Arc::clone(&cube_store_result);
     let result_data_str = cx.argument::<JsString>(2)?.value(&mut cx);
-    let mut result_data = match serde_json::from_str::<RequestResultData>(&result_data_str) {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
 
-    if let Err(err) = get_final_cubestore_result(
-        &transform_request_data,
-        &cube_store_result,
-        &mut result_data,
-    ) {
-        return cx.throw_error(err.to_string());
-    }
+    let promise = cx
+        .task(move || {
+            let transform_request_data =
+                match serde_json::from_str::<TransformDataRequest>(&transform_data_str) {
+                    Ok(data) => data,
+                    Err(err) => return Err(anyhow::Error::from(err)),
+                };
+
+            let mut result_data = match serde_json::from_str::<RequestResultData>(&result_data_str) {
+                Ok(data) => data,
+                Err(err) => return Err(anyhow::Error::from(err)),
+            };
 
-    let json_data = match serde_json::to_string(&result_data) {
-        Ok(data) => data,
-        Err(e) => return cx.throw_error(format!("Serialization error: {}", e)),
-    };
-    let json_bytes = json_data.as_bytes();
+            get_final_cubestore_result(
+                &transform_request_data,
+                &cube_store_result,
+                &mut result_data,
+            )?;
 
-    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
-    {
-        let buffer = js_buffer.as_mut_slice(&mut cx);
-        buffer.copy_from_slice(json_bytes);
-    }
+            match serde_json::to_string(&result_data) {
+                Ok(json) => Ok(json),
+                Err(err) => Err(anyhow::Error::from(err)),
+            }
+        })
+        .promise(move |mut cx, json_string| {
+            match json_string {
+                Ok(json_string) => {
+                    let json_bytes = json_string.as_bytes();
+
+                    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+                    {
+                        let buffer = js_buffer.as_mut_slice(&mut cx);
+                        buffer.copy_from_slice(json_bytes);
+                    }
+
+                    Ok(js_buffer)
+                }
+                Err(err) => cx.throw_error(err.to_string()),
+            }
+        });
 
-    Ok(js_buffer)
+    Ok(promise)
 }
 
-fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsArrayBuffer> {
+fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let transform_data_array = cx.argument::<JsArray>(0)?;
-    let transform_requests: Vec<TransformDataRequest> = transform_data_array
+    let transform_request_strings: Vec<String> = transform_data_array
         .to_vec(&mut cx)?
         .into_iter()
         .map(|js_value| {
-            let js_string = js_value
-                .downcast_or_throw::<JsString, _>(&mut cx)?
-                .value(&mut cx);
-
-            match serde_json::from_str::<TransformDataRequest>(&js_string) {
-                Ok(request) => Ok(request),
-                Err(err) => cx.throw_error(err.to_string()),
-            }
+            js_value
+                .downcast_or_throw::<JsString, _>(&mut cx)
+                .map(|js_string| js_string.value(&mut cx))
         })
         .collect::<Result<_, _>>()?;
 
     let cube_store_array = cx.argument::<JsArray>(1)?;
-    let cube_store_results_boxed: Vec<Handle<JsBox<CubeStoreResult>>> = cube_store_array
+    let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
         .to_vec(&mut cx)?
         .into_iter()
-        .map(|js_value| js_value.downcast_or_throw::<JsBox<CubeStoreResult>, _>(&mut cx))
+        .map(|js_value| {
+            js_value
+                .downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx)
+        })
         .collect::<Result<_, _>>()?;
-    let cube_store_results: Vec<&CubeStoreResult> = cube_store_results_boxed
+    let cube_store_results: Vec<Arc<CubeStoreResult>> = cube_store_results_boxed
         .iter()
-        .map(|handle| &***handle)
+        .map(|handle| (**handle).clone())
         .collect();
 
     let results_data_array = cx.argument::<JsArray>(2)?;
-    let mut request_results: Vec<RequestResultData> = results_data_array
+    let request_result_strings: Vec<String> = results_data_array
         .to_vec(&mut cx)?
         .into_iter()
         .map(|js_value| {
-            let js_string = js_value
-                .downcast_or_throw::<JsString, _>(&mut cx)?
-                .value(&mut cx);
-
-            match serde_json::from_str::<RequestResultData>(&js_string) {
-                Ok(request) => Ok(request),
-                Err(err) => cx.throw_error(err.to_string()),
-            }
+            js_value
+                .downcast_or_throw::<JsString, _>(&mut cx)
+                .map(|js_string| js_string.value(&mut cx))
         })
         .collect::<Result<_, _>>()?;
 
-    if let Err(err) = get_final_cubestore_result_array(
-        &transform_requests,
-        &cube_store_results,
-        &mut request_results,
-    ) {
-        return cx.throw_error(err.to_string());
-    }
-
-    let final_obj = RequestResultArray {
-        results: request_results,
-    };
-
-    let json_data = match serde_json::to_string(&final_obj) {
-        Ok(data) => data,
-        Err(e) => return cx.throw_error(format!("Serialization error: {}", e)),
-    };
-    let json_bytes = json_data.as_bytes();
+    let promise = cx
+        .task(move || {
+            let transform_requests: Vec<TransformDataRequest> = transform_request_strings
+                .into_iter()
+                .map(|req_str| {
+                    match serde_json::from_str::<TransformDataRequest>(&req_str) {
+                        Ok(request) => Ok(request),
+                        Err(err) => Err(anyhow::Error::from(err)),
+                    }
+                })
+                .collect::<Result<_, _>>()?;
+
+            let mut request_results: Vec<RequestResultData> = request_result_strings
+                .into_iter()
+                .map(|req_str| {
+                    match serde_json::from_str::<RequestResultData>(&req_str) {
+                        Ok(request) => Ok(request),
+                        Err(err) => Err(anyhow::Error::from(err)),
+                    }
+                })
+                .collect::<Result<_, _>>()?;
+
+            get_final_cubestore_result_array(
+                &transform_requests,
+                &cube_store_results,
+                &mut request_results,
+            )?;
+
+            let final_obj = RequestResultArray {
+                results: request_results,
+            };
 
-    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
-    {
-        let buffer = js_buffer.as_mut_slice(&mut cx);
-        buffer.copy_from_slice(json_bytes);
-    }
+            match serde_json::to_string(&final_obj) {
+                Ok(json) => Ok(json),
+                Err(err) => Err(anyhow::Error::from(err)),
+            }
+        })
+        .promise(move |mut cx, json_data| {
+            match json_data {
+                Ok(json_data) => {
+                    let json_bytes = json_data.as_bytes();
+
+                    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+                    {
+                        let buffer = js_buffer.as_mut_slice(&mut cx);
+                        buffer.copy_from_slice(json_bytes);
+                    }
+
+                    Ok(js_buffer)
+                }
+                Err(err) => cx.throw_error(err.to_string()),
+            }
+        });
 
-    Ok(js_buffer)
+    Ok(promise)
 }
 
-fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsArrayBuffer> {
+fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let transform_data_array = cx.argument::<JsArray>(0)?;
-    let transform_requests: Vec<TransformDataRequest> = transform_data_array
+    let transform_request_strings: Vec<String> = transform_data_array
         .to_vec(&mut cx)?
         .into_iter()
         .map(|js_value| {
-            let js_string = js_value
-                .downcast_or_throw::<JsString, _>(&mut cx)?
-                .value(&mut cx);
-
-            match serde_json::from_str::<TransformDataRequest>(&js_string) {
-                Ok(request) => Ok(request),
-                Err(err) => cx.throw_error(err.to_string()),
-            }
+            js_value
+                .downcast_or_throw::<JsString, _>(&mut cx)
+                .map(|js_string| js_string.value(&mut cx))
         })
         .collect::<Result<_, _>>()?;
 
     let cube_store_array = cx.argument::<JsArray>(1)?;
-    let cube_store_results_boxed: Vec<Handle<JsBox<CubeStoreResult>>> = cube_store_array
+    let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
         .to_vec(&mut cx)?
         .into_iter()
-        .map(|js_value| js_value.downcast_or_throw::<JsBox<CubeStoreResult>, _>(&mut cx))
+        .map(|js_value| {
+            js_value
+                .downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx)
+        })
         .collect::<Result<_, _>>()?;
-    let cube_store_results: Vec<&CubeStoreResult> = cube_store_results_boxed
+    let cube_store_results: Vec<Arc<CubeStoreResult>> = cube_store_results_boxed
         .iter()
-        .map(|handle| &***handle)
+        .map(|handle| (**handle).clone())
         .collect();
 
     let result_data_str = cx.argument::<JsString>(2)?.value(&mut cx);
-    let mut result_data = match serde_json::from_str::<RequestResultDataMulti>(&result_data_str) {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
 
-    if let Err(err) =
-        get_final_cubestore_result_multi(&transform_requests, &cube_store_results, &mut result_data)
-    {
-        return cx.throw_error(err.to_string());
-    }
+    let promise = cx
+        .task(move || {
+            let transform_requests: Vec<TransformDataRequest> = transform_request_strings
+                .into_iter()
+                .map(|req_str| {
+                    match serde_json::from_str::<TransformDataRequest>(&req_str) {
+                        Ok(request) => Ok(request),
+                        Err(err) => Err(anyhow::Error::from(err)),
+                    }
+                })
+                .collect::<Result<_, _>>()?;
+
+            let mut result_data = match serde_json::from_str::<RequestResultDataMulti>(&result_data_str) {
+                Ok(data) => data,
+                Err(err) => return Err(anyhow::Error::from(err)),
+            };
 
-    let json_data = match serde_json::to_string(&result_data) {
-        Ok(data) => data,
-        Err(e) => return cx.throw_error(format!("Serialization error: {}", e)),
-    };
-    let json_bytes = json_data.as_bytes();
+            get_final_cubestore_result_multi(&transform_requests, &cube_store_results, &mut result_data)?;
 
-    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
-    {
-        let buffer = js_buffer.as_mut_slice(&mut cx);
-        buffer.copy_from_slice(json_bytes);
-    }
+            match serde_json::to_string(&result_data) {
+                Ok(json) => Ok(json),
+                Err(err) => Err(anyhow::Error::from(err)),
+            }
+        })
+        .promise(move |mut cx, json_data| {
+            match json_data {
+                Ok(json_data) => {
+                    let json_bytes = json_data.as_bytes();
+
+                    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+                    {
+                        let buffer = js_buffer.as_mut_slice(&mut cx);
+                        buffer.copy_from_slice(json_bytes);
+                    }
+
+                    Ok(js_buffer)
+                }
+                Err(err) => cx.throw_error(err.to_string()),
+            }
+        });
 
-    Ok(js_buffer)
+    Ok(promise)
 }
 
 pub fn register_module_exports<C: NodeConfiguration + 'static>(
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index e03448d0551fc..a8e72b0484713 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -11,6 +11,7 @@ use anyhow::{bail, Context, Result};
 use chrono::{DateTime, SecondsFormat};
 use itertools::multizip;
 use std::collections::{HashMap, HashSet};
+use std::sync::Arc;
 
 /// Transform specified `value` with specified `type` to the network protocol type.
 pub fn transform_value(value: String, type_: &str) -> String {
@@ -438,7 +439,7 @@ pub fn get_final_cubestore_result(
 
 pub fn get_final_cubestore_result_array(
     transform_requests: &[TransformDataRequest],
-    cube_store_results: &[&CubeStoreResult],
+    cube_store_results: &[Arc<CubeStoreResult>],
     result_data: &mut [RequestResultData],
 ) -> Result<()> {
     for (transform_data, cube_store_result, result) in multizip((
@@ -454,7 +455,7 @@ pub fn get_final_cubestore_result_array(
 
 pub fn get_final_cubestore_result_multi(
     request_data: &[TransformDataRequest],
-    cube_store_result: &[&CubeStoreResult],
+    cube_store_result: &[Arc<CubeStoreResult>],
     result_data: &mut RequestResultDataMulti,
 ) -> Result<()> {
     for (transform_data, cube_store_result, result) in multizip((

From 71750d5eba4cd268e25d3cea4074a6cf22092583 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 13 Dec 2024 21:14:52 +0200
Subject: [PATCH 055/128] cargo fmt

---
 .../cubejs-backend-native/src/node_export.rs  | 156 ++++++++----------
 .../src/cubestore_result_transform.rs         |   6 +-
 2 files changed, 77 insertions(+), 85 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 3c86121c3c2c7..ae578437bb28a 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -9,10 +9,6 @@ use futures::StreamExt;
 use serde_json::Map;
 use tokio::sync::Semaphore;
 
-use std::net::SocketAddr;
-use std::rc::Rc;
-use std::str::FromStr;
-use std::sync::Arc;
 use crate::auth::{NativeAuthContext, NodeBridgeAuthService};
 use crate::channel::call_js_fn;
 use crate::config::{NodeConfiguration, NodeConfigurationFactoryOptions, NodeCubeServices};
@@ -30,6 +26,10 @@ use cubenativeutils::wrappers::serializer::NativeDeserialize;
 use cubenativeutils::wrappers::NativeContextHolder;
 use cubesqlplanner::cube_bridge::base_query_options::NativeBaseQueryOptions;
 use cubesqlplanner::planner::base_query::BaseQuery;
+use std::net::SocketAddr;
+use std::rc::Rc;
+use std::str::FromStr;
+use std::sync::Arc;
 
 use cubeorchestrator::cubestore_message_parser::CubeStoreResult;
 
@@ -520,11 +520,9 @@ fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsProm
 
     let promise = cx
         .task(move || CubeStoreResult::new(&msg_data))
-        .promise(move |mut cx, res| {
-            match res {
-                Ok(result) => Ok(cx.boxed(Arc::new(result))),
-                Err(err) => cx.throw_error(err.to_string()),
-            }
+        .promise(move |mut cx, res| match res {
+            Ok(result) => Ok(cx.boxed(Arc::new(result))),
+            Err(err) => cx.throw_error(err.to_string()),
         });
 
     Ok(promise)
@@ -589,18 +587,16 @@ fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsPromise> {
                 Err(err) => Err(anyhow::Error::from(err)),
             }
         })
-        .promise(move |mut cx, json_data| {
-            match json_data {
-                Ok(json_data) => {
-                    let js_string = cx.string(json_data);
+        .promise(move |mut cx, json_data| match json_data {
+            Ok(json_data) => {
+                let js_string = cx.string(json_data);
 
-                    let js_result = cx.empty_object();
-                    js_result.set(&mut cx, "result", js_string)?;
+                let js_result = cx.empty_object();
+                js_result.set(&mut cx, "result", js_string)?;
 
-                    Ok(js_result)
-                }
-                Err(err) => cx.throw_error(err.to_string()),
+                Ok(js_result)
             }
+            Err(err) => cx.throw_error(err.to_string()),
         });
 
     Ok(promise)
@@ -620,7 +616,8 @@ fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
                     Err(err) => return Err(anyhow::Error::from(err)),
                 };
 
-            let mut result_data = match serde_json::from_str::<RequestResultData>(&result_data_str) {
+            let mut result_data = match serde_json::from_str::<RequestResultData>(&result_data_str)
+            {
                 Ok(data) => data,
                 Err(err) => return Err(anyhow::Error::from(err)),
             };
@@ -636,21 +633,19 @@ fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
                 Err(err) => Err(anyhow::Error::from(err)),
             }
         })
-        .promise(move |mut cx, json_string| {
-            match json_string {
-                Ok(json_string) => {
-                    let json_bytes = json_string.as_bytes();
-
-                    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
-                    {
-                        let buffer = js_buffer.as_mut_slice(&mut cx);
-                        buffer.copy_from_slice(json_bytes);
-                    }
-
-                    Ok(js_buffer)
+        .promise(move |mut cx, json_string| match json_string {
+            Ok(json_string) => {
+                let json_bytes = json_string.as_bytes();
+
+                let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+                {
+                    let buffer = js_buffer.as_mut_slice(&mut cx);
+                    buffer.copy_from_slice(json_bytes);
                 }
-                Err(err) => cx.throw_error(err.to_string()),
+
+                Ok(js_buffer)
             }
+            Err(err) => cx.throw_error(err.to_string()),
         });
 
     Ok(promise)
@@ -672,10 +667,7 @@ fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise>
     let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
         .to_vec(&mut cx)?
         .into_iter()
-        .map(|js_value| {
-            js_value
-                .downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx)
-        })
+        .map(|js_value| js_value.downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx))
         .collect::<Result<_, _>>()?;
     let cube_store_results: Vec<Arc<CubeStoreResult>> = cube_store_results_boxed
         .iter()
@@ -697,22 +689,22 @@ fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise>
         .task(move || {
             let transform_requests: Vec<TransformDataRequest> = transform_request_strings
                 .into_iter()
-                .map(|req_str| {
-                    match serde_json::from_str::<TransformDataRequest>(&req_str) {
+                .map(
+                    |req_str| match serde_json::from_str::<TransformDataRequest>(&req_str) {
                         Ok(request) => Ok(request),
                         Err(err) => Err(anyhow::Error::from(err)),
-                    }
-                })
+                    },
+                )
                 .collect::<Result<_, _>>()?;
 
             let mut request_results: Vec<RequestResultData> = request_result_strings
                 .into_iter()
-                .map(|req_str| {
-                    match serde_json::from_str::<RequestResultData>(&req_str) {
+                .map(
+                    |req_str| match serde_json::from_str::<RequestResultData>(&req_str) {
                         Ok(request) => Ok(request),
                         Err(err) => Err(anyhow::Error::from(err)),
-                    }
-                })
+                    },
+                )
                 .collect::<Result<_, _>>()?;
 
             get_final_cubestore_result_array(
@@ -730,21 +722,19 @@ fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise>
                 Err(err) => Err(anyhow::Error::from(err)),
             }
         })
-        .promise(move |mut cx, json_data| {
-            match json_data {
-                Ok(json_data) => {
-                    let json_bytes = json_data.as_bytes();
-
-                    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
-                    {
-                        let buffer = js_buffer.as_mut_slice(&mut cx);
-                        buffer.copy_from_slice(json_bytes);
-                    }
-
-                    Ok(js_buffer)
+        .promise(move |mut cx, json_data| match json_data {
+            Ok(json_data) => {
+                let json_bytes = json_data.as_bytes();
+
+                let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+                {
+                    let buffer = js_buffer.as_mut_slice(&mut cx);
+                    buffer.copy_from_slice(json_bytes);
                 }
-                Err(err) => cx.throw_error(err.to_string()),
+
+                Ok(js_buffer)
             }
+            Err(err) => cx.throw_error(err.to_string()),
         });
 
     Ok(promise)
@@ -766,10 +756,7 @@ fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise>
     let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
         .to_vec(&mut cx)?
         .into_iter()
-        .map(|js_value| {
-            js_value
-                .downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx)
-        })
+        .map(|js_value| js_value.downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx))
         .collect::<Result<_, _>>()?;
     let cube_store_results: Vec<Arc<CubeStoreResult>> = cube_store_results_boxed
         .iter()
@@ -782,41 +769,44 @@ fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise>
         .task(move || {
             let transform_requests: Vec<TransformDataRequest> = transform_request_strings
                 .into_iter()
-                .map(|req_str| {
-                    match serde_json::from_str::<TransformDataRequest>(&req_str) {
+                .map(
+                    |req_str| match serde_json::from_str::<TransformDataRequest>(&req_str) {
                         Ok(request) => Ok(request),
                         Err(err) => Err(anyhow::Error::from(err)),
-                    }
-                })
+                    },
+                )
                 .collect::<Result<_, _>>()?;
 
-            let mut result_data = match serde_json::from_str::<RequestResultDataMulti>(&result_data_str) {
-                Ok(data) => data,
-                Err(err) => return Err(anyhow::Error::from(err)),
-            };
+            let mut result_data =
+                match serde_json::from_str::<RequestResultDataMulti>(&result_data_str) {
+                    Ok(data) => data,
+                    Err(err) => return Err(anyhow::Error::from(err)),
+                };
 
-            get_final_cubestore_result_multi(&transform_requests, &cube_store_results, &mut result_data)?;
+            get_final_cubestore_result_multi(
+                &transform_requests,
+                &cube_store_results,
+                &mut result_data,
+            )?;
 
             match serde_json::to_string(&result_data) {
                 Ok(json) => Ok(json),
                 Err(err) => Err(anyhow::Error::from(err)),
             }
         })
-        .promise(move |mut cx, json_data| {
-            match json_data {
-                Ok(json_data) => {
-                    let json_bytes = json_data.as_bytes();
-
-                    let mut js_buffer = cx.array_buffer(json_bytes.len())?;
-                    {
-                        let buffer = js_buffer.as_mut_slice(&mut cx);
-                        buffer.copy_from_slice(json_bytes);
-                    }
-
-                    Ok(js_buffer)
+        .promise(move |mut cx, json_data| match json_data {
+            Ok(json_data) => {
+                let json_bytes = json_data.as_bytes();
+
+                let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+                {
+                    let buffer = js_buffer.as_mut_slice(&mut cx);
+                    buffer.copy_from_slice(json_bytes);
                 }
-                Err(err) => cx.throw_error(err.to_string()),
+
+                Ok(js_buffer)
             }
+            Err(err) => cx.throw_error(err.to_string()),
         });
 
     Ok(promise)
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index a8e72b0484713..c35c00d3922da 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -10,8 +10,10 @@ use crate::{
 use anyhow::{bail, Context, Result};
 use chrono::{DateTime, SecondsFormat};
 use itertools::multizip;
-use std::collections::{HashMap, HashSet};
-use std::sync::Arc;
+use std::{
+    collections::{HashMap, HashSet},
+    sync::Arc,
+};
 
 /// Transform specified `value` with specified `type` to the network protocol type.
 pub fn transform_value(value: String, type_: &str) -> String {

From 256ac00bd7e446de5c9efb1cd4cf833fb565e952 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 16 Dec 2024 14:00:24 +0200
Subject: [PATCH 056/128] refactor results transformations

---
 .../cubejs-backend-native/src/node_export.rs  |  35 +--
 .../src/cubestore_result_transform.rs         | 266 +++++++++++-------
 rust/cubeorchestrator/src/lib.rs              |   2 +-
 .../src/{types.rs => transport.rs}            |  53 ----
 4 files changed, 164 insertions(+), 192 deletions(-)
 rename rust/cubeorchestrator/src/{types.rs => transport.rs} (86%)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index ae578437bb28a..fd768be8c53d0 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -36,12 +36,10 @@ use cubeorchestrator::cubestore_message_parser::CubeStoreResult;
 use cubesql::{telemetry::ReportingLogger, CubeError};
 
 use cubeorchestrator::cubestore_result_transform::{
-    get_final_cubestore_result, get_final_cubestore_result_array, get_final_cubestore_result_multi,
-    transform_data,
-};
-use cubeorchestrator::types::{
-    RequestResultArray, RequestResultData, RequestResultDataMulti, TransformDataRequest,
+    get_final_cubestore_result_array, RequestResultArray, RequestResultData,
+    RequestResultDataMulti, TransformedData,
 };
+use cubeorchestrator::transport::TransformDataRequest;
 use neon::prelude::*;
 use neon::types::buffer::TypedArray;
 
@@ -567,20 +565,7 @@ fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsPromise> {
                 Err(err) => return Err(anyhow::Error::from(err)),
             };
 
-            let alias_to_member_name_map = &request_data.alias_to_member_name_map;
-            let annotation = &request_data.annotation;
-            let query = &request_data.query;
-            let query_type = &request_data.query_type.unwrap_or_default();
-            let res_type = &request_data.res_type;
-
-            let transformed = transform_data(
-                alias_to_member_name_map,
-                annotation,
-                &cube_store_result,
-                query,
-                query_type,
-                res_type.clone(),
-            )?;
+            let transformed = TransformedData::transform(&request_data, &cube_store_result)?;
 
             match serde_json::to_string(&transformed) {
                 Ok(json) => Ok(json),
@@ -622,11 +607,7 @@ fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
                 Err(err) => return Err(anyhow::Error::from(err)),
             };
 
-            get_final_cubestore_result(
-                &transform_request_data,
-                &cube_store_result,
-                &mut result_data,
-            )?;
+            result_data.prepare_results(&transform_request_data, &cube_store_result)?;
 
             match serde_json::to_string(&result_data) {
                 Ok(json) => Ok(json),
@@ -783,11 +764,7 @@ fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise>
                     Err(err) => return Err(anyhow::Error::from(err)),
                 };
 
-            get_final_cubestore_result_multi(
-                &transform_requests,
-                &cube_store_results,
-                &mut result_data,
-            )?;
+            result_data.prepare_results(&transform_requests, &cube_store_results)?;
 
             match serde_json::to_string(&result_data) {
                 Ok(json) => Ok(json),
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index c35c00d3922da..82fc4757c2f76 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -1,15 +1,16 @@
 use crate::{
     cubestore_message_parser::CubeStoreResult,
-    types::{
-        ConfigItem, MembersMap, NormalizedQuery, QueryTimeDimension, QueryType, RequestResultData,
-        RequestResultDataMulti, ResultType, TransformDataRequest, TransformedData,
-        BLENDING_QUERY_KEY_PREFIX, BLENDING_QUERY_RES_SEPARATOR, COMPARE_DATE_RANGE_FIELD,
-        COMPARE_DATE_RANGE_SEPARATOR, MEMBER_SEPARATOR,
+    transport::{
+        ConfigItem, MembersMap, NormalizedQuery, QueryTimeDimension, QueryType, ResultType,
+        TransformDataRequest, BLENDING_QUERY_KEY_PREFIX, BLENDING_QUERY_RES_SEPARATOR,
+        COMPARE_DATE_RANGE_FIELD, COMPARE_DATE_RANGE_SEPARATOR, MEMBER_SEPARATOR,
     },
 };
 use anyhow::{bail, Context, Result};
 use chrono::{DateTime, SecondsFormat};
 use itertools::multizip;
+use serde::{Deserialize, Serialize};
+use serde_json::Value;
 use std::{
     collections::{HashMap, HashSet},
     sync::Arc,
@@ -284,63 +285,6 @@ pub fn get_vanilla_row(
     Ok(row)
 }
 
-/// Transforms queried data array to the output format.
-pub fn transform_data(
-    alias_to_member_name_map: &HashMap<String, String>,
-    annotation: &HashMap<String, ConfigItem>,
-    data: &CubeStoreResult,
-    query: &NormalizedQuery,
-    query_type: &QueryType,
-    res_type: Option<ResultType>,
-) -> Result<TransformedData> {
-    let members_to_alias_map = get_members(
-        query_type,
-        query,
-        data,
-        alias_to_member_name_map,
-        annotation,
-    )?;
-    let members: Vec<String> = members_to_alias_map.keys().cloned().collect();
-
-    match res_type {
-        Some(ResultType::Compact) => {
-            let dataset: Vec<_> = data
-                .rows
-                .iter()
-                .map(|row| {
-                    get_compact_row(
-                        &members_to_alias_map,
-                        annotation,
-                        query_type,
-                        &members,
-                        query.time_dimensions.as_ref(),
-                        row,
-                        &data.columns_pos,
-                    )
-                })
-                .collect::<Result<Vec<_>>>()?;
-            Ok(TransformedData::Compact { members, dataset })
-        }
-        _ => {
-            let dataset: Vec<_> = data
-                .rows
-                .iter()
-                .map(|row| {
-                    get_vanilla_row(
-                        alias_to_member_name_map,
-                        annotation,
-                        query_type,
-                        query,
-                        row,
-                        &data.columns_pos,
-                    )
-                })
-                .collect::<Result<Vec<_>>>()?;
-            Ok(TransformedData::Vanilla(dataset))
-        }
-    }
-}
-
 /// Helper to get a list if unique granularities from normalized queries
 pub fn get_query_granularities(queries: &[&NormalizedQuery]) -> Vec<String> {
     queries
@@ -414,31 +358,6 @@ pub fn get_pivot_query(
     Ok(pivot_query)
 }
 
-pub fn get_final_cubestore_result(
-    request_data: &TransformDataRequest,
-    cube_store_result: &CubeStoreResult,
-    result_data: &mut RequestResultData,
-) -> Result<()> {
-    let alias_to_member_name_map = &request_data.alias_to_member_name_map;
-    let annotation = &request_data.annotation;
-    let query = &request_data.query;
-    let query_type = &request_data.query_type.clone().unwrap_or_default();
-    let res_type = &request_data.res_type;
-
-    let transformed = transform_data(
-        alias_to_member_name_map,
-        annotation,
-        cube_store_result,
-        query,
-        query_type,
-        res_type.clone(),
-    )?;
-
-    result_data.data = Some(transformed);
-
-    Ok(())
-}
-
 pub fn get_final_cubestore_result_array(
     transform_requests: &[TransformDataRequest],
     cube_store_results: &[Arc<CubeStoreResult>],
@@ -449,35 +368,164 @@ pub fn get_final_cubestore_result_array(
         cube_store_results.iter(),
         result_data.iter_mut(),
     )) {
-        get_final_cubestore_result(transform_data, cube_store_result, result)?;
+        result.prepare_results(transform_data, cube_store_result)?;
     }
 
     Ok(())
 }
 
-pub fn get_final_cubestore_result_multi(
-    request_data: &[TransformDataRequest],
-    cube_store_result: &[Arc<CubeStoreResult>],
-    result_data: &mut RequestResultDataMulti,
-) -> Result<()> {
-    for (transform_data, cube_store_result, result) in multizip((
-        request_data.iter(),
-        cube_store_result.iter(),
-        result_data.results.iter_mut(),
-    )) {
-        get_final_cubestore_result(transform_data, cube_store_result, result)?;
+#[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(untagged)]
+pub enum TransformedData {
+    Compact {
+        members: Vec<String>,
+        dataset: Vec<Vec<String>>,
+    },
+    Vanilla(Vec<HashMap<String, String>>),
+}
+
+impl TransformedData {
+    /// Transforms queried data array to the output format.
+    pub fn transform(
+        request_data: &TransformDataRequest,
+        cube_store_result: &CubeStoreResult,
+    ) -> Result<Self> {
+        let alias_to_member_name_map = &request_data.alias_to_member_name_map;
+        let annotation = &request_data.annotation;
+        let query = &request_data.query;
+        let query_type = &request_data.query_type.clone().unwrap_or_default();
+        let res_type = request_data.res_type.clone();
+
+        let members_to_alias_map = get_members(
+            &query_type,
+            query,
+            cube_store_result,
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        let members: Vec<String> = members_to_alias_map.keys().cloned().collect();
+
+        match res_type {
+            Some(ResultType::Compact) => {
+                let dataset: Vec<_> = cube_store_result
+                    .rows
+                    .iter()
+                    .map(|row| {
+                        get_compact_row(
+                            &members_to_alias_map,
+                            annotation,
+                            &query_type,
+                            &members,
+                            query.time_dimensions.as_ref(),
+                            row,
+                            &cube_store_result.columns_pos,
+                        )
+                    })
+                    .collect::<Result<Vec<_>>>()?;
+                Ok(TransformedData::Compact { members, dataset })
+            }
+            _ => {
+                let dataset: Vec<_> = cube_store_result
+                    .rows
+                    .iter()
+                    .map(|row| {
+                        get_vanilla_row(
+                            alias_to_member_name_map,
+                            annotation,
+                            &query_type,
+                            query,
+                            row,
+                            &cube_store_result.columns_pos,
+                        )
+                    })
+                    .collect::<Result<Vec<_>>>()?;
+                Ok(TransformedData::Vanilla(dataset))
+            }
+        }
     }
+}
 
-    let normalized_queries = result_data
-        .results
-        .iter()
-        .map(|result| &result.query)
-        .collect::<Vec<_>>();
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct RequestResultDataMulti {
+    #[serde(rename = "queryType")]
+    pub query_type: QueryType,
+    pub results: Vec<RequestResultData>,
+    #[serde(rename = "pivotQuery")]
+    pub pivot_query: Option<NormalizedQuery>,
+    #[serde(rename = "slowQuery")]
+    pub slow_query: bool,
+}
 
-    result_data.pivot_query = Option::from(get_pivot_query(
-        &result_data.query_type,
-        &normalized_queries,
-    )?);
+impl RequestResultDataMulti {
+    /// Processes multiple results and populates the final `RequestResultDataMulti` structure
+    /// which is sent to the client.
+    pub fn prepare_results(
+        &mut self,
+        request_data: &[TransformDataRequest],
+        cube_store_result: &[Arc<CubeStoreResult>],
+    ) -> Result<()> {
+        for (transform_data, cube_store_result, result) in multizip((
+            request_data.iter(),
+            cube_store_result.iter(),
+            self.results.iter_mut(),
+        )) {
+            result.prepare_results(transform_data, cube_store_result)?;
+        }
 
-    Ok(())
+        let normalized_queries = self
+            .results
+            .iter()
+            .map(|result| &result.query)
+            .collect::<Vec<_>>();
+
+        self.pivot_query = Some(get_pivot_query(&self.query_type, &normalized_queries)?);
+
+        Ok(())
+    }
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct RequestResultData {
+    pub query: NormalizedQuery,
+    #[serde(rename = "lastRefreshTime")]
+    pub last_refresh_time: Option<String>,
+    #[serde(rename = "refreshKeyValues")]
+    pub refresh_key_values: Option<Value>,
+    #[serde(rename = "usedPreAggregations")]
+    pub used_pre_aggregations: Option<Value>,
+    #[serde(rename = "transformedQuery")]
+    pub transformed_query: Option<Value>,
+    #[serde(rename = "requestId")]
+    pub request_id: Option<String>,
+    pub annotation: HashMap<String, HashMap<String, ConfigItem>>,
+    #[serde(rename = "dataSource")]
+    pub data_source: String,
+    #[serde(rename = "dbType")]
+    pub db_type: String,
+    #[serde(rename = "extDbType")]
+    pub ext_db_type: Option<String>,
+    pub external: bool,
+    #[serde(rename = "slowQuery")]
+    pub slow_query: bool,
+    pub total: Option<u64>,
+    pub data: Option<TransformedData>,
+}
+
+impl RequestResultData {
+    /// Populates the `RequestResultData` structure with the transformed Query result.
+    pub fn prepare_results(
+        &mut self,
+        request_data: &TransformDataRequest,
+        cube_store_result: &CubeStoreResult,
+    ) -> Result<()> {
+        let transformed = TransformedData::transform(request_data, cube_store_result)?;
+        self.data = Some(transformed);
+
+        Ok(())
+    }
+}
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct RequestResultArray {
+    pub results: Vec<RequestResultData>,
 }
diff --git a/rust/cubeorchestrator/src/lib.rs b/rust/cubeorchestrator/src/lib.rs
index f445d3cfcead5..6532689df15d9 100644
--- a/rust/cubeorchestrator/src/lib.rs
+++ b/rust/cubeorchestrator/src/lib.rs
@@ -1,3 +1,3 @@
 pub mod cubestore_message_parser;
 pub mod cubestore_result_transform;
-pub mod types;
+pub mod transport;
diff --git a/rust/cubeorchestrator/src/types.rs b/rust/cubeorchestrator/src/transport.rs
similarity index 86%
rename from rust/cubeorchestrator/src/types.rs
rename to rust/cubeorchestrator/src/transport.rs
index eeeada3e3b7ce..08033e984326b 100644
--- a/rust/cubeorchestrator/src/types.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -315,16 +315,6 @@ pub struct NormalizedQuery {
     pub query_type: Option<QueryType>,
 }
 
-#[derive(Debug, Clone, Serialize, Deserialize)]
-#[serde(untagged)]
-pub enum TransformedData {
-    Compact {
-        members: Vec<String>,
-        dataset: Vec<Vec<String>>,
-    },
-    Vanilla(Vec<HashMap<String, String>>),
-}
-
 #[derive(Debug, Clone, Deserialize)]
 pub struct TransformDataRequest {
     #[serde(rename = "aliasToMemberNameMap")]
@@ -336,46 +326,3 @@ pub struct TransformDataRequest {
     #[serde(rename = "resType")]
     pub res_type: Option<ResultType>,
 }
-
-#[derive(Debug, Clone, Serialize, Deserialize)]
-pub struct RequestResultData {
-    pub query: NormalizedQuery,
-    #[serde(rename = "lastRefreshTime")]
-    pub last_refresh_time: Option<String>,
-    #[serde(rename = "refreshKeyValues")]
-    pub refresh_key_values: Option<Value>,
-    #[serde(rename = "usedPreAggregations")]
-    pub used_pre_aggregations: Option<Value>,
-    #[serde(rename = "transformedQuery")]
-    pub transformed_query: Option<Value>,
-    #[serde(rename = "requestId")]
-    pub request_id: Option<String>,
-    pub annotation: HashMap<String, HashMap<String, ConfigItem>>,
-    #[serde(rename = "dataSource")]
-    pub data_source: String,
-    #[serde(rename = "dbType")]
-    pub db_type: String,
-    #[serde(rename = "extDbType")]
-    pub ext_db_type: Option<String>,
-    pub external: bool,
-    #[serde(rename = "slowQuery")]
-    pub slow_query: bool,
-    pub total: Option<u64>,
-    pub data: Option<TransformedData>,
-}
-
-#[derive(Debug, Clone, Serialize, Deserialize)]
-pub struct RequestResultDataMulti {
-    #[serde(rename = "queryType")]
-    pub query_type: QueryType,
-    pub results: Vec<RequestResultData>,
-    #[serde(rename = "pivotQuery")]
-    pub pivot_query: Option<NormalizedQuery>,
-    #[serde(rename = "slowQuery")]
-    pub slow_query: bool,
-}
-
-#[derive(Debug, Clone, Serialize, Deserialize)]
-pub struct RequestResultArray {
-    pub results: Vec<RequestResultData>,
-}

From 9c8adf90fe72aa74d3e30e57371a227e7c87f5c2 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 16 Dec 2024 14:11:15 +0200
Subject: [PATCH 057/128] yarn sync

---
 yarn.lock | 34 ++++++++++++++++++++++++++++++++++
 1 file changed, 34 insertions(+)

diff --git a/yarn.lock b/yarn.lock
index e81a341037e3c..82230ebe0e521 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -5303,6 +5303,11 @@
     tiny-invariant "^1.3.3"
     valid-url "^1.0.9"
 
+"@cubejs-backend/cubesql@1.1.9":
+  version "1.1.9"
+  resolved "https://registry.yarnpkg.com/@cubejs-backend/cubesql/-/cubesql-1.1.9.tgz#d87e7ec0a0ff9776242ad7ba6015fbc68ccd0a47"
+  integrity sha512-3BFNxFQOY/hPBtLGrrSJ1xVVZsz1K/IzDXfdHyjSCOh38GOXHPy6tC77+MEIGcvjIrPO2me77FZ4P5cZjKGgKg==
+
 "@cubejs-backend/dotenv@^9.0.2":
   version "9.0.2"
   resolved "https://registry.yarnpkg.com/@cubejs-backend/dotenv/-/dotenv-9.0.2.tgz#c3679091b702f0fd38de120c5a63943fcdc0dcbf"
@@ -5319,6 +5324,15 @@
     uuid "9.0.0"
     winston "3.8.2"
 
+"@cubejs-backend/native@1.1.9":
+  version "1.1.9"
+  resolved "https://registry.yarnpkg.com/@cubejs-backend/native/-/native-1.1.9.tgz#66cec2caa56ae6a9369c042ddfaf0896ec2d80c9"
+  integrity sha512-HA9yVlI0UDvKbKjKK+cFmGgSbUfwIyp41X1q+NATzmWGFFVlzth3iS2YJ/H7Mshng6FqmCphzmshaGrSWs4cCw==
+  dependencies:
+    "@cubejs-backend/cubesql" "1.1.9"
+    "@cubejs-backend/shared" "1.1.8"
+    "@cubejs-infra/post-installer" "^0.0.7"
+
 "@cubejs-backend/shared@0.33.20":
   version "0.33.20"
   resolved "https://registry.yarnpkg.com/@cubejs-backend/shared/-/shared-0.33.20.tgz#3d9fa60041599cca9fe4c04df05daa4b8ab8675f"
@@ -5339,6 +5353,26 @@
     throttle-debounce "^3.0.1"
     uuid "^8.3.2"
 
+"@cubejs-backend/shared@1.1.8":
+  version "1.1.8"
+  resolved "https://registry.yarnpkg.com/@cubejs-backend/shared/-/shared-1.1.8.tgz#3bca511f0f779edc22c2f684a7f76bc52577e9a1"
+  integrity sha512-DtW4w3ha/nsgWYPwWPvifmMNEHM85Kdv2jg/apZaqTd4HtgXzX71GNSrz2dH03gihuJnYsZBZrZMpqYjdZkKdA==
+  dependencies:
+    "@oclif/color" "^0.1.2"
+    bytes "^3.1.0"
+    cli-progress "^3.9.0"
+    cross-spawn "^7.0.3"
+    decompress "^4.2.1"
+    env-var "^6.3.0"
+    fs-extra "^9.1.0"
+    http-proxy-agent "^4.0.1"
+    moment-range "^4.0.1"
+    moment-timezone "^0.5.33"
+    node-fetch "^2.6.1"
+    shelljs "^0.8.5"
+    throttle-debounce "^3.0.1"
+    uuid "^8.3.2"
+
 "@cubejs-infra/post-installer@^0.0.7":
   version "0.0.7"
   resolved "https://registry.yarnpkg.com/@cubejs-infra/post-installer/-/post-installer-0.0.7.tgz#a28d2d03e5b7b69a64020d75194a7078cf911d2d"

From 83b16d871dd0507cb42aa928157a6b79f2d46062 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 01:05:25 +0200
Subject: [PATCH 058/128] =?UTF-8?q?implement=20custom=20deserializer=20fro?=
 =?UTF-8?q?m=20JS=20Value=20to=C2=A0rust?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

and updated the cubestore result transformations with it
---
 packages/cubejs-api-gateway/src/gateway.ts    |  19 +-
 packages/cubejs-backend-native/js/index.ts    |  16 +-
 packages/cubejs-backend-native/src/lib.rs     |   1 +
 .../cubejs-backend-native/src/node_export.rs  | 136 ++----
 .../src/node_obj_deserializer.rs              | 434 ++++++++++++++++++
 .../src/cubestore_result_transform.rs         |   6 +-
 6 files changed, 503 insertions(+), 109 deletions(-)
 create mode 100644 packages/cubejs-backend-native/src/node_obj_deserializer.rs

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 756ff5400a704..1f903531d3c7b 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1651,7 +1651,7 @@ class ApiGateway {
     const dataCb: TransformDataResponseCb = response.data.isNative ?
       async () => {
         const jsonData = await transformDataNative(
-          JSON.stringify(transformDataParams), response.data.getNativeRef()
+          transformDataParams, response.data.getNativeRef()
         );
         return JSON.parse(jsonData.result) as TransformDataResponse;
       }
@@ -1850,9 +1850,9 @@ class ApiGateway {
         // If all query results are from Cubestore (are native)
         // we prepare the final json result on native side
         if (allNative) {
-          const [transformDataJson, rawDataRef, cleanResultList] = results.reduce<[string[], any[], any[]]>(
+          const [transformDataJson, rawDataRef, cleanResultList] = results.reduce<[Object[], any[], Object[]]>(
             ([transformList, rawList, resultList], r) => {
-              transformList.push(JSON.stringify(r.transformDataParams));
+              transformList.push(r.transformDataParams);
               rawList.push(r.rawData.getNativeRef());
               resultList.push(cleanupResult(r));
               return [transformList, rawList, resultList];
@@ -1865,9 +1865,8 @@ class ApiGateway {
             results: cleanResultList,
             slowQuery
           };
-          const resultDataJson = JSON.stringify(responseDataObj);
 
-          res(await getFinalCubestoreResultMulti(transformDataJson, rawDataRef, resultDataJson));
+          res(await getFinalCubestoreResultMulti(transformDataJson, rawDataRef, responseDataObj));
         } else {
           // if we have mixed query results (there are js and native)
           // we prepare results separately: on js and native sides
@@ -1888,10 +1887,8 @@ class ApiGateway {
       } else if (allNative) {
         // We prepare the full final json result on native side
         const r = results[0];
-        const transformDataJson = JSON.stringify(r.transformDataParams);
         const rawDataRef = r.rawData.getNativeRef();
-        const resultDataJson = JSON.stringify(cleanupResult(r));
-        res(await getFinalCubestoreResult(transformDataJson, rawDataRef, resultDataJson));
+        res(await getFinalCubestoreResult(r.transformDataParams, rawDataRef, cleanupResult(r)));
       } else {
         const data = await results[0].dataCb();
         res({
@@ -2036,11 +2033,11 @@ class ApiGateway {
             const [transformDataJson, rawDataRef, resultDataJson] = (results as {
               transformDataParams: any;
               rawData: { getNativeRef: () => any };
-            }[]).reduce<[string[], any[], string[]]>(
+            }[]).reduce<[Object[], any[], Object[]]>(
               ([transformList, rawList, resultList], r) => {
-                transformList.push(JSON.stringify(r.transformDataParams));
+                transformList.push(r.transformDataParams);
                 rawList.push(r.rawData.getNativeRef());
-                resultList.push(JSON.stringify(cleanupResult(r)));
+                resultList.push(cleanupResult(r));
                 return [transformList, rawList, resultList];
               },
               [[], [], []]
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index 63621491fe77c..073055026615f 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -383,28 +383,28 @@ export const getCubestoreResult = (ref: CubeStoreResultWrapper): ResultRow[] =>
   return native.getCubestoreResult(ref);
 };
 
-export const transformData = (transformDataJson: string, rows: any): Promise<TransformDataResponseNative> => {
+export const transformData = (transformDataObj: Object, rows: any): Promise<TransformDataResponseNative> => {
   const native = loadNative();
 
-  return native.transformQueryData(transformDataJson, rows);
+  return native.transformQueryData(transformDataObj, rows);
 };
 
-export const getFinalCubestoreResult = (transformDataJson: string, rows: any, resultData: string): Promise<ArrayBuffer> => {
+export const getFinalCubestoreResult = (transformDataObj: Object, rows: any, resultData: Object): Promise<ArrayBuffer> => {
   const native = loadNative();
 
-  return native.getFinalCubestoreResult(transformDataJson, rows, resultData);
+  return native.getFinalCubestoreResult(transformDataObj, rows, resultData);
 };
 
-export const getFinalCubestoreResultArray = (transformDataJson: string[], rows: any[], resultDataJson: string[]): Promise<ArrayBuffer> => {
+export const getFinalCubestoreResultArray = (transformDataArr: Object[], rows: any[], resultDataArr: Object[]): Promise<ArrayBuffer> => {
   const native = loadNative();
 
-  return native.getFinalCubestoreResultArray(transformDataJson, rows, resultDataJson);
+  return native.getFinalCubestoreResultArray(transformDataArr, rows, resultDataArr);
 };
 
-export const getFinalCubestoreResultMulti = (transformDataJson: string[], rows: any[], responseData: string): Promise<ArrayBuffer> => {
+export const getFinalCubestoreResultMulti = (transformDataArr: Object[], rows: any[], responseData: Object): Promise<ArrayBuffer> => {
   const native = loadNative();
 
-  return native.getFinalCubestoreResultMulti(transformDataJson, rows, responseData);
+  return native.getFinalCubestoreResultMulti(transformDataArr, rows, responseData);
 };
 
 export interface PyConfiguration {
diff --git a/packages/cubejs-backend-native/src/lib.rs b/packages/cubejs-backend-native/src/lib.rs
index 07a36aa69481a..4c9f442629600 100644
--- a/packages/cubejs-backend-native/src/lib.rs
+++ b/packages/cubejs-backend-native/src/lib.rs
@@ -11,6 +11,7 @@ pub mod cross;
 pub mod gateway;
 pub mod logger;
 pub mod node_export;
+pub mod node_obj_deserializer;
 pub mod node_obj_serializer;
 #[cfg(feature = "python")]
 pub mod python;
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index fd768be8c53d0..68bc32f11307f 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -35,6 +35,7 @@ use cubeorchestrator::cubestore_message_parser::CubeStoreResult;
 
 use cubesql::{telemetry::ReportingLogger, CubeError};
 
+use crate::node_obj_deserializer::JsValueDeserializer;
 use cubeorchestrator::cubestore_result_transform::{
     get_final_cubestore_result_array, RequestResultArray, RequestResultData,
     RequestResultDataMulti, TransformedData,
@@ -42,6 +43,7 @@ use cubeorchestrator::cubestore_result_transform::{
 use cubeorchestrator::transport::TransformDataRequest;
 use neon::prelude::*;
 use neon::types::buffer::TypedArray;
+use serde::Deserialize;
 
 struct SQLInterface {
     services: Arc<NodeCubeServices>,
@@ -553,18 +555,19 @@ fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
 }
 
 fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let json_str = cx.argument::<JsString>(0)?.value(&mut cx);
+    let transform_data_js_object = cx.argument::<JsValue>(0)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_js_object);
+
+    let request_data: TransformDataRequest = match Deserialize::deserialize(deserializer) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
 
     let cube_store_result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(1)?;
     let cube_store_result = Arc::clone(&cube_store_result);
 
     let promise = cx
         .task(move || {
-            let request_data = match serde_json::from_str::<TransformDataRequest>(&json_str) {
-                Ok(data) => data,
-                Err(err) => return Err(anyhow::Error::from(err)),
-            };
-
             let transformed = TransformedData::transform(&request_data, &cube_store_result)?;
 
             match serde_json::to_string(&transformed) {
@@ -588,25 +591,25 @@ fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsPromise> {
 }
 
 fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let transform_data_str = cx.argument::<JsString>(0)?.value(&mut cx);
+    let transform_data_js_object = cx.argument::<JsValue>(0)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_js_object);
+    let transform_request_data: TransformDataRequest = match Deserialize::deserialize(deserializer)
+    {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
     let cube_store_result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(1)?;
     let cube_store_result = Arc::clone(&cube_store_result);
-    let result_data_str = cx.argument::<JsString>(2)?.value(&mut cx);
+    let result_data_js_object = cx.argument::<JsValue>(2)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, result_data_js_object);
+    let mut result_data: RequestResultData = match Deserialize::deserialize(deserializer) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
 
     let promise = cx
         .task(move || {
-            let transform_request_data =
-                match serde_json::from_str::<TransformDataRequest>(&transform_data_str) {
-                    Ok(data) => data,
-                    Err(err) => return Err(anyhow::Error::from(err)),
-                };
-
-            let mut result_data = match serde_json::from_str::<RequestResultData>(&result_data_str)
-            {
-                Ok(data) => data,
-                Err(err) => return Err(anyhow::Error::from(err)),
-            };
-
             result_data.prepare_results(&transform_request_data, &cube_store_result)?;
 
             match serde_json::to_string(&result_data) {
@@ -633,16 +636,13 @@ fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
 }
 
 fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let transform_data_array = cx.argument::<JsArray>(0)?;
-    let transform_request_strings: Vec<String> = transform_data_array
-        .to_vec(&mut cx)?
-        .into_iter()
-        .map(|js_value| {
-            js_value
-                .downcast_or_throw::<JsString, _>(&mut cx)
-                .map(|js_string| js_string.value(&mut cx))
-        })
-        .collect::<Result<_, _>>()?;
+    let transform_data_array = cx.argument::<JsValue>(0)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_array);
+    let transform_requests: Vec<TransformDataRequest> = match Deserialize::deserialize(deserializer)
+    {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
 
     let cube_store_array = cx.argument::<JsArray>(1)?;
     let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
@@ -655,39 +655,15 @@ fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise>
         .map(|handle| (**handle).clone())
         .collect();
 
-    let results_data_array = cx.argument::<JsArray>(2)?;
-    let request_result_strings: Vec<String> = results_data_array
-        .to_vec(&mut cx)?
-        .into_iter()
-        .map(|js_value| {
-            js_value
-                .downcast_or_throw::<JsString, _>(&mut cx)
-                .map(|js_string| js_string.value(&mut cx))
-        })
-        .collect::<Result<_, _>>()?;
+    let results_data_array = cx.argument::<JsValue>(2)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, results_data_array);
+    let mut request_results: Vec<RequestResultData> = match Deserialize::deserialize(deserializer) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
 
     let promise = cx
         .task(move || {
-            let transform_requests: Vec<TransformDataRequest> = transform_request_strings
-                .into_iter()
-                .map(
-                    |req_str| match serde_json::from_str::<TransformDataRequest>(&req_str) {
-                        Ok(request) => Ok(request),
-                        Err(err) => Err(anyhow::Error::from(err)),
-                    },
-                )
-                .collect::<Result<_, _>>()?;
-
-            let mut request_results: Vec<RequestResultData> = request_result_strings
-                .into_iter()
-                .map(
-                    |req_str| match serde_json::from_str::<RequestResultData>(&req_str) {
-                        Ok(request) => Ok(request),
-                        Err(err) => Err(anyhow::Error::from(err)),
-                    },
-                )
-                .collect::<Result<_, _>>()?;
-
             get_final_cubestore_result_array(
                 &transform_requests,
                 &cube_store_results,
@@ -722,16 +698,13 @@ fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise>
 }
 
 fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let transform_data_array = cx.argument::<JsArray>(0)?;
-    let transform_request_strings: Vec<String> = transform_data_array
-        .to_vec(&mut cx)?
-        .into_iter()
-        .map(|js_value| {
-            js_value
-                .downcast_or_throw::<JsString, _>(&mut cx)
-                .map(|js_string| js_string.value(&mut cx))
-        })
-        .collect::<Result<_, _>>()?;
+    let transform_data_array = cx.argument::<JsValue>(0)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_array);
+    let transform_requests: Vec<TransformDataRequest> = match Deserialize::deserialize(deserializer)
+    {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
 
     let cube_store_array = cx.argument::<JsArray>(1)?;
     let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
@@ -744,26 +717,15 @@ fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise>
         .map(|handle| (**handle).clone())
         .collect();
 
-    let result_data_str = cx.argument::<JsString>(2)?.value(&mut cx);
+    let result_data_js_object = cx.argument::<JsValue>(2)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, result_data_js_object);
+    let mut result_data: RequestResultDataMulti = match Deserialize::deserialize(deserializer) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
 
     let promise = cx
         .task(move || {
-            let transform_requests: Vec<TransformDataRequest> = transform_request_strings
-                .into_iter()
-                .map(
-                    |req_str| match serde_json::from_str::<TransformDataRequest>(&req_str) {
-                        Ok(request) => Ok(request),
-                        Err(err) => Err(anyhow::Error::from(err)),
-                    },
-                )
-                .collect::<Result<_, _>>()?;
-
-            let mut result_data =
-                match serde_json::from_str::<RequestResultDataMulti>(&result_data_str) {
-                    Ok(data) => data,
-                    Err(err) => return Err(anyhow::Error::from(err)),
-                };
-
             result_data.prepare_results(&transform_requests, &cube_store_results)?;
 
             match serde_json::to_string(&result_data) {
diff --git a/packages/cubejs-backend-native/src/node_obj_deserializer.rs b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
new file mode 100644
index 0000000000000..c30d86796a559
--- /dev/null
+++ b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
@@ -0,0 +1,434 @@
+use neon::prelude::*;
+use neon::result::Throw;
+use serde::de::{
+    self, Deserializer, EnumAccess, IntoDeserializer, MapAccess, SeqAccess, StdError,
+    VariantAccess, Visitor,
+};
+use serde::forward_to_deserialize_any;
+use std::fmt;
+
+#[derive(Debug)]
+pub struct JsDeserializationError(String);
+
+impl fmt::Display for JsDeserializationError {
+    fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
+        write!(f, "JS Deserialization Error: {}", self.0)
+    }
+}
+
+impl From<Throw> for JsDeserializationError {
+    fn from(throw: Throw) -> Self {
+        JsDeserializationError(throw.to_string())
+    }
+}
+
+impl StdError for JsDeserializationError {}
+
+impl de::Error for JsDeserializationError {
+    fn custom<T: fmt::Display>(msg: T) -> Self {
+        JsDeserializationError(msg.to_string())
+    }
+}
+
+pub struct JsValueDeserializer<'a, 'b> {
+    pub cx: &'a mut FunctionContext<'b>,
+    pub value: Handle<'a, JsValue>,
+}
+
+impl<'a, 'b> JsValueDeserializer<'a, 'b> {
+    pub fn new(cx: &'a mut FunctionContext<'b>, value: Handle<'a, JsValue>) -> Self {
+        Self { cx, value }
+    }
+}
+
+impl<'de, 'a, 'b> Deserializer<'de> for JsValueDeserializer<'a, 'b> {
+    type Error = JsDeserializationError;
+
+    fn deserialize_any<V>(self, visitor: V) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        if self.value.is_a::<JsString, _>(self.cx) {
+            let value = self
+                .value
+                .downcast::<JsString, _>(self.cx)
+                .or_throw(self.cx)?
+                .value(self.cx);
+            visitor.visit_string(value)
+        } else if self.value.is_a::<JsNumber, _>(self.cx) {
+            let value = self
+                .value
+                .downcast::<JsNumber, _>(self.cx)
+                .or_throw(self.cx)?
+                .value(self.cx);
+
+            // floats
+            if value.fract() != 0.0 {
+                return visitor.visit_f64(value);
+            }
+
+            // unsigned
+            if value >= 0.0 {
+                if value <= u8::MAX as f64 {
+                    return visitor.visit_u8(value as u8);
+                }
+
+                if value <= u16::MAX as f64 {
+                    return visitor.visit_u16(value as u16);
+                }
+
+                if value <= u32::MAX as f64 {
+                    return visitor.visit_u32(value as u32);
+                }
+
+                if value <= u64::MAX as f64 {
+                    return visitor.visit_u64(value as u64);
+                }
+            }
+
+            if value >= i8::MIN as f64 && value <= i8::MAX as f64 {
+                return visitor.visit_i8(value as i8);
+            }
+
+            if value >= i16::MIN as f64 && value <= i16::MAX as f64 {
+                return visitor.visit_i16(value as i16);
+            }
+
+            if value >= i32::MIN as f64 && value <= i32::MAX as f64 {
+                return visitor.visit_i32(value as i32);
+            }
+
+            if value >= i64::MIN as f64 && value <= i64::MAX as f64 {
+                return visitor.visit_i64(value as i64);
+            }
+
+            Err(JsDeserializationError(
+                "Unsupported type for deserialization".to_string(),
+            ))
+        } else if self.value.is_a::<JsBoolean, _>(self.cx) {
+            let value = self
+                .value
+                .downcast::<JsBoolean, _>(self.cx)
+                .or_throw(self.cx)?
+                .value(self.cx);
+            visitor.visit_bool(value)
+        } else if self.value.is_a::<JsArray, _>(self.cx) {
+            let js_array = self
+                .value
+                .downcast::<JsArray, _>(self.cx)
+                .or_throw(self.cx)?;
+            let deserializer = JsArrayDeserializer::new(self.cx, js_array);
+            visitor.visit_seq(deserializer)
+        } else if self.value.is_a::<JsObject, _>(self.cx) {
+            let js_object = self
+                .value
+                .downcast::<JsObject, _>(self.cx)
+                .or_throw(self.cx)?;
+            let deserializer = JsObjectDeserializer::new(self.cx, js_object);
+            visitor.visit_map(deserializer)
+        } else if self.value.is_a::<JsNull, _>(self.cx)
+            || self.value.is_a::<JsUndefined, _>(self.cx)
+        {
+            visitor.visit_none()
+        } else {
+            Err(JsDeserializationError(
+                "Unsupported type for deserialization".to_string(),
+            ))
+        }
+    }
+
+    fn deserialize_option<V>(self, visitor: V) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        if self.value.is_a::<JsNull, _>(self.cx) || self.value.is_a::<JsUndefined, _>(self.cx) {
+            visitor.visit_none()
+        } else {
+            visitor.visit_some(self)
+        }
+    }
+
+    fn deserialize_unit<V>(self, visitor: V) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        visitor.visit_unit()
+    }
+
+    fn deserialize_unit_struct<V>(
+        self,
+        _name: &'static str,
+        visitor: V,
+    ) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        self.deserialize_unit(visitor)
+    }
+
+    fn deserialize_newtype_struct<V>(
+        self,
+        _name: &'static str,
+        visitor: V,
+    ) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        visitor.visit_newtype_struct(self)
+    }
+
+    fn deserialize_seq<V>(self, visitor: V) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        if self.value.is_a::<JsArray, _>(self.cx) {
+            let js_array = self
+                .value
+                .downcast::<JsArray, _>(self.cx)
+                .or_throw(self.cx)?;
+            let deserializer = JsArrayDeserializer::new(self.cx, js_array);
+            visitor.visit_seq(deserializer)
+        } else {
+            Err(JsDeserializationError("expected an array".to_string()))
+        }
+    }
+
+    fn deserialize_tuple<V>(self, _len: usize, visitor: V) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        self.deserialize_seq(visitor)
+    }
+
+    fn deserialize_tuple_struct<V>(
+        self,
+        _name: &'static str,
+        _len: usize,
+        visitor: V,
+    ) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        self.deserialize_seq(visitor)
+    }
+
+    fn deserialize_map<V>(self, visitor: V) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        if self.value.is_a::<JsObject, _>(self.cx) {
+            let js_object = self
+                .value
+                .downcast::<JsObject, _>(self.cx)
+                .or_throw(self.cx)?;
+            let deserializer = JsObjectDeserializer::new(self.cx, js_object);
+            visitor.visit_map(deserializer)
+        } else {
+            Err(JsDeserializationError("expected an object".to_string()))
+        }
+    }
+
+    fn deserialize_struct<V>(
+        self,
+        _name: &'static str,
+        _fields: &'static [&'static str],
+        visitor: V,
+    ) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        self.deserialize_map(visitor)
+    }
+
+    fn deserialize_enum<V>(
+        self,
+        _name: &'static str,
+        _variants: &'static [&'static str],
+        visitor: V,
+    ) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        let deserializer = JsEnumDeserializer::new(self.cx, self.value);
+        visitor.visit_enum(deserializer)
+    }
+
+    forward_to_deserialize_any! {
+        bool i8 i16 i32 i64 u8 u16 u32 u64 f32 f64 char str string
+        bytes byte_buf
+        identifier ignored_any
+    }
+}
+
+struct JsObjectDeserializer<'a, 'b> {
+    cx: &'a mut FunctionContext<'b>,
+    js_object: Handle<'a, JsObject>,
+    keys: Vec<String>,
+    index: usize,
+}
+
+impl<'a, 'b> JsObjectDeserializer<'a, 'b> {
+    fn new(cx: &'a mut FunctionContext<'b>, js_object: Handle<'a, JsObject>) -> Self {
+        let keys = js_object
+            .get_own_property_names(cx)
+            .expect("Failed to get object keys")
+            .to_vec(cx)
+            .expect("Failed to convert keys to Vec")
+            .iter()
+            .filter_map(|k| {
+                k.downcast_or_throw::<JsString, _>(cx)
+                    .ok()
+                    .map(|js_string| js_string.value(cx))
+            })
+            .collect::<Vec<String>>();
+        Self {
+            cx,
+            js_object,
+            keys,
+            index: 0,
+        }
+    }
+}
+
+// `MapAccess` is provided to the `Visitor` to give it the ability to iterate
+// through entries of the map.
+impl<'de, 'a, 'b> MapAccess<'de> for JsObjectDeserializer<'a, 'b> {
+    type Error = JsDeserializationError;
+
+    fn next_key_seed<K>(&mut self, seed: K) -> Result<Option<K::Value>, Self::Error>
+    where
+        K: de::DeserializeSeed<'de>,
+    {
+        if self.index >= self.keys.len() {
+            return Ok(None);
+        }
+        let key = &self.keys[self.index];
+        self.index += 1;
+        seed.deserialize(key.as_str().into_deserializer()).map(Some)
+    }
+
+    fn next_value_seed<V>(&mut self, seed: V) -> Result<V::Value, Self::Error>
+    where
+        V: de::DeserializeSeed<'de>,
+    {
+        let key = &self.keys[self.index - 1];
+        let value = self
+            .js_object
+            .get(self.cx, key.as_str())
+            .expect("Failed to get value by key");
+        seed.deserialize(JsValueDeserializer::new(self.cx, value))
+    }
+}
+
+struct JsArrayDeserializer<'a, 'b> {
+    cx: &'a mut FunctionContext<'b>,
+    js_array: Handle<'a, JsArray>,
+    index: usize,
+    length: usize,
+}
+
+impl<'a, 'b> JsArrayDeserializer<'a, 'b> {
+    fn new(cx: &'a mut FunctionContext<'b>, js_array: Handle<'a, JsArray>) -> Self {
+        let length = js_array.len(cx) as usize;
+        Self {
+            cx,
+            js_array,
+            index: 0,
+            length,
+        }
+    }
+}
+
+// `SeqAccess` is provided to the `Visitor` to give it the ability to iterate
+// through elements of the sequence.
+impl<'de, 'a, 'b> SeqAccess<'de> for JsArrayDeserializer<'a, 'b> {
+    type Error = JsDeserializationError;
+
+    fn next_element_seed<T>(&mut self, seed: T) -> Result<Option<T::Value>, Self::Error>
+    where
+        T: de::DeserializeSeed<'de>,
+    {
+        if self.index >= self.length {
+            return Ok(None);
+        }
+        let value = self
+            .js_array
+            .get(self.cx, self.index as u32)
+            .map_err(JsDeserializationError::from)?;
+        self.index += 1;
+
+        seed.deserialize(JsValueDeserializer::new(self.cx, value))
+            .map(Some)
+    }
+
+    fn size_hint(&self) -> Option<usize> {
+        Some(self.length)
+    }
+}
+
+pub struct JsEnumDeserializer<'a, 'b> {
+    cx: &'a mut FunctionContext<'b>,
+    value: Handle<'a, JsValue>,
+}
+
+impl<'a, 'b> JsEnumDeserializer<'a, 'b> {
+    fn new(cx: &'a mut FunctionContext<'b>, value: Handle<'a, JsValue>) -> Self {
+        Self { cx, value }
+    }
+}
+
+// `EnumAccess` is provided to the `Visitor` to give it the ability to determine
+// which variant of the enum is supposed to be deserialized.
+impl<'de, 'a, 'b> EnumAccess<'de> for JsEnumDeserializer<'a, 'b> {
+    type Error = JsDeserializationError;
+    type Variant = Self;
+
+    fn variant_seed<T>(self, seed: T) -> Result<(T::Value, Self::Variant), Self::Error>
+    where
+        T: de::DeserializeSeed<'de>,
+    {
+        let variant = seed.deserialize(JsValueDeserializer::new(self.cx, self.value))?;
+        Ok((variant, self))
+    }
+}
+
+impl<'de, 'a, 'b> VariantAccess<'de> for JsEnumDeserializer<'a, 'b> {
+    type Error = JsDeserializationError;
+
+    // If the `Visitor` expected this variant to be a unit variant, the input
+    // should have been the plain string case handled in `deserialize_enum`.
+    fn unit_variant(self) -> Result<(), Self::Error> {
+        Ok(())
+    }
+
+    // Newtype variants are represented in JSON as `{ NAME: VALUE }` so
+    // deserialize the value here.
+    fn newtype_variant_seed<T>(self, seed: T) -> Result<T::Value, Self::Error>
+    where
+        T: de::DeserializeSeed<'de>,
+    {
+        seed.deserialize(JsValueDeserializer::new(self.cx, self.value))
+    }
+
+    // Tuple variants are represented in JSON as `{ NAME: [DATA...] }` so
+    // deserialize the sequence of data here.
+    fn tuple_variant<V>(self, _len: usize, visitor: V) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        Deserializer::deserialize_seq(JsValueDeserializer::new(self.cx, self.value), visitor)
+    }
+
+    // Struct variants are represented in JSON as `{ NAME: { K: V, ... } }` so
+    // deserialize the inner map here.
+    fn struct_variant<V>(
+        self,
+        _fields: &'static [&'static str],
+        visitor: V,
+    ) -> Result<V::Value, Self::Error>
+    where
+        V: Visitor<'de>,
+    {
+        Deserializer::deserialize_map(JsValueDeserializer::new(self.cx, self.value), visitor)
+    }
+}
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index 82fc4757c2f76..cc3205d6c5a09 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -397,7 +397,7 @@ impl TransformedData {
         let res_type = request_data.res_type.clone();
 
         let members_to_alias_map = get_members(
-            &query_type,
+            query_type,
             query,
             cube_store_result,
             alias_to_member_name_map,
@@ -414,7 +414,7 @@ impl TransformedData {
                         get_compact_row(
                             &members_to_alias_map,
                             annotation,
-                            &query_type,
+                            query_type,
                             &members,
                             query.time_dimensions.as_ref(),
                             row,
@@ -432,7 +432,7 @@ impl TransformedData {
                         get_vanilla_row(
                             alias_to_member_name_map,
                             annotation,
-                            &query_type,
+                            query_type,
                             query,
                             row,
                             &cube_store_result.columns_pos,

From 82d16e8ca96c2b1625e71ef8b14f43440f8edbfd Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 11:52:03 +0200
Subject: [PATCH 059/128] refactor json_to_array_buffer()

---
 .../cubejs-backend-native/src/node_export.rs  | 66 +++++++------------
 .../src/node_obj_deserializer.rs              |  3 +-
 2 files changed, 25 insertions(+), 44 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index 68bc32f11307f..f7af6da7c8865 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -514,6 +514,27 @@ fn debug_js_to_clrepr_to_js(mut cx: FunctionContext) -> JsResult<JsValue> {
 
 //============ sql orchestrator ===================
 
+fn json_to_array_buffer<'a, C>(
+    mut cx: C,
+    json_data: Result<String, anyhow::Error>,
+) -> JsResult<'a, JsArrayBuffer>
+where
+    C: Context<'a>,
+{
+    match json_data {
+        Ok(json_data) => {
+            let json_bytes = json_data.as_bytes();
+            let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+            {
+                let buffer = js_buffer.as_mut_slice(&mut cx);
+                buffer.copy_from_slice(json_bytes);
+            }
+            Ok(js_buffer)
+        }
+        Err(err) => cx.throw_error(err.to_string()),
+    }
+}
+
 fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let msg = cx.argument::<JsBuffer>(0)?;
     let msg_data = msg.as_slice(&cx).to_vec();
@@ -617,20 +638,7 @@ fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
                 Err(err) => Err(anyhow::Error::from(err)),
             }
         })
-        .promise(move |mut cx, json_string| match json_string {
-            Ok(json_string) => {
-                let json_bytes = json_string.as_bytes();
-
-                let mut js_buffer = cx.array_buffer(json_bytes.len())?;
-                {
-                    let buffer = js_buffer.as_mut_slice(&mut cx);
-                    buffer.copy_from_slice(json_bytes);
-                }
-
-                Ok(js_buffer)
-            }
-            Err(err) => cx.throw_error(err.to_string()),
-        });
+        .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
 
     Ok(promise)
 }
@@ -679,20 +687,7 @@ fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise>
                 Err(err) => Err(anyhow::Error::from(err)),
             }
         })
-        .promise(move |mut cx, json_data| match json_data {
-            Ok(json_data) => {
-                let json_bytes = json_data.as_bytes();
-
-                let mut js_buffer = cx.array_buffer(json_bytes.len())?;
-                {
-                    let buffer = js_buffer.as_mut_slice(&mut cx);
-                    buffer.copy_from_slice(json_bytes);
-                }
-
-                Ok(js_buffer)
-            }
-            Err(err) => cx.throw_error(err.to_string()),
-        });
+        .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
 
     Ok(promise)
 }
@@ -733,20 +728,7 @@ fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise>
                 Err(err) => Err(anyhow::Error::from(err)),
             }
         })
-        .promise(move |mut cx, json_data| match json_data {
-            Ok(json_data) => {
-                let json_bytes = json_data.as_bytes();
-
-                let mut js_buffer = cx.array_buffer(json_bytes.len())?;
-                {
-                    let buffer = js_buffer.as_mut_slice(&mut cx);
-                    buffer.copy_from_slice(json_bytes);
-                }
-
-                Ok(js_buffer)
-            }
-            Err(err) => cx.throw_error(err.to_string()),
-        });
+        .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
 
     Ok(promise)
 }
diff --git a/packages/cubejs-backend-native/src/node_obj_deserializer.rs b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
index c30d86796a559..3b666599e568f 100644
--- a/packages/cubejs-backend-native/src/node_obj_deserializer.rs
+++ b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
@@ -255,8 +255,7 @@ impl<'de, 'a, 'b> Deserializer<'de> for JsValueDeserializer<'a, 'b> {
 
     forward_to_deserialize_any! {
         bool i8 i16 i32 i64 u8 u16 u32 u64 f32 f64 char str string
-        bytes byte_buf
-        identifier ignored_any
+        bytes byte_buf identifier ignored_any
     }
 }
 

From 3f3540e3dd5881b70e4124922d31a2d7a07cb8f1 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 12:21:33 +0200
Subject: [PATCH 060/128] =?UTF-8?q?a=20bit=20of=C2=A0refactoring?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/src/node_export.rs     | 2 +-
 rust/cubeorchestrator/src/cubestore_message_parser.rs | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index f7af6da7c8865..c9dcfacc8a32c 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -540,7 +540,7 @@ fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsProm
     let msg_data = msg.as_slice(&cx).to_vec();
 
     let promise = cx
-        .task(move || CubeStoreResult::new(&msg_data))
+        .task(move || CubeStoreResult::from_fb(&msg_data))
         .promise(move |mut cx, res| match res {
             Ok(result) => Ok(cx.boxed(Arc::new(result))),
             Err(err) => cx.throw_error(err.to_string()),
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index 4f768bd3fb51b..447aa6acf5a06 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -36,7 +36,7 @@ pub struct CubeStoreResult {
 impl Finalize for CubeStoreResult {}
 
 impl CubeStoreResult {
-    pub fn new(msg_data: &[u8]) -> Result<Self, ParseError> {
+    pub fn from_fb(msg_data: &[u8]) -> Result<Self, ParseError> {
         let mut result = CubeStoreResult {
             columns: vec![],
             rows: vec![],

From 76c96dce53e1475cd041e48f38b5fb1577dddccf Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 12:36:39 +0200
Subject: [PATCH 061/128] code rearrangement

---
 packages/cubejs-backend-native/src/lib.rs     |   1 +
 .../cubejs-backend-native/src/node_export.rs  | 241 +----------------
 .../cubejs-backend-native/src/orchestrator.rs | 249 ++++++++++++++++++
 3 files changed, 251 insertions(+), 240 deletions(-)
 create mode 100644 packages/cubejs-backend-native/src/orchestrator.rs

diff --git a/packages/cubejs-backend-native/src/lib.rs b/packages/cubejs-backend-native/src/lib.rs
index 4c9f442629600..68285075541b6 100644
--- a/packages/cubejs-backend-native/src/lib.rs
+++ b/packages/cubejs-backend-native/src/lib.rs
@@ -13,6 +13,7 @@ pub mod logger;
 pub mod node_export;
 pub mod node_obj_deserializer;
 pub mod node_obj_serializer;
+pub mod orchestrator;
 #[cfg(feature = "python")]
 pub mod python;
 pub mod stream;
diff --git a/packages/cubejs-backend-native/src/node_export.rs b/packages/cubejs-backend-native/src/node_export.rs
index c9dcfacc8a32c..5d4eb733206c6 100644
--- a/packages/cubejs-backend-native/src/node_export.rs
+++ b/packages/cubejs-backend-native/src/node_export.rs
@@ -31,19 +31,9 @@ use std::rc::Rc;
 use std::str::FromStr;
 use std::sync::Arc;
 
-use cubeorchestrator::cubestore_message_parser::CubeStoreResult;
-
 use cubesql::{telemetry::ReportingLogger, CubeError};
 
-use crate::node_obj_deserializer::JsValueDeserializer;
-use cubeorchestrator::cubestore_result_transform::{
-    get_final_cubestore_result_array, RequestResultArray, RequestResultData,
-    RequestResultDataMulti, TransformedData,
-};
-use cubeorchestrator::transport::TransformDataRequest;
 use neon::prelude::*;
-use neon::types::buffer::TypedArray;
-use serde::Deserialize;
 
 struct SQLInterface {
     services: Arc<NodeCubeServices>,
@@ -512,227 +502,6 @@ fn debug_js_to_clrepr_to_js(mut cx: FunctionContext) -> JsResult<JsValue> {
     arg_clrep.into_js(&mut cx)
 }
 
-//============ sql orchestrator ===================
-
-fn json_to_array_buffer<'a, C>(
-    mut cx: C,
-    json_data: Result<String, anyhow::Error>,
-) -> JsResult<'a, JsArrayBuffer>
-where
-    C: Context<'a>,
-{
-    match json_data {
-        Ok(json_data) => {
-            let json_bytes = json_data.as_bytes();
-            let mut js_buffer = cx.array_buffer(json_bytes.len())?;
-            {
-                let buffer = js_buffer.as_mut_slice(&mut cx);
-                buffer.copy_from_slice(json_bytes);
-            }
-            Ok(js_buffer)
-        }
-        Err(err) => cx.throw_error(err.to_string()),
-    }
-}
-
-fn parse_cubestore_ws_result_message(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let msg = cx.argument::<JsBuffer>(0)?;
-    let msg_data = msg.as_slice(&cx).to_vec();
-
-    let promise = cx
-        .task(move || CubeStoreResult::from_fb(&msg_data))
-        .promise(move |mut cx, res| match res {
-            Ok(result) => Ok(cx.boxed(Arc::new(result))),
-            Err(err) => cx.throw_error(err.to_string()),
-        });
-
-    Ok(promise)
-}
-
-fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
-    let result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(0)?;
-
-    let js_array = cx.execute_scoped(|mut cx| {
-        let js_array = JsArray::new(&mut cx, result.rows.len());
-
-        for (i, row) in result.rows.iter().enumerate() {
-            let js_row = cx.execute_scoped(|mut cx| {
-                let js_row = JsObject::new(&mut cx);
-                for (key, value) in result.columns.iter().zip(row.iter()) {
-                    let js_key = cx.string(key);
-                    let js_value = cx.string(value);
-                    js_row.set(&mut cx, js_key, js_value)?;
-                }
-                Ok(js_row)
-            })?;
-
-            js_array.set(&mut cx, i as u32, js_row)?;
-        }
-
-        Ok(js_array)
-    })?;
-
-    Ok(js_array.upcast())
-}
-
-fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let transform_data_js_object = cx.argument::<JsValue>(0)?;
-    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_js_object);
-
-    let request_data: TransformDataRequest = match Deserialize::deserialize(deserializer) {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
-
-    let cube_store_result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(1)?;
-    let cube_store_result = Arc::clone(&cube_store_result);
-
-    let promise = cx
-        .task(move || {
-            let transformed = TransformedData::transform(&request_data, &cube_store_result)?;
-
-            match serde_json::to_string(&transformed) {
-                Ok(json) => Ok(json),
-                Err(err) => Err(anyhow::Error::from(err)),
-            }
-        })
-        .promise(move |mut cx, json_data| match json_data {
-            Ok(json_data) => {
-                let js_string = cx.string(json_data);
-
-                let js_result = cx.empty_object();
-                js_result.set(&mut cx, "result", js_string)?;
-
-                Ok(js_result)
-            }
-            Err(err) => cx.throw_error(err.to_string()),
-        });
-
-    Ok(promise)
-}
-
-fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let transform_data_js_object = cx.argument::<JsValue>(0)?;
-    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_js_object);
-    let transform_request_data: TransformDataRequest = match Deserialize::deserialize(deserializer)
-    {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
-
-    let cube_store_result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(1)?;
-    let cube_store_result = Arc::clone(&cube_store_result);
-    let result_data_js_object = cx.argument::<JsValue>(2)?;
-    let deserializer = JsValueDeserializer::new(&mut cx, result_data_js_object);
-    let mut result_data: RequestResultData = match Deserialize::deserialize(deserializer) {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
-
-    let promise = cx
-        .task(move || {
-            result_data.prepare_results(&transform_request_data, &cube_store_result)?;
-
-            match serde_json::to_string(&result_data) {
-                Ok(json) => Ok(json),
-                Err(err) => Err(anyhow::Error::from(err)),
-            }
-        })
-        .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
-
-    Ok(promise)
-}
-
-fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let transform_data_array = cx.argument::<JsValue>(0)?;
-    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_array);
-    let transform_requests: Vec<TransformDataRequest> = match Deserialize::deserialize(deserializer)
-    {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
-
-    let cube_store_array = cx.argument::<JsArray>(1)?;
-    let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
-        .to_vec(&mut cx)?
-        .into_iter()
-        .map(|js_value| js_value.downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx))
-        .collect::<Result<_, _>>()?;
-    let cube_store_results: Vec<Arc<CubeStoreResult>> = cube_store_results_boxed
-        .iter()
-        .map(|handle| (**handle).clone())
-        .collect();
-
-    let results_data_array = cx.argument::<JsValue>(2)?;
-    let deserializer = JsValueDeserializer::new(&mut cx, results_data_array);
-    let mut request_results: Vec<RequestResultData> = match Deserialize::deserialize(deserializer) {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
-
-    let promise = cx
-        .task(move || {
-            get_final_cubestore_result_array(
-                &transform_requests,
-                &cube_store_results,
-                &mut request_results,
-            )?;
-
-            let final_obj = RequestResultArray {
-                results: request_results,
-            };
-
-            match serde_json::to_string(&final_obj) {
-                Ok(json) => Ok(json),
-                Err(err) => Err(anyhow::Error::from(err)),
-            }
-        })
-        .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
-
-    Ok(promise)
-}
-
-fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let transform_data_array = cx.argument::<JsValue>(0)?;
-    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_array);
-    let transform_requests: Vec<TransformDataRequest> = match Deserialize::deserialize(deserializer)
-    {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
-
-    let cube_store_array = cx.argument::<JsArray>(1)?;
-    let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
-        .to_vec(&mut cx)?
-        .into_iter()
-        .map(|js_value| js_value.downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx))
-        .collect::<Result<_, _>>()?;
-    let cube_store_results: Vec<Arc<CubeStoreResult>> = cube_store_results_boxed
-        .iter()
-        .map(|handle| (**handle).clone())
-        .collect();
-
-    let result_data_js_object = cx.argument::<JsValue>(2)?;
-    let deserializer = JsValueDeserializer::new(&mut cx, result_data_js_object);
-    let mut result_data: RequestResultDataMulti = match Deserialize::deserialize(deserializer) {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
-
-    let promise = cx
-        .task(move || {
-            result_data.prepare_results(&transform_requests, &cube_store_results)?;
-
-            match serde_json::to_string(&result_data) {
-                Ok(json) => Ok(json),
-                Err(err) => Err(anyhow::Error::from(err)),
-            }
-        })
-        .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
-
-    Ok(promise)
-}
-
 pub fn register_module_exports<C: NodeConfiguration + 'static>(
     mut cx: ModuleContext,
 ) -> NeonResult<()> {
@@ -747,15 +516,7 @@ pub fn register_module_exports<C: NodeConfiguration + 'static>(
     cx.export_function("buildSqlAndParams", build_sql_and_params)?;
 
     //========= sql orchestrator exports =================
-    cx.export_function(
-        "parseCubestoreResultMessage",
-        parse_cubestore_ws_result_message,
-    )?;
-    cx.export_function("getCubestoreResult", get_cubestore_result)?;
-    cx.export_function("transformQueryData", transform_query_data)?;
-    cx.export_function("getFinalCubestoreResult", final_cubestore_result)?;
-    cx.export_function("getFinalCubestoreResultMulti", final_cubestore_result_multi)?;
-    cx.export_function("getFinalCubestoreResultArray", final_cubestore_result_array)?;
+    crate::orchestrator::register_module(&mut cx)?;
 
     crate::template::template_register_module(&mut cx)?;
 
diff --git a/packages/cubejs-backend-native/src/orchestrator.rs b/packages/cubejs-backend-native/src/orchestrator.rs
new file mode 100644
index 0000000000000..ba099134c6c8c
--- /dev/null
+++ b/packages/cubejs-backend-native/src/orchestrator.rs
@@ -0,0 +1,249 @@
+use crate::node_obj_deserializer::JsValueDeserializer;
+use cubeorchestrator::cubestore_message_parser::CubeStoreResult;
+use cubeorchestrator::cubestore_result_transform::{
+    get_final_cubestore_result_array, RequestResultArray, RequestResultData,
+    RequestResultDataMulti, TransformedData,
+};
+use cubeorchestrator::transport::TransformDataRequest;
+use neon::context::{Context, FunctionContext, ModuleContext};
+use neon::handle::Handle;
+use neon::object::Object;
+use neon::prelude::{
+    JsArray, JsArrayBuffer, JsBox, JsBuffer, JsObject, JsPromise, JsResult, JsValue, NeonResult,
+};
+use neon::types::buffer::TypedArray;
+use serde::Deserialize;
+use std::sync::Arc;
+
+pub fn register_module(cx: &mut ModuleContext) -> NeonResult<()> {
+    cx.export_function(
+        "parseCubestoreResultMessage",
+        parse_cubestore_result_message,
+    )?;
+    cx.export_function("getCubestoreResult", get_cubestore_result)?;
+    cx.export_function("transformQueryData", transform_query_data)?;
+    cx.export_function("getFinalCubestoreResult", final_cubestore_result)?;
+    cx.export_function("getFinalCubestoreResultMulti", final_cubestore_result_multi)?;
+    cx.export_function("getFinalCubestoreResultArray", final_cubestore_result_array)?;
+
+    Ok(())
+}
+
+fn json_to_array_buffer<'a, C>(
+    mut cx: C,
+    json_data: Result<String, anyhow::Error>,
+) -> JsResult<'a, JsArrayBuffer>
+where
+    C: Context<'a>,
+{
+    match json_data {
+        Ok(json_data) => {
+            let json_bytes = json_data.as_bytes();
+            let mut js_buffer = cx.array_buffer(json_bytes.len())?;
+            {
+                let buffer = js_buffer.as_mut_slice(&mut cx);
+                buffer.copy_from_slice(json_bytes);
+            }
+            Ok(js_buffer)
+        }
+        Err(err) => cx.throw_error(err.to_string()),
+    }
+}
+
+pub fn parse_cubestore_result_message(mut cx: FunctionContext) -> JsResult<JsPromise> {
+    let msg = cx.argument::<JsBuffer>(0)?;
+    let msg_data = msg.as_slice(&cx).to_vec();
+
+    let promise = cx
+        .task(move || CubeStoreResult::from_fb(&msg_data))
+        .promise(move |mut cx, res| match res {
+            Ok(result) => Ok(cx.boxed(Arc::new(result))),
+            Err(err) => cx.throw_error(err.to_string()),
+        });
+
+    Ok(promise)
+}
+
+pub fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
+    let result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(0)?;
+
+    let js_array = cx.execute_scoped(|mut cx| {
+        let js_array = JsArray::new(&mut cx, result.rows.len());
+
+        for (i, row) in result.rows.iter().enumerate() {
+            let js_row = cx.execute_scoped(|mut cx| {
+                let js_row = JsObject::new(&mut cx);
+                for (key, value) in result.columns.iter().zip(row.iter()) {
+                    let js_key = cx.string(key);
+                    let js_value = cx.string(value);
+                    js_row.set(&mut cx, js_key, js_value)?;
+                }
+                Ok(js_row)
+            })?;
+
+            js_array.set(&mut cx, i as u32, js_row)?;
+        }
+
+        Ok(js_array)
+    })?;
+
+    Ok(js_array.upcast())
+}
+
+pub fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsPromise> {
+    let transform_data_js_object = cx.argument::<JsValue>(0)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_js_object);
+
+    let request_data: TransformDataRequest = match Deserialize::deserialize(deserializer) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
+    let cube_store_result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(1)?;
+    let cube_store_result = Arc::clone(&cube_store_result);
+
+    let promise = cx
+        .task(move || {
+            let transformed = TransformedData::transform(&request_data, &cube_store_result)?;
+
+            match serde_json::to_string(&transformed) {
+                Ok(json) => Ok(json),
+                Err(err) => Err(anyhow::Error::from(err)),
+            }
+        })
+        .promise(move |mut cx, json_data| match json_data {
+            Ok(json_data) => {
+                let js_string = cx.string(json_data);
+
+                let js_result = cx.empty_object();
+                js_result.set(&mut cx, "result", js_string)?;
+
+                Ok(js_result)
+            }
+            Err(err) => cx.throw_error(err.to_string()),
+        });
+
+    Ok(promise)
+}
+
+pub fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
+    let transform_data_js_object = cx.argument::<JsValue>(0)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_js_object);
+    let transform_request_data: TransformDataRequest = match Deserialize::deserialize(deserializer)
+    {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
+    let cube_store_result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(1)?;
+    let cube_store_result = Arc::clone(&cube_store_result);
+    let result_data_js_object = cx.argument::<JsValue>(2)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, result_data_js_object);
+    let mut result_data: RequestResultData = match Deserialize::deserialize(deserializer) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
+    let promise = cx
+        .task(move || {
+            result_data.prepare_results(&transform_request_data, &cube_store_result)?;
+
+            match serde_json::to_string(&result_data) {
+                Ok(json) => Ok(json),
+                Err(err) => Err(anyhow::Error::from(err)),
+            }
+        })
+        .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
+
+    Ok(promise)
+}
+
+pub fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise> {
+    let transform_data_array = cx.argument::<JsValue>(0)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_array);
+    let transform_requests: Vec<TransformDataRequest> = match Deserialize::deserialize(deserializer)
+    {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
+    let cube_store_array = cx.argument::<JsArray>(1)?;
+    let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
+        .to_vec(&mut cx)?
+        .into_iter()
+        .map(|js_value| js_value.downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx))
+        .collect::<Result<_, _>>()?;
+    let cube_store_results: Vec<Arc<CubeStoreResult>> = cube_store_results_boxed
+        .iter()
+        .map(|handle| (**handle).clone())
+        .collect();
+
+    let results_data_array = cx.argument::<JsValue>(2)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, results_data_array);
+    let mut request_results: Vec<RequestResultData> = match Deserialize::deserialize(deserializer) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
+    let promise = cx
+        .task(move || {
+            get_final_cubestore_result_array(
+                &transform_requests,
+                &cube_store_results,
+                &mut request_results,
+            )?;
+
+            let final_obj = RequestResultArray {
+                results: request_results,
+            };
+
+            match serde_json::to_string(&final_obj) {
+                Ok(json) => Ok(json),
+                Err(err) => Err(anyhow::Error::from(err)),
+            }
+        })
+        .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
+
+    Ok(promise)
+}
+
+pub fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise> {
+    let transform_data_array = cx.argument::<JsValue>(0)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_array);
+    let transform_requests: Vec<TransformDataRequest> = match Deserialize::deserialize(deserializer)
+    {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
+    let cube_store_array = cx.argument::<JsArray>(1)?;
+    let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
+        .to_vec(&mut cx)?
+        .into_iter()
+        .map(|js_value| js_value.downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx))
+        .collect::<Result<_, _>>()?;
+    let cube_store_results: Vec<Arc<CubeStoreResult>> = cube_store_results_boxed
+        .iter()
+        .map(|handle| (**handle).clone())
+        .collect();
+
+    let result_data_js_object = cx.argument::<JsValue>(2)?;
+    let deserializer = JsValueDeserializer::new(&mut cx, result_data_js_object);
+    let mut result_data: RequestResultDataMulti = match Deserialize::deserialize(deserializer) {
+        Ok(data) => data,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
+    let promise = cx
+        .task(move || {
+            result_data.prepare_results(&transform_requests, &cube_store_results)?;
+
+            match serde_json::to_string(&result_data) {
+                Ok(json) => Ok(json),
+                Err(err) => Err(anyhow::Error::from(err)),
+            }
+        })
+        .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
+
+    Ok(promise)
+}

From f6756a0f835330c2a2026024aa6d349b0c243b75 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 13:45:09 +0200
Subject: [PATCH 062/128] =?UTF-8?q?switch=20to=C2=A0use=20DBResponsePrimit?=
 =?UTF-8?q?ive=20instead=20of=C2=A0just=20Strings?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../cubejs-backend-native/src/orchestrator.rs |  2 +-
 .../src/cubestore_message_parser.rs           | 11 +++-
 .../src/cubestore_result_transform.rs         | 51 ++++++++++++-------
 rust/cubeorchestrator/src/transport.rs        | 25 ++++++++-
 4 files changed, 65 insertions(+), 24 deletions(-)

diff --git a/packages/cubejs-backend-native/src/orchestrator.rs b/packages/cubejs-backend-native/src/orchestrator.rs
index ba099134c6c8c..861a36e4d4ce7 100644
--- a/packages/cubejs-backend-native/src/orchestrator.rs
+++ b/packages/cubejs-backend-native/src/orchestrator.rs
@@ -75,7 +75,7 @@ pub fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
                 let js_row = JsObject::new(&mut cx);
                 for (key, value) in result.columns.iter().zip(row.iter()) {
                     let js_key = cx.string(key);
-                    let js_value = cx.string(value);
+                    let js_value = cx.string(value.to_string());
                     js_row.set(&mut cx, js_key, js_value)?;
                 }
                 Ok(js_row)
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index 447aa6acf5a06..bfb94b97b49b6 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -1,5 +1,7 @@
+use crate::transport::{DBResponsePrimitive, DBResponseValue};
 use cubeshared::codegen::{root_as_http_message, HttpCommand};
 use neon::prelude::Finalize;
+use serde::Deserialize;
 use std::collections::HashMap;
 
 #[derive(Debug)]
@@ -27,9 +29,10 @@ impl std::fmt::Display for ParseError {
 
 impl std::error::Error for ParseError {}
 
+#[derive(Debug, Clone, Deserialize)]
 pub struct CubeStoreResult {
     pub columns: Vec<String>,
-    pub rows: Vec<Vec<String>>,
+    pub rows: Vec<Vec<DBResponseValue>>,
     pub columns_pos: HashMap<String, usize>,
 }
 
@@ -83,7 +86,11 @@ impl CubeStoreResult {
                     let values = row.values().ok_or(ParseError::NullRow)?;
                     let row_obj: Vec<_> = values
                         .iter()
-                        .map(|val| val.string_value().unwrap_or("").to_owned())
+                        .map(|val| {
+                            DBResponseValue::Primitive(DBResponsePrimitive::String(
+                                val.string_value().unwrap_or("").to_owned(),
+                            ))
+                        })
                         .collect();
 
                     result.rows.push(row_obj);
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index cc3205d6c5a09..6fb06338aa1d6 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -1,9 +1,10 @@
 use crate::{
     cubestore_message_parser::CubeStoreResult,
     transport::{
-        ConfigItem, MembersMap, NormalizedQuery, QueryTimeDimension, QueryType, ResultType,
-        TransformDataRequest, BLENDING_QUERY_KEY_PREFIX, BLENDING_QUERY_RES_SEPARATOR,
-        COMPARE_DATE_RANGE_FIELD, COMPARE_DATE_RANGE_SEPARATOR, MEMBER_SEPARATOR,
+        ConfigItem, DBResponsePrimitive, DBResponseValue, MembersMap, NormalizedQuery,
+        QueryTimeDimension, QueryType, ResultType, TransformDataRequest, BLENDING_QUERY_KEY_PREFIX,
+        BLENDING_QUERY_RES_SEPARATOR, COMPARE_DATE_RANGE_FIELD, COMPARE_DATE_RANGE_SEPARATOR,
+        MEMBER_SEPARATOR,
     },
 };
 use anyhow::{bail, Context, Result};
@@ -17,18 +18,28 @@ use std::{
 };
 
 /// Transform specified `value` with specified `type` to the network protocol type.
-pub fn transform_value(value: String, type_: &str) -> String {
-    if type_ == "time" || type_.is_empty() {
-        DateTime::parse_from_rfc3339(&value)
-            .map(|dt| dt.to_rfc3339_opts(SecondsFormat::Millis, true))
-            .unwrap_or_else(|_| value)
-    } else {
-        value
+pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimitive {
+    match value {
+        DBResponseValue::DateTime(dt) if type_ == "time" || type_.is_empty() => {
+            let formatted = dt.to_rfc3339_opts(SecondsFormat::Millis, true);
+            DBResponsePrimitive::String(formatted)
+        }
+        DBResponseValue::Primitive(DBResponsePrimitive::String(ref s)) if type_ == "time" => {
+            let formatted = DateTime::parse_from_rfc3339(s)
+                .map(|dt| dt.to_rfc3339_opts(SecondsFormat::Millis, true))
+                .unwrap_or_else(|_| s.clone());
+            DBResponsePrimitive::String(formatted)
+        }
+        DBResponseValue::Primitive(p) => p,
+        DBResponseValue::Object { value } => value,
+        _ => DBResponsePrimitive::Null,
     }
 }
 
 /// Parse date range value from time dimension.
-pub fn get_date_range_value(time_dimensions: Option<&Vec<QueryTimeDimension>>) -> Result<String> {
+pub fn get_date_range_value(
+    time_dimensions: Option<&Vec<QueryTimeDimension>>,
+) -> Result<DBResponsePrimitive> {
     let time_dimensions = match time_dimensions {
         Some(time_dimensions) => time_dimensions,
         None => bail!("QueryTimeDimension should be specified for the compare date range query."),
@@ -51,7 +62,9 @@ pub fn get_date_range_value(time_dimensions: Option<&Vec<QueryTimeDimension>>) -
         );
     }
 
-    Ok(date_range.join(COMPARE_DATE_RANGE_SEPARATOR))
+    Ok(DBResponsePrimitive::String(
+        date_range.join(COMPARE_DATE_RANGE_SEPARATOR),
+    ))
 }
 
 /// Parse blending query key from time dimension for query.
@@ -169,10 +182,10 @@ pub fn get_compact_row(
     query_type: &QueryType,
     members: &[String],
     time_dimensions: Option<&Vec<QueryTimeDimension>>,
-    db_row: &[String],
+    db_row: &[DBResponseValue],
     columns_pos: &HashMap<String, usize>,
-) -> Result<Vec<String>> {
-    let mut row: Vec<String> = Vec::with_capacity(members.len());
+) -> Result<Vec<DBResponsePrimitive>> {
+    let mut row: Vec<DBResponsePrimitive> = Vec::with_capacity(members.len());
 
     for m in members {
         if let Some(annotation_item) = annotation.get(m) {
@@ -217,9 +230,9 @@ pub fn get_vanilla_row(
     annotation: &HashMap<String, ConfigItem>,
     query_type: &QueryType,
     query: &NormalizedQuery,
-    db_row: &[String],
+    db_row: &[DBResponseValue],
     columns_pos: &HashMap<String, usize>,
-) -> Result<HashMap<String, String>> {
+) -> Result<HashMap<String, DBResponsePrimitive>> {
     let mut row = HashMap::new();
 
     for (alias, &index) in columns_pos {
@@ -379,9 +392,9 @@ pub fn get_final_cubestore_result_array(
 pub enum TransformedData {
     Compact {
         members: Vec<String>,
-        dataset: Vec<Vec<String>>,
+        dataset: Vec<Vec<DBResponsePrimitive>>,
     },
-    Vanilla(Vec<HashMap<String, String>>),
+    Vanilla(Vec<HashMap<String, DBResponsePrimitive>>),
 }
 
 impl TransformedData {
diff --git a/rust/cubeorchestrator/src/transport.rs b/rust/cubeorchestrator/src/transport.rs
index 08033e984326b..6e03e27470dee 100644
--- a/rust/cubeorchestrator/src/transport.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -9,7 +9,6 @@ pub const BLENDING_QUERY_KEY_PREFIX: &str = "time.";
 pub const BLENDING_QUERY_RES_SEPARATOR: &str = ".";
 pub const MEMBER_SEPARATOR: &str = ".";
 
-// TODO: Seems to be unused
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub enum DBResponsePrimitive {
     Null,
@@ -18,7 +17,18 @@ pub enum DBResponsePrimitive {
     String(String),
 }
 
-// TODO: Seems to be unused
+impl Display for DBResponsePrimitive {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        let str = match self {
+            DBResponsePrimitive::Null => "null".to_string(),
+            DBResponsePrimitive::Boolean(b) => b.to_string(),
+            DBResponsePrimitive::Number(n) => n.to_string(),
+            DBResponsePrimitive::String(s) => s.clone(),
+        };
+        write!(f, "{}", str)
+    }
+}
+
 #[derive(Debug, Clone, Deserialize)]
 pub enum DBResponseValue {
     DateTime(DateTime<Utc>),
@@ -27,6 +37,17 @@ pub enum DBResponseValue {
     Object { value: DBResponsePrimitive },
 }
 
+impl Display for DBResponseValue {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        let str = match self {
+            DBResponseValue::DateTime(dt) => dt.to_rfc3339(),
+            DBResponseValue::Primitive(p) => p.to_string(),
+            DBResponseValue::Object { value } => value.to_string(),
+        };
+        write!(f, "{}", str)
+    }
+}
+
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub enum ResultType {
     #[serde(rename = "default")]

From c9f0a6f99e6c342b3db9cda6d8f1468d75fc5bdc Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 13:48:34 +0200
Subject: [PATCH 063/128] refactoring

---
 .../src/cubestore_message_parser.rs           |  2 +-
 .../src/cubestore_result_transform.rs         | 54 +++++++++++++++++--
 rust/cubeorchestrator/src/transport.rs        | 46 ----------------
 3 files changed, 50 insertions(+), 52 deletions(-)

diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/cubestore_message_parser.rs
index bfb94b97b49b6..2be4df110a251 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/cubestore_message_parser.rs
@@ -1,4 +1,4 @@
-use crate::transport::{DBResponsePrimitive, DBResponseValue};
+use crate::cubestore_result_transform::{DBResponsePrimitive, DBResponseValue};
 use cubeshared::codegen::{root_as_http_message, HttpCommand};
 use neon::prelude::Finalize;
 use serde::Deserialize;
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/cubestore_result_transform.rs
index 6fb06338aa1d6..3dc1c5ef01d16 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/cubestore_result_transform.rs
@@ -1,22 +1,27 @@
 use crate::{
     cubestore_message_parser::CubeStoreResult,
     transport::{
-        ConfigItem, DBResponsePrimitive, DBResponseValue, MembersMap, NormalizedQuery,
-        QueryTimeDimension, QueryType, ResultType, TransformDataRequest, BLENDING_QUERY_KEY_PREFIX,
-        BLENDING_QUERY_RES_SEPARATOR, COMPARE_DATE_RANGE_FIELD, COMPARE_DATE_RANGE_SEPARATOR,
-        MEMBER_SEPARATOR,
+        ConfigItem, MembersMap, NormalizedQuery, QueryTimeDimension, QueryType, ResultType,
+        TransformDataRequest,
     },
 };
 use anyhow::{bail, Context, Result};
-use chrono::{DateTime, SecondsFormat};
+use chrono::{DateTime, SecondsFormat, Utc};
 use itertools::multizip;
 use serde::{Deserialize, Serialize};
 use serde_json::Value;
 use std::{
     collections::{HashMap, HashSet},
+    fmt::Display,
     sync::Arc,
 };
 
+pub const COMPARE_DATE_RANGE_FIELD: &str = "compareDateRange";
+pub const COMPARE_DATE_RANGE_SEPARATOR: &str = " - ";
+pub const BLENDING_QUERY_KEY_PREFIX: &str = "time.";
+pub const BLENDING_QUERY_RES_SEPARATOR: &str = ".";
+pub const MEMBER_SEPARATOR: &str = ".";
+
 /// Transform specified `value` with specified `type` to the network protocol type.
 pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimitive {
     match value {
@@ -542,3 +547,42 @@ impl RequestResultData {
 pub struct RequestResultArray {
     pub results: Vec<RequestResultData>,
 }
+
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub enum DBResponsePrimitive {
+    Null,
+    Boolean(bool),
+    Number(f64),
+    String(String),
+}
+
+impl Display for DBResponsePrimitive {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        let str = match self {
+            DBResponsePrimitive::Null => "null".to_string(),
+            DBResponsePrimitive::Boolean(b) => b.to_string(),
+            DBResponsePrimitive::Number(n) => n.to_string(),
+            DBResponsePrimitive::String(s) => s.clone(),
+        };
+        write!(f, "{}", str)
+    }
+}
+
+#[derive(Debug, Clone, Deserialize)]
+pub enum DBResponseValue {
+    DateTime(DateTime<Utc>),
+    Primitive(DBResponsePrimitive),
+    // TODO: Is this variant still used?
+    Object { value: DBResponsePrimitive },
+}
+
+impl Display for DBResponseValue {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        let str = match self {
+            DBResponseValue::DateTime(dt) => dt.to_rfc3339(),
+            DBResponseValue::Primitive(p) => p.to_string(),
+            DBResponseValue::Object { value } => value.to_string(),
+        };
+        write!(f, "{}", str)
+    }
+}
diff --git a/rust/cubeorchestrator/src/transport.rs b/rust/cubeorchestrator/src/transport.rs
index 6e03e27470dee..77d4c409e7151 100644
--- a/rust/cubeorchestrator/src/transport.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -1,53 +1,7 @@
-use chrono::{DateTime, Utc};
 use serde::{Deserialize, Serialize};
 use serde_json::Value;
 use std::{collections::HashMap, fmt::Display};
 
-pub const COMPARE_DATE_RANGE_FIELD: &str = "compareDateRange";
-pub const COMPARE_DATE_RANGE_SEPARATOR: &str = " - ";
-pub const BLENDING_QUERY_KEY_PREFIX: &str = "time.";
-pub const BLENDING_QUERY_RES_SEPARATOR: &str = ".";
-pub const MEMBER_SEPARATOR: &str = ".";
-
-#[derive(Debug, Clone, Serialize, Deserialize)]
-pub enum DBResponsePrimitive {
-    Null,
-    Boolean(bool),
-    Number(f64),
-    String(String),
-}
-
-impl Display for DBResponsePrimitive {
-    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
-        let str = match self {
-            DBResponsePrimitive::Null => "null".to_string(),
-            DBResponsePrimitive::Boolean(b) => b.to_string(),
-            DBResponsePrimitive::Number(n) => n.to_string(),
-            DBResponsePrimitive::String(s) => s.clone(),
-        };
-        write!(f, "{}", str)
-    }
-}
-
-#[derive(Debug, Clone, Deserialize)]
-pub enum DBResponseValue {
-    DateTime(DateTime<Utc>),
-    Primitive(DBResponsePrimitive),
-    // TODO: Is this variant still used?
-    Object { value: DBResponsePrimitive },
-}
-
-impl Display for DBResponseValue {
-    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
-        let str = match self {
-            DBResponseValue::DateTime(dt) => dt.to_rfc3339(),
-            DBResponseValue::Primitive(p) => p.to_string(),
-            DBResponseValue::Object { value } => value.to_string(),
-        };
-        write!(f, "{}", str)
-    }
-}
-
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub enum ResultType {
     #[serde(rename = "default")]

From 2658a93da9695a3a7528b20c13ecbf979e8b89e3 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 17:38:11 +0200
Subject: [PATCH 064/128] =?UTF-8?q?always=20use=20transform=20data=20nativ?=
 =?UTF-8?q?e=20for=C2=A0all=20results?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-api-gateway/src/gateway.ts    | 135 +++++-------------
 packages/cubejs-backend-native/js/index.ts    |  12 +-
 .../src/node_obj_deserializer.rs              |   2 +-
 .../cubejs-backend-native/src/orchestrator.rs |  88 +++++++-----
 rust/cubeorchestrator/src/lib.rs              |   4 +-
 ...sage_parser.rs => query_message_parser.rs} |  53 +++++--
 ...transform.rs => query_result_transform.rs} |  32 +++--
 rust/cubeorchestrator/src/transport.rs        |   8 +-
 8 files changed, 174 insertions(+), 160 deletions(-)
 rename rust/cubeorchestrator/src/{cubestore_message_parser.rs => query_message_parser.rs} (70%)
 rename rust/cubeorchestrator/src/{cubestore_result_transform.rs => query_result_transform.rs} (94%)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 1f903531d3c7b..405bd189c97a0 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -11,9 +11,9 @@ import {
   QueryAlias,
 } from '@cubejs-backend/shared';
 import {
-  getFinalCubestoreResult,
-  getFinalCubestoreResultArray,
-  getFinalCubestoreResultMulti,
+  getFinalQueryResult,
+  getFinalQueryResultArray,
+  getFinalQueryResultMulti,
   transformData as transformDataNative,
   TransformDataResponse
 } from '@cubejs-backend/native';
@@ -123,10 +123,8 @@ function systemAsyncHandler(handler: (req: Request & { context: ExtendedRequestC
 function cleanupResult(result) {
   return {
     ...result,
-    dataCb: undefined,
     rawData: undefined,
     transformDataParams: undefined,
-    isNative: undefined,
   };
 }
 
@@ -1647,23 +1645,8 @@ class ApiGateway {
     };
 
     // We postpone data transformation until the last minute
-    // in case when all responses are native - we process them in native part
-    const dataCb: TransformDataResponseCb = response.data.isNative ?
-      async () => {
-        const jsonData = await transformDataNative(
-          transformDataParams, response.data.getNativeRef()
-        );
-        return JSON.parse(jsonData.result) as TransformDataResponse;
-      }
-      :
-      async () => transformData({
-        ...transformDataParams,
-        data: response.data,
-      });
-
     return {
       query: normalizedQuery,
-      dataCb,
       rawData: response.data,
       transformDataParams,
       lastRefreshTime: response.lastRefreshTime?.toISOString(),
@@ -1685,7 +1668,6 @@ class ApiGateway {
       external: response.external,
       slowQuery: Boolean(response.slowQuery),
       total: normalizedQuery.total ? response.total : null,
-      isNative: response.data.isNative
     };
   }
 
@@ -1844,57 +1826,30 @@ class ApiGateway {
         context,
       );
 
-      const allNative = results.every(r => r.isNative);
-
       if (props.queryType === 'multi') {
-        // If all query results are from Cubestore (are native)
-        // we prepare the final json result on native side
-        if (allNative) {
-          const [transformDataJson, rawDataRef, cleanResultList] = results.reduce<[Object[], any[], Object[]]>(
-            ([transformList, rawList, resultList], r) => {
-              transformList.push(r.transformDataParams);
-              rawList.push(r.rawData.getNativeRef());
-              resultList.push(cleanupResult(r));
-              return [transformList, rawList, resultList];
-            },
-            [[], [], []]
-          );
+        // We prepare the final json result on native side
+        const [transformDataJson, rawDataRef, cleanResultList] = results.reduce<[Object[], any[], Object[]]>(
+          ([transformList, rawList, resultList], r) => {
+            transformList.push(r.transformDataParams);
+            rawList.push(r.rawData.isNative ? r.rawData.getNativeRef() : r.rawData);
+            resultList.push(cleanupResult(r));
+            return [transformList, rawList, resultList];
+          },
+          [[], [], []]
+        );
 
-          const responseDataObj = {
-            queryType,
-            results: cleanResultList,
-            slowQuery
-          };
+        const responseDataObj = {
+          queryType,
+          results: cleanResultList,
+          slowQuery
+        };
 
-          res(await getFinalCubestoreResultMulti(transformDataJson, rawDataRef, responseDataObj));
-        } else {
-          // if we have mixed query results (there are js and native)
-          // we prepare results separately: on js and native sides
-          // and serve final response from JS side
-          res({
-            queryType,
-            results: await Promise.all(results.map(async (r) => {
-              const data = await r.dataCb();
-              return {
-                ...cleanupResult(r),
-                data,
-              };
-            })),
-            pivotQuery: getPivotQuery(queryType, normalizedQueries),
-            slowQuery
-          });
-        }
-      } else if (allNative) {
+        res(await getFinalQueryResultMulti(transformDataJson, rawDataRef, responseDataObj));
+      } else {
         // We prepare the full final json result on native side
         const r = results[0];
-        const rawDataRef = r.rawData.getNativeRef();
-        res(await getFinalCubestoreResult(r.transformDataParams, rawDataRef, cleanupResult(r)));
-      } else {
-        const data = await results[0].dataCb();
-        res({
-          ...cleanupResult(results[0]),
-          data,
-        });
+        const rawData = r.rawData.isNative ? r.rawData.getNativeRef() : r.rawData;
+        res(await getFinalQueryResult(r.transformDataParams, rawData, cleanupResult(r)));
       }
     } catch (e: any) {
       this.handleError({
@@ -2024,40 +1979,22 @@ class ApiGateway {
           })
         );
 
-        const allNative = results.every(r => r.isNative);
-
         if (!request.streaming) {
-          // If all query results are from Cubestore (are native)
-          // we prepare the final json result on native side
-          if (allNative) {
-            const [transformDataJson, rawDataRef, resultDataJson] = (results as {
-              transformDataParams: any;
-              rawData: { getNativeRef: () => any };
-            }[]).reduce<[Object[], any[], Object[]]>(
-              ([transformList, rawList, resultList], r) => {
-                transformList.push(r.transformDataParams);
-                rawList.push(r.rawData.getNativeRef());
-                resultList.push(cleanupResult(r));
-                return [transformList, rawList, resultList];
-              },
-              [[], [], []]
-            );
+          // We prepare the final json result on native side
+          const [transformDataJson, rawData, resultDataJson] = (results as {
+            transformDataParams: any;
+            rawData: { isNative: boolean, getNativeRef: () => any };
+          }[]).reduce<[Object[], any[], Object[]]>(
+            ([transformList, rawList, resultList], r) => {
+              transformList.push(r.transformDataParams);
+              rawList.push(r.rawData.isNative ? r.rawData.getNativeRef() : r.rawData);
+              resultList.push(cleanupResult(r));
+              return [transformList, rawList, resultList];
+            },
+            [[], [], []]
+          );
 
-            res(await getFinalCubestoreResultArray(transformDataJson, rawDataRef, resultDataJson));
-          } else {
-            // if we have mixed query results (there are js and native)
-            // we prepare results separately: on js and native sides
-            // and serve final response from JS side
-            res({
-              results: await Promise.all(results.map(async (r) => {
-                const data = await r.dataCb();
-                return {
-                  ...cleanupResult(r),
-                  data,
-                };
-              })),
-            });
-          }
+          res(await getFinalQueryResultArray(transformDataJson, rawData, resultDataJson));
         } else {
           res(results[0]);
         }
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index 073055026615f..f07a4fc0ed00b 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -389,22 +389,22 @@ export const transformData = (transformDataObj: Object, rows: any): Promise<Tran
   return native.transformQueryData(transformDataObj, rows);
 };
 
-export const getFinalCubestoreResult = (transformDataObj: Object, rows: any, resultData: Object): Promise<ArrayBuffer> => {
+export const getFinalQueryResult = (transformDataObj: Object, rows: any, resultData: Object): Promise<ArrayBuffer> => {
   const native = loadNative();
 
-  return native.getFinalCubestoreResult(transformDataObj, rows, resultData);
+  return native.getFinalQueryResult(transformDataObj, rows, resultData);
 };
 
-export const getFinalCubestoreResultArray = (transformDataArr: Object[], rows: any[], resultDataArr: Object[]): Promise<ArrayBuffer> => {
+export const getFinalQueryResultArray = (transformDataArr: Object[], rows: any[], resultDataArr: Object[]): Promise<ArrayBuffer> => {
   const native = loadNative();
 
-  return native.getFinalCubestoreResultArray(transformDataArr, rows, resultDataArr);
+  return native.getFinalQueryResultArray(transformDataArr, rows, resultDataArr);
 };
 
-export const getFinalCubestoreResultMulti = (transformDataArr: Object[], rows: any[], responseData: Object): Promise<ArrayBuffer> => {
+export const getFinalQueryResultMulti = (transformDataArr: Object[], rows: any[], responseData: Object): Promise<ArrayBuffer> => {
   const native = loadNative();
 
-  return native.getFinalCubestoreResultMulti(transformDataArr, rows, responseData);
+  return native.getFinalQueryResultMulti(transformDataArr, rows, responseData);
 };
 
 export interface PyConfiguration {
diff --git a/packages/cubejs-backend-native/src/node_obj_deserializer.rs b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
index 3b666599e568f..95787b4275665 100644
--- a/packages/cubejs-backend-native/src/node_obj_deserializer.rs
+++ b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
@@ -103,7 +103,7 @@ impl<'de, 'a, 'b> Deserializer<'de> for JsValueDeserializer<'a, 'b> {
             }
 
             Err(JsDeserializationError(
-                "Unsupported type for deserialization".to_string(),
+                "Unsupported number type for deserialization".to_string(),
             ))
         } else if self.value.is_a::<JsBoolean, _>(self.cx) {
             let value = self
diff --git a/packages/cubejs-backend-native/src/orchestrator.rs b/packages/cubejs-backend-native/src/orchestrator.rs
index 861a36e4d4ce7..95854cbd50950 100644
--- a/packages/cubejs-backend-native/src/orchestrator.rs
+++ b/packages/cubejs-backend-native/src/orchestrator.rs
@@ -1,10 +1,10 @@
 use crate::node_obj_deserializer::JsValueDeserializer;
-use cubeorchestrator::cubestore_message_parser::CubeStoreResult;
-use cubeorchestrator::cubestore_result_transform::{
+use cubeorchestrator::query_message_parser::QueryResult;
+use cubeorchestrator::query_result_transform::{
     get_final_cubestore_result_array, RequestResultArray, RequestResultData,
     RequestResultDataMulti, TransformedData,
 };
-use cubeorchestrator::transport::TransformDataRequest;
+use cubeorchestrator::transport::{JsRawData, TransformDataRequest};
 use neon::context::{Context, FunctionContext, ModuleContext};
 use neon::handle::Handle;
 use neon::object::Object;
@@ -22,9 +22,9 @@ pub fn register_module(cx: &mut ModuleContext) -> NeonResult<()> {
     )?;
     cx.export_function("getCubestoreResult", get_cubestore_result)?;
     cx.export_function("transformQueryData", transform_query_data)?;
-    cx.export_function("getFinalCubestoreResult", final_cubestore_result)?;
-    cx.export_function("getFinalCubestoreResultMulti", final_cubestore_result_multi)?;
-    cx.export_function("getFinalCubestoreResultArray", final_cubestore_result_array)?;
+    cx.export_function("getFinalQueryResult", final_query_result)?;
+    cx.export_function("getFinalQueryResultMulti", final_query_result_multi)?;
+    cx.export_function("getFinalQueryResultArray", final_query_result_array)?;
 
     Ok(())
 }
@@ -50,12 +50,32 @@ where
     }
 }
 
+fn extract_query_result(
+    cx: &mut FunctionContext<'_>,
+    data_arg: Handle<JsValue>,
+) -> Result<Arc<QueryResult>, anyhow::Error> {
+    if let Ok(js_box) = data_arg.downcast::<JsBox<Arc<QueryResult>>, _>(cx) {
+        Ok(Arc::clone(&js_box))
+    } else if let Ok(js_array) = data_arg.downcast::<JsArray, _>(cx) {
+        let deserializer = JsValueDeserializer::new(cx, js_array.upcast());
+        let js_raw_data: JsRawData = Deserialize::deserialize(deserializer)?;
+
+        QueryResult::from_js_raw_data(js_raw_data)
+            .map(Arc::new)
+            .map_err(anyhow::Error::from)
+    } else {
+        Err(anyhow::anyhow!(
+            "Second argument must be an Array of JsBox<Arc<QueryResult>> or JsArray"
+        ))
+    }
+}
+
 pub fn parse_cubestore_result_message(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let msg = cx.argument::<JsBuffer>(0)?;
     let msg_data = msg.as_slice(&cx).to_vec();
 
     let promise = cx
-        .task(move || CubeStoreResult::from_fb(&msg_data))
+        .task(move || QueryResult::from_cubestore_fb(&msg_data))
         .promise(move |mut cx, res| match res {
             Ok(result) => Ok(cx.boxed(Arc::new(result))),
             Err(err) => cx.throw_error(err.to_string()),
@@ -65,7 +85,7 @@ pub fn parse_cubestore_result_message(mut cx: FunctionContext) -> JsResult<JsPro
 }
 
 pub fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
-    let result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(0)?;
+    let result = cx.argument::<JsBox<Arc<QueryResult>>>(0)?;
 
     let js_array = cx.execute_scoped(|mut cx| {
         let js_array = JsArray::new(&mut cx, result.rows.len());
@@ -99,7 +119,7 @@ pub fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsPromise> {
         Err(err) => return cx.throw_error(err.to_string()),
     };
 
-    let cube_store_result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(1)?;
+    let cube_store_result = cx.argument::<JsBox<Arc<QueryResult>>>(1)?;
     let cube_store_result = Arc::clone(&cube_store_result);
 
     let promise = cx
@@ -126,7 +146,7 @@ pub fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsPromise> {
     Ok(promise)
 }
 
-pub fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
+pub fn final_query_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let transform_data_js_object = cx.argument::<JsValue>(0)?;
     let deserializer = JsValueDeserializer::new(&mut cx, transform_data_js_object);
     let transform_request_data: TransformDataRequest = match Deserialize::deserialize(deserializer)
@@ -135,8 +155,12 @@ pub fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
         Err(err) => return cx.throw_error(err.to_string()),
     };
 
-    let cube_store_result = cx.argument::<JsBox<Arc<CubeStoreResult>>>(1)?;
-    let cube_store_result = Arc::clone(&cube_store_result);
+    let data_arg = cx.argument::<JsValue>(1)?;
+    let cube_store_result: Arc<QueryResult> = match extract_query_result(&mut cx, data_arg) {
+        Ok(query_result) => query_result,
+        Err(err) => return cx.throw_error(err.to_string()),
+    };
+
     let result_data_js_object = cx.argument::<JsValue>(2)?;
     let deserializer = JsValueDeserializer::new(&mut cx, result_data_js_object);
     let mut result_data: RequestResultData = match Deserialize::deserialize(deserializer) {
@@ -158,7 +182,7 @@ pub fn final_cubestore_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
     Ok(promise)
 }
 
-pub fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromise> {
+pub fn final_query_result_array(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let transform_data_array = cx.argument::<JsValue>(0)?;
     let deserializer = JsValueDeserializer::new(&mut cx, transform_data_array);
     let transform_requests: Vec<TransformDataRequest> = match Deserialize::deserialize(deserializer)
@@ -167,16 +191,14 @@ pub fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromi
         Err(err) => return cx.throw_error(err.to_string()),
     };
 
-    let cube_store_array = cx.argument::<JsArray>(1)?;
-    let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
-        .to_vec(&mut cx)?
-        .into_iter()
-        .map(|js_value| js_value.downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx))
-        .collect::<Result<_, _>>()?;
-    let cube_store_results: Vec<Arc<CubeStoreResult>> = cube_store_results_boxed
-        .iter()
-        .map(|handle| (**handle).clone())
-        .collect();
+    let data_array = cx.argument::<JsArray>(1)?;
+    let mut cube_store_results: Vec<Arc<QueryResult>> = vec![];
+    for data_arg in data_array.to_vec(&mut cx)? {
+        match extract_query_result(&mut cx, data_arg) {
+            Ok(query_result) => cube_store_results.push(query_result),
+            Err(err) => return cx.throw_error(err.to_string()),
+        };
+    }
 
     let results_data_array = cx.argument::<JsValue>(2)?;
     let deserializer = JsValueDeserializer::new(&mut cx, results_data_array);
@@ -207,7 +229,7 @@ pub fn final_cubestore_result_array(mut cx: FunctionContext) -> JsResult<JsPromi
     Ok(promise)
 }
 
-pub fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise> {
+pub fn final_query_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let transform_data_array = cx.argument::<JsValue>(0)?;
     let deserializer = JsValueDeserializer::new(&mut cx, transform_data_array);
     let transform_requests: Vec<TransformDataRequest> = match Deserialize::deserialize(deserializer)
@@ -216,16 +238,14 @@ pub fn final_cubestore_result_multi(mut cx: FunctionContext) -> JsResult<JsPromi
         Err(err) => return cx.throw_error(err.to_string()),
     };
 
-    let cube_store_array = cx.argument::<JsArray>(1)?;
-    let cube_store_results_boxed: Vec<Handle<JsBox<Arc<CubeStoreResult>>>> = cube_store_array
-        .to_vec(&mut cx)?
-        .into_iter()
-        .map(|js_value| js_value.downcast_or_throw::<JsBox<Arc<CubeStoreResult>>, _>(&mut cx))
-        .collect::<Result<_, _>>()?;
-    let cube_store_results: Vec<Arc<CubeStoreResult>> = cube_store_results_boxed
-        .iter()
-        .map(|handle| (**handle).clone())
-        .collect();
+    let data_array = cx.argument::<JsArray>(1)?;
+    let mut cube_store_results: Vec<Arc<QueryResult>> = vec![];
+    for data_arg in data_array.to_vec(&mut cx)? {
+        match extract_query_result(&mut cx, data_arg) {
+            Ok(query_result) => cube_store_results.push(query_result),
+            Err(err) => return cx.throw_error(err.to_string()),
+        };
+    }
 
     let result_data_js_object = cx.argument::<JsValue>(2)?;
     let deserializer = JsValueDeserializer::new(&mut cx, result_data_js_object);
diff --git a/rust/cubeorchestrator/src/lib.rs b/rust/cubeorchestrator/src/lib.rs
index 6532689df15d9..03f0453c16db7 100644
--- a/rust/cubeorchestrator/src/lib.rs
+++ b/rust/cubeorchestrator/src/lib.rs
@@ -1,3 +1,3 @@
-pub mod cubestore_message_parser;
-pub mod cubestore_result_transform;
+pub mod query_message_parser;
+pub mod query_result_transform;
 pub mod transport;
diff --git a/rust/cubeorchestrator/src/cubestore_message_parser.rs b/rust/cubeorchestrator/src/query_message_parser.rs
similarity index 70%
rename from rust/cubeorchestrator/src/cubestore_message_parser.rs
rename to rust/cubeorchestrator/src/query_message_parser.rs
index 2be4df110a251..a7660cbf501a2 100644
--- a/rust/cubeorchestrator/src/cubestore_message_parser.rs
+++ b/rust/cubeorchestrator/src/query_message_parser.rs
@@ -1,7 +1,9 @@
-use crate::cubestore_result_transform::{DBResponsePrimitive, DBResponseValue};
+use crate::{
+    query_result_transform::{DBResponsePrimitive, DBResponseValue},
+    transport::JsRawData,
+};
 use cubeshared::codegen::{root_as_http_message, HttpCommand};
 use neon::prelude::Finalize;
-use serde::Deserialize;
 use std::collections::HashMap;
 
 #[derive(Debug)]
@@ -29,18 +31,18 @@ impl std::fmt::Display for ParseError {
 
 impl std::error::Error for ParseError {}
 
-#[derive(Debug, Clone, Deserialize)]
-pub struct CubeStoreResult {
+#[derive(Debug, Clone)]
+pub struct QueryResult {
     pub columns: Vec<String>,
     pub rows: Vec<Vec<DBResponseValue>>,
     pub columns_pos: HashMap<String, usize>,
 }
 
-impl Finalize for CubeStoreResult {}
+impl Finalize for QueryResult {}
 
-impl CubeStoreResult {
-    pub fn from_fb(msg_data: &[u8]) -> Result<Self, ParseError> {
-        let mut result = CubeStoreResult {
+impl QueryResult {
+    pub fn from_cubestore_fb(msg_data: &[u8]) -> Result<Self, ParseError> {
+        let mut result = QueryResult {
             columns: vec![],
             rows: vec![],
             columns_pos: HashMap::new(),
@@ -101,4 +103,39 @@ impl CubeStoreResult {
             _ => Err(ParseError::UnsupportedCommand),
         }
     }
+
+    pub fn from_js_raw_data(js_raw_data: JsRawData) -> Result<Self, ParseError> {
+        if js_raw_data.is_empty() {
+            return Err(ParseError::EmptyResultSet);
+        }
+
+        let first_row = &js_raw_data[0];
+        let columns: Vec<String> = first_row.keys().cloned().collect();
+        let columns_pos: HashMap<String, usize> = columns
+            .iter()
+            .enumerate()
+            .map(|(index, column)| (column.clone(), index))
+            .collect();
+
+        let rows: Vec<Vec<DBResponseValue>> = js_raw_data
+            .into_iter()
+            .map(|row_map| {
+                columns
+                    .iter()
+                    .map(|col| {
+                        row_map
+                            .get(col)
+                            .map(|val| DBResponseValue::Primitive(val.clone()))
+                            .unwrap_or(DBResponseValue::Primitive(DBResponsePrimitive::Null))
+                    })
+                    .collect()
+            })
+            .collect();
+
+        Ok(QueryResult {
+            columns,
+            rows,
+            columns_pos,
+        })
+    }
 }
diff --git a/rust/cubeorchestrator/src/cubestore_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
similarity index 94%
rename from rust/cubeorchestrator/src/cubestore_result_transform.rs
rename to rust/cubeorchestrator/src/query_result_transform.rs
index 3dc1c5ef01d16..328cb68b4b8ef 100644
--- a/rust/cubeorchestrator/src/cubestore_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -1,5 +1,5 @@
 use crate::{
-    cubestore_message_parser::CubeStoreResult,
+    query_message_parser::QueryResult,
     transport::{
         ConfigItem, MembersMap, NormalizedQuery, QueryTimeDimension, QueryType, ResultType,
         TransformDataRequest,
@@ -115,7 +115,7 @@ pub fn get_blending_response_key(
 pub fn get_members(
     query_type: &QueryType,
     query: &NormalizedQuery,
-    db_data: &CubeStoreResult,
+    db_data: &QueryResult,
     alias_to_member_name_map: &HashMap<String, String>,
     annotation: &HashMap<String, ConfigItem>,
 ) -> Result<MembersMap> {
@@ -337,13 +337,19 @@ pub fn get_pivot_query(
             let mut merged_dimensions = HashSet::new();
 
             for query in queries {
-                merged_measures.extend(query.measures.iter().cloned());
+                if let Some(measures) = &query.measures {
+                    merged_measures.extend(measures.iter().cloned());
+                }
                 if let Some(dimensions) = &query.dimensions {
                     merged_dimensions.extend(dimensions.iter().cloned());
                 }
             }
 
-            pivot_query.measures = merged_measures.into_iter().collect();
+            pivot_query.measures = if !merged_measures.is_empty() {
+                Some(merged_measures.into_iter().collect())
+            } else {
+                None
+            };
             pivot_query.dimensions = if !merged_dimensions.is_empty() {
                 Some(merged_dimensions.into_iter().collect())
             } else {
@@ -378,7 +384,7 @@ pub fn get_pivot_query(
 
 pub fn get_final_cubestore_result_array(
     transform_requests: &[TransformDataRequest],
-    cube_store_results: &[Arc<CubeStoreResult>],
+    cube_store_results: &[Arc<QueryResult>],
     result_data: &mut [RequestResultData],
 ) -> Result<()> {
     for (transform_data, cube_store_result, result) in multizip((
@@ -406,7 +412,7 @@ impl TransformedData {
     /// Transforms queried data array to the output format.
     pub fn transform(
         request_data: &TransformDataRequest,
-        cube_store_result: &CubeStoreResult,
+        cube_store_result: &QueryResult,
     ) -> Result<Self> {
         let alias_to_member_name_map = &request_data.alias_to_member_name_map;
         let annotation = &request_data.annotation;
@@ -469,6 +475,7 @@ pub struct RequestResultDataMulti {
     pub query_type: QueryType,
     pub results: Vec<RequestResultData>,
     #[serde(rename = "pivotQuery")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub pivot_query: Option<NormalizedQuery>,
     #[serde(rename = "slowQuery")]
     pub slow_query: bool,
@@ -480,7 +487,7 @@ impl RequestResultDataMulti {
     pub fn prepare_results(
         &mut self,
         request_data: &[TransformDataRequest],
-        cube_store_result: &[Arc<CubeStoreResult>],
+        cube_store_result: &[Arc<QueryResult>],
     ) -> Result<()> {
         for (transform_data, cube_store_result, result) in multizip((
             request_data.iter(),
@@ -506,14 +513,19 @@ impl RequestResultDataMulti {
 pub struct RequestResultData {
     pub query: NormalizedQuery,
     #[serde(rename = "lastRefreshTime")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub last_refresh_time: Option<String>,
     #[serde(rename = "refreshKeyValues")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub refresh_key_values: Option<Value>,
     #[serde(rename = "usedPreAggregations")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub used_pre_aggregations: Option<Value>,
     #[serde(rename = "transformedQuery")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub transformed_query: Option<Value>,
     #[serde(rename = "requestId")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub request_id: Option<String>,
     pub annotation: HashMap<String, HashMap<String, ConfigItem>>,
     #[serde(rename = "dataSource")]
@@ -521,11 +533,14 @@ pub struct RequestResultData {
     #[serde(rename = "dbType")]
     pub db_type: String,
     #[serde(rename = "extDbType")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub ext_db_type: Option<String>,
     pub external: bool,
     #[serde(rename = "slowQuery")]
     pub slow_query: bool,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub total: Option<u64>,
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub data: Option<TransformedData>,
 }
 
@@ -534,7 +549,7 @@ impl RequestResultData {
     pub fn prepare_results(
         &mut self,
         request_data: &TransformDataRequest,
-        cube_store_result: &CubeStoreResult,
+        cube_store_result: &QueryResult,
     ) -> Result<()> {
         let transformed = TransformedData::transform(request_data, cube_store_result)?;
         self.data = Some(transformed);
@@ -549,6 +564,7 @@ pub struct RequestResultArray {
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(untagged)]
 pub enum DBResponsePrimitive {
     Null,
     Boolean(bool),
diff --git a/rust/cubeorchestrator/src/transport.rs b/rust/cubeorchestrator/src/transport.rs
index 77d4c409e7151..1511f7041ba6f 100644
--- a/rust/cubeorchestrator/src/transport.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -1,3 +1,4 @@
+use crate::query_result_transform::DBResponsePrimitive;
 use serde::{Deserialize, Serialize};
 use serde_json::Value;
 use std::{collections::HashMap, fmt::Display};
@@ -242,15 +243,16 @@ pub struct Query {
     pub renew_query: Option<bool>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub ungrouped: Option<bool>,
-    #[serde(skip_serializing_if = "Option::is_none")]
     #[serde(rename = "responseFormat")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub response_format: Option<ResultType>,
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct NormalizedQuery {
+    #[serde(skip_serializing_if = "Option::is_none")]
     // pub measures: Vec<MemberOrMemberExpression>,
-    pub measures: Vec<String>,
+    pub measures: Option<Vec<String>>,
     #[serde(skip_serializing_if = "Option::is_none")]
     // pub dimensions: Option<Vec<MemberOrMemberExpression>>,
     pub dimensions: Option<Vec<String>>,
@@ -301,3 +303,5 @@ pub struct TransformDataRequest {
     #[serde(rename = "resType")]
     pub res_type: Option<ResultType>,
 }
+
+pub type JsRawData = Vec<HashMap<String, DBResponsePrimitive>>;

From e8e4914e705a28314ebb1245906041df21d974d0 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 21:57:57 +0200
Subject: [PATCH 065/128] =?UTF-8?q?fix=20dtos=20for=C2=A0native=20query=20?=
 =?UTF-8?q?processing=20(thnx=20unit=20tests)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../src/helpers/toConfigMap.ts                |  2 +-
 .../src/query_result_transform.rs             | 33 ++++++++++-------
 rust/cubeorchestrator/src/transport.rs        | 35 +++++++++++++++++--
 3 files changed, 54 insertions(+), 16 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/helpers/toConfigMap.ts b/packages/cubejs-api-gateway/src/helpers/toConfigMap.ts
index e95cb8aba0786..5766d0763a847 100644
--- a/packages/cubejs-api-gateway/src/helpers/toConfigMap.ts
+++ b/packages/cubejs-api-gateway/src/helpers/toConfigMap.ts
@@ -28,7 +28,7 @@ type MetaConfigMap = {
 };
 
 /**
- * Convert cpecified array of MetaConfig objects to the
+ * Convert specified array of MetaConfig objects to the
  * MetaConfigMap.
  */
 function toConfigMap(metaConfig: MetaConfig[]): MetaConfigMap {
diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index 328cb68b4b8ef..2eb566c128dbe 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -1,8 +1,8 @@
 use crate::{
     query_message_parser::QueryResult,
     transport::{
-        ConfigItem, MembersMap, NormalizedQuery, QueryTimeDimension, QueryType, ResultType,
-        TransformDataRequest,
+        AnnotatedConfigItem, ConfigItem, MembersMap, NormalizedQuery, QueryTimeDimension,
+        QueryType, ResultType, TransformDataRequest,
     },
 };
 use anyhow::{bail, Context, Result};
@@ -197,7 +197,8 @@ pub fn get_compact_row(
             if let Some(alias) = members_to_alias_map.get(m) {
                 if let Some(key) = columns_pos.get(alias) {
                     if let Some(value) = db_row.get(*key) {
-                        row.push(transform_value(value.clone(), &annotation_item.member_type));
+                        let mtype = annotation_item.member_type.as_deref().unwrap_or("");
+                        row.push(transform_value(value.clone(), mtype));
                     }
                 }
             }
@@ -214,9 +215,9 @@ pub fn get_compact_row(
             if let Some(alias) = members_to_alias_map.get(&blending_key) {
                 if let Some(key) = columns_pos.get(alias) {
                     if let Some(value) = db_row.get(*key) {
-                        let member_type = annotation
-                            .get(alias)
-                            .map_or("", |annotation_item| &annotation_item.member_type);
+                        let member_type = annotation.get(alias).map_or("", |annotation_item| {
+                            annotation_item.member_type.as_deref().unwrap_or("")
+                        });
 
                         row.push(transform_value(value.clone(), member_type));
                     }
@@ -263,8 +264,13 @@ pub fn get_vanilla_row(
                 }
             };
 
-            let transformed_value =
-                transform_value(value.clone(), &annotation_for_member.member_type);
+            let transformed_value = transform_value(
+                value.clone(),
+                annotation_for_member
+                    .member_type
+                    .as_ref()
+                    .unwrap_or(&"".to_string()),
+            );
 
             // Handle deprecated time dimensions without granularity
             let path: Vec<&str> = member_name.split(MEMBER_SEPARATOR).collect();
@@ -527,15 +533,18 @@ pub struct RequestResultData {
     #[serde(rename = "requestId")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub request_id: Option<String>,
-    pub annotation: HashMap<String, HashMap<String, ConfigItem>>,
+    pub annotation: HashMap<String, HashMap<String, AnnotatedConfigItem>>,
     #[serde(rename = "dataSource")]
-    pub data_source: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub data_source: Option<String>,
     #[serde(rename = "dbType")]
-    pub db_type: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub db_type: Option<String>,
     #[serde(rename = "extDbType")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub ext_db_type: Option<String>,
-    pub external: bool,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub external: Option<bool>,
     #[serde(rename = "slowQuery")]
     pub slow_query: bool,
     #[serde(skip_serializing_if = "Option::is_none")]
diff --git a/rust/cubeorchestrator/src/transport.rs b/rust/cubeorchestrator/src/transport.rs
index 1511f7041ba6f..13970432d4123 100644
--- a/rust/cubeorchestrator/src/transport.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -118,7 +118,9 @@ pub struct ParsedMemberExpression {
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct QueryTimeDimension {
     pub dimension: String,
+    #[serde(rename = "dateRange")]
     pub date_range: Option<Vec<String>>,
+    #[serde(rename = "compareDateRange")]
     pub compare_date_range: Option<Vec<String>>,
     pub granularity: Option<String>,
 }
@@ -140,13 +142,15 @@ pub struct GranularityMeta {
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct ConfigItem {
-    pub title: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub title: Option<String>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub short_title: Option<String>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub description: Option<String>,
     #[serde(rename = "type")]
-    pub member_type: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub member_type: Option<String>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub format: Option<String>,
     #[serde(skip_serializing_if = "Option::is_none")]
@@ -161,6 +165,31 @@ pub struct ConfigItem {
     pub granularities: Option<Vec<GranularityMeta>>,
 }
 
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct AnnotatedConfigItem {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub title: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub short_title: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub description: Option<String>,
+    #[serde(rename = "type")]
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub member_type: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub format: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub meta: Option<Value>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    #[serde(rename = "drillMembers")]
+    pub drill_members: Option<Vec<Value>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    #[serde(rename = "drillMembersGrouped")]
+    pub drill_members_grouped: Option<Value>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub granularity: Option<GranularityMeta>,
+}
+
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct Order {
     pub id: String,
@@ -172,7 +201,7 @@ pub struct NormalizedQueryFilter {
     pub member: String,
     pub operator: FilterOperator,
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub values: Option<Vec<String>>,
+    pub values: Option<Vec<DBResponsePrimitive>>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub dimension: Option<String>,
 }

From b377e97c8d33574db0c6d03d71f2f32e9164d738 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 21:58:15 +0200
Subject: [PATCH 066/128] cache loadNative

---
 packages/cubejs-backend-native/js/index.ts | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index f07a4fc0ed00b..e6275c64cfc1e 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -118,14 +118,22 @@ export type TransformDataResponseNative = {
   result: string
 };
 
+let loadedNative: any = null;
+
 export function loadNative() {
+  if (loadedNative) {
+    return loadedNative;
+  }
+
   // Development version
   if (fs.existsSync(path.join(__dirname, '/../../index.node'))) {
-    return require(path.join(__dirname, '/../../index.node'));
+    loadedNative = require(path.join(__dirname, '/../../index.node'));
+    return loadedNative;
   }
 
   if (fs.existsSync(path.join(__dirname, '/../../native/index.node'))) {
-    return require(path.join(__dirname, '/../../native/index.node'));
+    loadedNative = require(path.join(__dirname, '/../../native/index.node'));
+    return loadedNative;
   }
 
   throw new Error(
@@ -133,10 +141,6 @@ export function loadNative() {
   );
 }
 
-export function isSupported(): boolean {
-  return fs.existsSync(path.join(__dirname, '/../../index.node')) || fs.existsSync(path.join(__dirname, '/../../native/index.node'));
-}
-
 function wrapNativeFunctionWithChannelCallback(
   fn: (extra: any) => unknown | Promise<unknown>,
 ) {

From 380da29a26b826b7fc677fb6453e52ebab183202 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 22:01:21 +0200
Subject: [PATCH 067/128] remove not needed anymore native.transformQueryData

---
 packages/cubejs-api-gateway/src/gateway.ts    |  2 -
 packages/cubejs-backend-native/js/index.ts    | 17 --------
 .../cubejs-backend-native/src/orchestrator.rs | 40 +------------------
 3 files changed, 1 insertion(+), 58 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 405bd189c97a0..82d44f1994b31 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -14,8 +14,6 @@ import {
   getFinalQueryResult,
   getFinalQueryResultArray,
   getFinalQueryResultMulti,
-  transformData as transformDataNative,
-  TransformDataResponse
 } from '@cubejs-backend/native';
 import type {
   Application as ExpressApplication,
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index e6275c64cfc1e..e08b23f0d6173 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -107,17 +107,6 @@ export type DBResponsePrimitive =
   number |
   string;
 
-export type TransformDataResponse = {
-  members: string[],
-  dataset: DBResponsePrimitive[][]
-} | {
-  [member: string]: DBResponsePrimitive
-}[];
-
-export type TransformDataResponseNative = {
-  result: string
-};
-
 let loadedNative: any = null;
 
 export function loadNative() {
@@ -387,12 +376,6 @@ export const getCubestoreResult = (ref: CubeStoreResultWrapper): ResultRow[] =>
   return native.getCubestoreResult(ref);
 };
 
-export const transformData = (transformDataObj: Object, rows: any): Promise<TransformDataResponseNative> => {
-  const native = loadNative();
-
-  return native.transformQueryData(transformDataObj, rows);
-};
-
 export const getFinalQueryResult = (transformDataObj: Object, rows: any, resultData: Object): Promise<ArrayBuffer> => {
   const native = loadNative();
 
diff --git a/packages/cubejs-backend-native/src/orchestrator.rs b/packages/cubejs-backend-native/src/orchestrator.rs
index 95854cbd50950..2395a93ff4955 100644
--- a/packages/cubejs-backend-native/src/orchestrator.rs
+++ b/packages/cubejs-backend-native/src/orchestrator.rs
@@ -1,8 +1,7 @@
 use crate::node_obj_deserializer::JsValueDeserializer;
 use cubeorchestrator::query_message_parser::QueryResult;
 use cubeorchestrator::query_result_transform::{
-    get_final_cubestore_result_array, RequestResultArray, RequestResultData,
-    RequestResultDataMulti, TransformedData,
+    get_final_cubestore_result_array, RequestResultArray, RequestResultData, RequestResultDataMulti,
 };
 use cubeorchestrator::transport::{JsRawData, TransformDataRequest};
 use neon::context::{Context, FunctionContext, ModuleContext};
@@ -21,7 +20,6 @@ pub fn register_module(cx: &mut ModuleContext) -> NeonResult<()> {
         parse_cubestore_result_message,
     )?;
     cx.export_function("getCubestoreResult", get_cubestore_result)?;
-    cx.export_function("transformQueryData", transform_query_data)?;
     cx.export_function("getFinalQueryResult", final_query_result)?;
     cx.export_function("getFinalQueryResultMulti", final_query_result_multi)?;
     cx.export_function("getFinalQueryResultArray", final_query_result_array)?;
@@ -110,42 +108,6 @@ pub fn get_cubestore_result(mut cx: FunctionContext) -> JsResult<JsValue> {
     Ok(js_array.upcast())
 }
 
-pub fn transform_query_data(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let transform_data_js_object = cx.argument::<JsValue>(0)?;
-    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_js_object);
-
-    let request_data: TransformDataRequest = match Deserialize::deserialize(deserializer) {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
-
-    let cube_store_result = cx.argument::<JsBox<Arc<QueryResult>>>(1)?;
-    let cube_store_result = Arc::clone(&cube_store_result);
-
-    let promise = cx
-        .task(move || {
-            let transformed = TransformedData::transform(&request_data, &cube_store_result)?;
-
-            match serde_json::to_string(&transformed) {
-                Ok(json) => Ok(json),
-                Err(err) => Err(anyhow::Error::from(err)),
-            }
-        })
-        .promise(move |mut cx, json_data| match json_data {
-            Ok(json_data) => {
-                let js_string = cx.string(json_data);
-
-                let js_result = cx.empty_object();
-                js_result.set(&mut cx, "result", js_string)?;
-
-                Ok(js_result)
-            }
-            Err(err) => cx.throw_error(err.to_string()),
-        });
-
-    Ok(promise)
-}
-
 pub fn final_query_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let transform_data_js_object = cx.argument::<JsValue>(0)?;
     let deserializer = JsValueDeserializer::new(&mut cx, transform_data_js_object);

From 9a0230f85faf3742341bdb016e6f4cfa0ad6946c Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 22:19:54 +0200
Subject: [PATCH 068/128] =?UTF-8?q?add=20Build=20native=20for=C2=A0unit=20?=
 =?UTF-8?q?tests=20in=C2=A0CI?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/push.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/push.yml b/.github/workflows/push.yml
index 057532433495d..c5af396bfd84f 100644
--- a/.github/workflows/push.yml
+++ b/.github/workflows/push.yml
@@ -95,6 +95,8 @@ jobs:
           command: yarn install --frozen-lockfile
       - name: Lerna tsc
         run: yarn tsc
+      - name: Build native (no python)
+        run: cd packages/cubejs-backend-native && npm run native:build-release
       - name: Build client
         run: yarn build
       - name: Build cubejs-backend-native (with Python)

From c4d8bffb9935a573bd69c9aa9f130a9e77955461 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 22:28:52 +0200
Subject: [PATCH 069/128] refactor serde annotations

---
 .../src/query_result_transform.rs             | 14 +---
 rust/cubeorchestrator/src/transport.rs        | 64 ++++---------------
 2 files changed, 16 insertions(+), 62 deletions(-)

diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index 2eb566c128dbe..d97264149881d 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -476,14 +476,12 @@ impl TransformedData {
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub struct RequestResultDataMulti {
-    #[serde(rename = "queryType")]
     pub query_type: QueryType,
     pub results: Vec<RequestResultData>,
-    #[serde(rename = "pivotQuery")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub pivot_query: Option<NormalizedQuery>,
-    #[serde(rename = "slowQuery")]
     pub slow_query: bool,
 }
 
@@ -516,36 +514,28 @@ impl RequestResultDataMulti {
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub struct RequestResultData {
     pub query: NormalizedQuery,
-    #[serde(rename = "lastRefreshTime")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub last_refresh_time: Option<String>,
-    #[serde(rename = "refreshKeyValues")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub refresh_key_values: Option<Value>,
-    #[serde(rename = "usedPreAggregations")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub used_pre_aggregations: Option<Value>,
-    #[serde(rename = "transformedQuery")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub transformed_query: Option<Value>,
-    #[serde(rename = "requestId")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub request_id: Option<String>,
     pub annotation: HashMap<String, HashMap<String, AnnotatedConfigItem>>,
-    #[serde(rename = "dataSource")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub data_source: Option<String>,
-    #[serde(rename = "dbType")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub db_type: Option<String>,
-    #[serde(rename = "extDbType")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub ext_db_type: Option<String>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub external: Option<bool>,
-    #[serde(rename = "slowQuery")]
     pub slow_query: bool,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub total: Option<u64>,
diff --git a/rust/cubeorchestrator/src/transport.rs b/rust/cubeorchestrator/src/transport.rs
index 13970432d4123..506eeced0eec3 100644
--- a/rust/cubeorchestrator/src/transport.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -4,21 +4,18 @@ use serde_json::Value;
 use std::{collections::HashMap, fmt::Display};
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub enum ResultType {
-    #[serde(rename = "default")]
     Default,
-    #[serde(rename = "compact")]
     Compact,
 }
 
 #[derive(Default, Debug, Clone, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub enum QueryType {
-    #[serde(rename = "regularQuery")]
     #[default]
     RegularQuery,
-    #[serde(rename = "compareDateRangeQuery")]
     CompareDateRangeQuery,
-    #[serde(rename = "blendingQuery")]
     BlendingQuery,
 }
 
@@ -34,56 +31,35 @@ impl Display for QueryType {
 }
 
 #[derive(Debug, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub enum MemberType {
-    #[serde(rename = "measures")]
     Measures,
-    #[serde(rename = "dimensions")]
     Dimensions,
-    #[serde(rename = "segments")]
     Segments,
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub enum FilterOperator {
-    #[serde(rename = "equals")]
     Equals,
-    #[serde(rename = "notEquals")]
     NotEquals,
-    #[serde(rename = "contains")]
     Contains,
-    #[serde(rename = "notContains")]
     NotContains,
-    #[serde(rename = "in")]
     In,
-    #[serde(rename = "notIn")]
     NotIn,
-    #[serde(rename = "gt")]
     Gt,
-    #[serde(rename = "gte")]
     Gte,
-    #[serde(rename = "lt")]
     Lt,
-    #[serde(rename = "lte")]
     Lte,
-    #[serde(rename = "set")]
     Set,
-    #[serde(rename = "notSet")]
     NotSet,
-    #[serde(rename = "inDateRange")]
     InDateRange,
-    #[serde(rename = "notInDateRange")]
     NotInDateRange,
-    #[serde(rename = "onTheDate")]
     OnTheDate,
-    #[serde(rename = "beforeDate")]
     BeforeDate,
-    #[serde(rename = "beforeOrOnDate")]
     BeforeOrOnDate,
-    #[serde(rename = "afterDate")]
     AfterDate,
-    #[serde(rename = "afterOrOnDate")]
     AfterOrOnDate,
-    #[serde(rename = "measureFilter")]
     MeasureFilter,
 }
 
@@ -95,6 +71,7 @@ pub struct QueryFilter {
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
+#[serde(rename_all = "camelCase")]
 pub struct GroupingSet {
     pub group_type: String,
     pub id: u32,
@@ -102,25 +79,22 @@ pub struct GroupingSet {
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
+#[serde(rename_all = "camelCase")]
 pub struct ParsedMemberExpression {
     pub expression: Vec<String>,
-    #[serde(rename = "cubeName")]
     pub cube_name: String,
     pub name: String,
-    #[serde(rename = "expressionName")]
     pub expression_name: String,
     pub definition: String,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "groupingSet")]
     pub grouping_set: Option<GroupingSet>,
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub struct QueryTimeDimension {
     pub dimension: String,
-    #[serde(rename = "dateRange")]
     pub date_range: Option<Vec<String>>,
-    #[serde(rename = "compareDateRange")]
     pub compare_date_range: Option<Vec<String>>,
     pub granularity: Option<String>,
 }
@@ -141,6 +115,7 @@ pub struct GranularityMeta {
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub struct ConfigItem {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub title: Option<String>,
@@ -156,16 +131,15 @@ pub struct ConfigItem {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub meta: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "drillMembers")]
     pub drill_members: Option<Vec<Value>>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "drillMembersGrouped")]
     pub drill_members_grouped: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub granularities: Option<Vec<GranularityMeta>>,
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub struct AnnotatedConfigItem {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub title: Option<String>,
@@ -181,10 +155,8 @@ pub struct AnnotatedConfigItem {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub meta: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "drillMembers")]
     pub drill_members: Option<Vec<Value>>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "drillMembersGrouped")]
     pub drill_members_grouped: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub granularity: Option<GranularityMeta>,
@@ -209,6 +181,7 @@ pub struct NormalizedQueryFilter {
 // TODO: Not used, as all members are made as Strings for now
 // XXX: Omitted function variant
 #[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
+#[serde(untagged)]
 pub enum MemberOrMemberExpression {
     Member(String),
     MemberExpression(ParsedMemberExpression),
@@ -240,6 +213,7 @@ pub enum LogicalFilter {
 }
 
 #[derive(Debug, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub struct Query {
     // pub measures: Vec<MemberOrMemberExpression>,
     pub measures: Vec<String>,
@@ -248,7 +222,6 @@ pub struct Query {
     pub dimensions: Option<Vec<String>>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub filters: Option<Vec<LogicalFilter>>,
-    #[serde(rename = "timeDimensions")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub time_dimensions: Option<Vec<QueryTimeDimension>>,
     #[serde(skip_serializing_if = "Option::is_none")]
@@ -261,23 +234,21 @@ pub struct Query {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub total: Option<bool>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "totalQuery")]
     pub total_query: Option<bool>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub order: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub timezone: Option<String>,
-    #[serde(rename = "renewQuery")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub renew_query: Option<bool>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub ungrouped: Option<bool>,
-    #[serde(rename = "responseFormat")]
     #[serde(skip_serializing_if = "Option::is_none")]
     pub response_format: Option<ResultType>,
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub struct NormalizedQuery {
     #[serde(skip_serializing_if = "Option::is_none")]
     // pub measures: Vec<MemberOrMemberExpression>,
@@ -286,7 +257,6 @@ pub struct NormalizedQuery {
     // pub dimensions: Option<Vec<MemberOrMemberExpression>>,
     pub dimensions: Option<Vec<String>>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "timeDimensions")]
     pub time_dimensions: Option<Vec<QueryTimeDimension>>,
     // pub segments: Option<Vec<MemberOrMemberExpression>>,
     #[serde(skip_serializing_if = "Option::is_none")]
@@ -298,38 +268,32 @@ pub struct NormalizedQuery {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub total: Option<bool>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "totalQuery")]
     pub total_query: Option<bool>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub timezone: Option<String>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "renewQuery")]
     pub renew_query: Option<bool>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub ungrouped: Option<bool>,
-    #[serde(rename = "responseFormat")]
+    #[serde(skip_serializing_if = "Option::is_none")]
     pub response_format: Option<ResultType>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub filters: Option<Vec<NormalizedQueryFilter>>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "rowLimit")]
     pub row_limit: Option<u32>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub order: Option<Vec<Order>>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    #[serde(rename = "queryType")]
     pub query_type: Option<QueryType>,
 }
 
 #[derive(Debug, Clone, Deserialize)]
+#[serde(rename_all = "camelCase")]
 pub struct TransformDataRequest {
-    #[serde(rename = "aliasToMemberNameMap")]
     pub alias_to_member_name_map: HashMap<String, String>,
     pub annotation: HashMap<String, ConfigItem>,
     pub query: NormalizedQuery,
-    #[serde(rename = "queryType")]
     pub query_type: Option<QueryType>,
-    #[serde(rename = "resType")]
     pub res_type: Option<ResultType>,
 }
 

From c828005457a26d2a41efd838305db89c509f4c44 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 22:33:22 +0200
Subject: [PATCH 070/128] remove unused

---
 packages/cubejs-api-gateway/src/gateway.ts         | 2 --
 packages/cubejs-api-gateway/src/types/responses.ts | 2 --
 2 files changed, 4 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 82d44f1994b31..8409f3448a26f 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -87,7 +87,6 @@ import { createJWKsFetcher } from './jwk';
 import { SQLServer, SQLServerConstructorOptions } from './sql-server';
 import { getJsonQueryFromGraphQLQuery, makeSchema } from './graphql';
 import { ConfigItem, prepareAnnotation } from './helpers/prepareAnnotation';
-import transformData from './helpers/transformData';
 import {
   transformCube,
   transformMeasure,
@@ -96,7 +95,6 @@ import {
   transformJoins,
   transformPreAggregations,
 } from './helpers/transformMetaExtended';
-import { TransformDataResponseCb } from './types/responses';
 
 type HandleErrorOptions = {
     e: any,
diff --git a/packages/cubejs-api-gateway/src/types/responses.ts b/packages/cubejs-api-gateway/src/types/responses.ts
index aa09b3b2fcfba..d5e1d8ea1e0aa 100644
--- a/packages/cubejs-api-gateway/src/types/responses.ts
+++ b/packages/cubejs-api-gateway/src/types/responses.ts
@@ -33,5 +33,3 @@ export type TransformDataRequest = {
   queryType: QueryType,
   resType?: ResultType
 };
-
-export type TransformDataResponseCb = () => Promise<TransformDataResponse>;

From aaf9b33f16c81f87da00bd56eb46910ce908e163 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 22:44:07 +0200
Subject: [PATCH 071/128] annotate native query results processing functions

---
 packages/cubejs-backend-native/js/index.ts | 24 ++++++++++++++++++++++
 1 file changed, 24 insertions(+)

diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index e08b23f0d6173..2f2e3327f9e7f 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -376,18 +376,42 @@ export const getCubestoreResult = (ref: CubeStoreResultWrapper): ResultRow[] =>
   return native.getCubestoreResult(ref);
 };
 
+/**
+ * Transform and prepare single query final result data that is sent to the client.
+ *
+ * @param transformDataObj Data needed to transform raw query results
+ * @param rows Raw data received from the source DB via driver or reference to a native CubeStore response result
+ * @param resultData Final query result structure without actual data
+ * @return {Promise<ArrayBuffer>} ArrayBuffer with json-serialized data which should be directly sent to the client
+ */
 export const getFinalQueryResult = (transformDataObj: Object, rows: any, resultData: Object): Promise<ArrayBuffer> => {
   const native = loadNative();
 
   return native.getFinalQueryResult(transformDataObj, rows, resultData);
 };
 
+/**
+ * Transform and prepare multiple query final results data that is sent to the client (used in sqlApiLoad).
+ *
+ * @param transformDataArr Array of data needed to transform raw query results
+ * @param rows Array of raw data received from the source DB via driver or reference to native CubeStore response results
+ * @param resultDataArr Array of final query result structures without actual data
+ * @return {Promise<ArrayBuffer>} ArrayBuffer with json-serialized data which should be directly sent to the client
+ */
 export const getFinalQueryResultArray = (transformDataArr: Object[], rows: any[], resultDataArr: Object[]): Promise<ArrayBuffer> => {
   const native = loadNative();
 
   return native.getFinalQueryResultArray(transformDataArr, rows, resultDataArr);
 };
 
+/**
+ * Transform and prepare multiple query final results data into a single response structure.
+ *
+ * @param transformDataArr Array of data needed to transform raw query results
+ * @param rows Array of raw data received from the source DB via driver or reference to native CubeStore response results
+ * @param responseData Final combined query result structure without actual data
+ * @return {Promise<ArrayBuffer>} ArrayBuffer with json-serialized data which should be directly sent to the client
+ */
 export const getFinalQueryResultMulti = (transformDataArr: Object[], rows: any[], responseData: Object): Promise<ArrayBuffer> => {
   const native = loadNative();
 

From a04f1f4693f4dce6f30672faaadb656bb6071674 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 22:47:08 +0200
Subject: [PATCH 072/128] =?UTF-8?q?add=20Build=20native=20for=C2=A0unit=20?=
 =?UTF-8?q?tests=20in=C2=A0CI=20for=20Debian=20without=20pushing?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/push.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/push.yml b/.github/workflows/push.yml
index c5af396bfd84f..53480a93a0492 100644
--- a/.github/workflows/push.yml
+++ b/.github/workflows/push.yml
@@ -605,6 +605,8 @@ jobs:
           retry_wait_seconds: 15
           timeout_minutes: 20
           command: yarn install --frozen-lockfile
+      - name: Build native (no python)
+        run: cd packages/cubejs-backend-native && npm run native:build-release
       - name: Build client
         run: yarn build
       - name: Lerna tsc

From 5e305a3ad2acf630a0893cf74e4da6d980da7873 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 23:15:58 +0200
Subject: [PATCH 073/128] add few unit tests

---
 .../test/helpers/transformValue.test.ts       |  25 --
 .../src/query_result_transform.rs             | 294 +++++++++++++++++-
 2 files changed, 293 insertions(+), 26 deletions(-)
 delete mode 100644 packages/cubejs-api-gateway/test/helpers/transformValue.test.ts

diff --git a/packages/cubejs-api-gateway/test/helpers/transformValue.test.ts b/packages/cubejs-api-gateway/test/helpers/transformValue.test.ts
deleted file mode 100644
index 20637e2fe8dcd..0000000000000
--- a/packages/cubejs-api-gateway/test/helpers/transformValue.test.ts
+++ /dev/null
@@ -1,25 +0,0 @@
-/**
- * @license Apache-2.0
- * @copyright Cube Dev, Inc.
- * @fileoverview transformValue function unit tests.
- */
-
-/* globals describe,test,expect */
-import moment from 'moment';
-
-import { transformValue } from '../../src/helpers/transformData';
-
-describe('transformValue helper', () => {
-  test('object with the time value', () => {
-    const date = Date();
-    expect(transformValue(date, 'time')).toBe(
-      moment.utc(date).format(moment.HTML5_FMT.DATETIME_LOCAL_MS)
-    );
-  });
-  test('object with the Date value', () => {
-    const date = new Date();
-    expect(transformValue(date, 'date')).toBe(
-      moment(date).format(moment.HTML5_FMT.DATETIME_LOCAL_MS)
-    );
-  });
-});
diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index d97264149881d..db241cd6b17df 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -562,7 +562,7 @@ pub struct RequestResultArray {
     pub results: Vec<RequestResultData>,
 }
 
-#[derive(Debug, Clone, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
 #[serde(untagged)]
 pub enum DBResponsePrimitive {
     Null,
@@ -601,3 +601,295 @@ impl Display for DBResponseValue {
         write!(f, "{}", str)
     }
 }
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use chrono::{TimeZone, Utc, Timelike};
+    use anyhow::Result;
+
+    #[test]
+    fn test_transform_value_datetime_to_time() {
+        let dt = Utc.with_ymd_and_hms(2024, 1, 1, 12, 30, 15)
+            .unwrap()
+            .with_nanosecond(123_000_000)
+            .unwrap();
+        let value = DBResponseValue::DateTime(dt);
+        let result = transform_value(value, "time");
+
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("2024-01-01T12:30:15.123Z".to_string())
+        );
+    }
+
+    #[test]
+    fn test_transform_value_datetime_empty_type() {
+        let dt = Utc.with_ymd_and_hms(2024, 1, 1, 12, 30, 15)
+            .unwrap()
+            .with_nanosecond(123_000_000)
+            .unwrap();
+        let value = DBResponseValue::DateTime(dt);
+        let result = transform_value(value, "");
+
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("2024-01-01T12:30:15.123Z".to_string())
+        );
+    }
+
+    #[test]
+    fn test_transform_value_string_to_time_valid_rfc3339() {
+        let value = DBResponseValue::Primitive(DBResponsePrimitive::String(
+            "2024-01-01T12:30:15.123Z".to_string(),
+        ));
+        let result = transform_value(value, "time");
+
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("2024-01-01T12:30:15.123Z".to_string())
+        );
+    }
+
+    #[test]
+    fn test_transform_value_string_to_time_invalid_rfc3339() {
+        let value = DBResponseValue::Primitive(DBResponsePrimitive::String(
+            "invalid-date".to_string(),
+        ));
+        let result = transform_value(value, "time");
+
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("invalid-date".to_string())
+        );
+    }
+
+    #[test]
+    fn test_transform_value_primitive_string_type_not_time() {
+        let value = DBResponseValue::Primitive(DBResponsePrimitive::String(
+            "some-string".to_string(),
+        ));
+        let result = transform_value(value, "other");
+
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("some-string".to_string())
+        );
+    }
+
+    #[test]
+    fn test_transform_value_object() {
+        let obj_value = DBResponsePrimitive::String("object-value".to_string());
+        let value = DBResponseValue::Object { value: obj_value.clone() };
+        let result = transform_value(value, "time");
+
+        assert_eq!(result, obj_value);
+    }
+
+    #[test]
+    fn test_transform_value_fallback_to_null() {
+        let value = DBResponseValue::DateTime(Utc::now());
+        let result = transform_value(value, "unknown");
+
+        assert_eq!(result, DBResponsePrimitive::Null);
+    }
+
+    #[test]
+    fn test_get_date_range_value_valid_range() -> Result<()> {
+        let time_dimensions = vec![QueryTimeDimension {
+            dimension: "some-dim".to_string(),
+            date_range: Some(vec![
+                "2024-01-01T00:00:00Z".to_string(),
+                "2024-01-31T23:59:59Z".to_string(),
+            ]),
+            compare_date_range: None,
+            granularity: None,
+        }];
+
+        let result = get_date_range_value(Some(&time_dimensions))?;
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("2024-01-01T00:00:00Z - 2024-01-31T23:59:59Z".to_string())
+        );
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_date_range_value_no_time_dimensions() {
+        let result = get_date_range_value(None);
+        assert!(result.is_err());
+        assert_eq!(
+            result.unwrap_err().to_string(),
+            "QueryTimeDimension should be specified for the compare date range query."
+        );
+    }
+
+    #[test]
+    fn test_get_date_range_value_empty_time_dimensions() {
+        let time_dimensions: Vec<QueryTimeDimension> = vec![];
+
+        let result = get_date_range_value(Some(&time_dimensions));
+        assert!(result.is_err());
+        assert_eq!(
+            result.unwrap_err().to_string(),
+            "No time dimension provided."
+        );
+    }
+
+    #[test]
+    fn test_get_date_range_value_missing_date_range() {
+        let time_dimensions = vec![QueryTimeDimension {
+            dimension: "dim".to_string(),
+            date_range: None,
+            compare_date_range: None,
+            granularity: None,
+        }];
+
+        let result = get_date_range_value(Some(&time_dimensions));
+        assert!(result.is_err());
+        assert_eq!(
+            result.unwrap_err().to_string(),
+            "Inconsistent QueryTimeDimension configuration: dateRange required."
+        );
+    }
+
+    #[test]
+    fn test_get_date_range_value_single_date_range() {
+        let time_dimensions = vec![QueryTimeDimension {
+            dimension: "dim".to_string(),
+            date_range: Some(vec!["2024-01-01T00:00:00Z".to_string()]),
+            compare_date_range: None,
+            granularity: None,
+        }];
+
+        let result = get_date_range_value(Some(&time_dimensions));
+        assert!(result.is_err());
+        assert_eq!(
+            result.unwrap_err().to_string(),
+            "Inconsistent dateRange configuration for the compare date range query: 2024-01-01T00:00:00Z"
+        );
+    }
+
+    #[test]
+    fn test_get_blending_query_key_valid_granularity() -> Result<()> {
+        let time_dimensions = vec![QueryTimeDimension {
+            dimension: "dim".to_string(),
+            granularity: Some("day".to_string()),
+            date_range: None,
+            compare_date_range: None,
+        }];
+
+        let result = get_blending_query_key(Some(&time_dimensions))?;
+        assert_eq!(result, "time.day");
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_blending_query_key_no_time_dimensions() {
+        let result = get_blending_query_key(None);
+        assert!(result.is_err());
+        assert_eq!(
+            result.unwrap_err().to_string(),
+            "QueryTimeDimension should be specified for the blending query."
+        );
+    }
+
+    #[test]
+    fn test_get_blending_query_key_empty_time_dimensions() {
+        let time_dimensions: Vec<QueryTimeDimension> = vec![];
+
+        let result = get_blending_query_key(Some(&time_dimensions));
+        assert!(result.is_err());
+        assert_eq!(
+            result.unwrap_err().to_string(),
+            "QueryTimeDimension should be specified for the blending query."
+        );
+    }
+
+    #[test]
+    fn test_get_blending_query_key_missing_granularity() {
+        let time_dimensions = vec![QueryTimeDimension {
+            dimension: "dim".to_string(),
+            granularity: None,
+            date_range: None,
+            compare_date_range: None,
+        }];
+
+        let result = get_blending_query_key(Some(&time_dimensions));
+        assert!(result.is_err());
+        assert_eq!(
+            result.unwrap_err().to_string(),
+            format!(
+                "Inconsistent QueryTimeDimension configuration for the blending query, granularity required: {:?}",
+                QueryTimeDimension {
+                    dimension: "dim".to_string(),
+                    granularity: None,
+                    date_range: None,
+                    compare_date_range: None,
+                }
+            )
+        );
+    }
+
+    #[test]
+    fn test_get_blending_response_key_valid_dimension_and_granularity() -> Result<()> {
+        let time_dimensions = vec![QueryTimeDimension {
+            dimension: "orders.created_at".to_string(),
+            granularity: Some("day".to_string()),
+            date_range: None,
+            compare_date_range: None,
+        }];
+
+        let result = get_blending_response_key(Some(&time_dimensions))?;
+        assert_eq!(result, "orders.created_at.day");
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_blending_response_key_no_time_dimensions() {
+        let result = get_blending_response_key(None);
+        assert!(result.is_err());
+        assert_eq!(
+            result.unwrap_err().to_string(),
+            "QueryTimeDimension should be specified for the blending query."
+        );
+    }
+
+    #[test]
+    fn test_get_blending_response_key_empty_time_dimensions() {
+        let time_dimensions: Vec<QueryTimeDimension> = vec![];
+
+        let result = get_blending_response_key(Some(&time_dimensions));
+        assert!(result.is_err());
+        assert_eq!(
+            result.unwrap_err().to_string(),
+            "QueryTimeDimension should be specified for the blending query."
+        );
+    }
+
+    #[test]
+    fn test_get_blending_response_key_missing_granularity() {
+        let time_dimensions = vec![QueryTimeDimension {
+            dimension: "orders.created_at".to_string(),
+            granularity: None,
+            date_range: None,
+            compare_date_range: None,
+        }];
+
+        let result = get_blending_response_key(Some(&time_dimensions));
+        assert!(result.is_err());
+        assert_eq!(
+            result.unwrap_err().to_string(),
+            format!(
+                "Inconsistent QueryTimeDimension configuration for the blending query, granularity required: {:?}",
+                QueryTimeDimension {
+                    dimension: "orders.created_at".to_string(),
+                    granularity: None,
+                    date_range: None,
+                    compare_date_range: None,
+                }
+            )
+        );
+    }
+
+}

From 172c526f5c0ba81608fdda9f6b39af30a7165430 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 17 Dec 2024 23:42:51 +0200
Subject: [PATCH 074/128] fix some tests

---
 .../src/query_result_transform.rs             | 61 +++++++++++++------
 rust/cubeorchestrator/src/transport.rs        |  4 ++
 2 files changed, 45 insertions(+), 20 deletions(-)

diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index db241cd6b17df..3bff70a4cbe05 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -6,7 +6,7 @@ use crate::{
     },
 };
 use anyhow::{bail, Context, Result};
-use chrono::{DateTime, SecondsFormat, Utc};
+use chrono::{DateTime, NaiveDateTime, SecondsFormat, TimeZone, Utc};
 use itertools::multizip;
 use serde::{Deserialize, Serialize};
 use serde_json::Value;
@@ -27,13 +27,20 @@ pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimiti
     match value {
         DBResponseValue::DateTime(dt) if type_ == "time" || type_.is_empty() => {
             let formatted = dt.to_rfc3339_opts(SecondsFormat::Millis, true);
-            DBResponsePrimitive::String(formatted)
+            DBResponsePrimitive::String(formatted.trim_end_matches('Z').to_string())
         }
         DBResponseValue::Primitive(DBResponsePrimitive::String(ref s)) if type_ == "time" => {
             let formatted = DateTime::parse_from_rfc3339(s)
                 .map(|dt| dt.to_rfc3339_opts(SecondsFormat::Millis, true))
-                .unwrap_or_else(|_| s.clone());
-            DBResponsePrimitive::String(formatted)
+                .unwrap_or_else(|_| {
+                    match NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f") {
+                        Ok(dt) => Utc
+                            .from_utc_datetime(&dt)
+                            .to_rfc3339_opts(SecondsFormat::Millis, true),
+                        Err(_) => s.clone(),
+                    }
+                });
+            DBResponsePrimitive::String(formatted.trim_end_matches('Z').to_string())
         }
         DBResponseValue::Primitive(p) => p,
         DBResponseValue::Object { value } => value,
@@ -272,6 +279,8 @@ pub fn get_vanilla_row(
                     .unwrap_or(&"".to_string()),
             );
 
+            row.insert(member_name.clone(), transformed_value.clone());
+
             // Handle deprecated time dimensions without granularity
             let path: Vec<&str> = member_name.split(MEMBER_SEPARATOR).collect();
             let member_name_without_granularity =
@@ -284,8 +293,6 @@ pub fn get_vanilla_row(
                 })
             {
                 row.insert(member_name_without_granularity, transformed_value);
-            } else {
-                row.insert(member_name.clone(), transformed_value);
             }
         }
     }
@@ -605,12 +612,13 @@ impl Display for DBResponseValue {
 #[cfg(test)]
 mod tests {
     use super::*;
-    use chrono::{TimeZone, Utc, Timelike};
     use anyhow::Result;
+    use chrono::{TimeZone, Timelike, Utc};
 
     #[test]
     fn test_transform_value_datetime_to_time() {
-        let dt = Utc.with_ymd_and_hms(2024, 1, 1, 12, 30, 15)
+        let dt = Utc
+            .with_ymd_and_hms(2024, 1, 1, 12, 30, 15)
             .unwrap()
             .with_nanosecond(123_000_000)
             .unwrap();
@@ -619,13 +627,14 @@ mod tests {
 
         assert_eq!(
             result,
-            DBResponsePrimitive::String("2024-01-01T12:30:15.123Z".to_string())
+            DBResponsePrimitive::String("2024-01-01T12:30:15.123".to_string())
         );
     }
 
     #[test]
     fn test_transform_value_datetime_empty_type() {
-        let dt = Utc.with_ymd_and_hms(2024, 1, 1, 12, 30, 15)
+        let dt = Utc
+            .with_ymd_and_hms(2024, 1, 1, 12, 30, 15)
             .unwrap()
             .with_nanosecond(123_000_000)
             .unwrap();
@@ -634,30 +643,42 @@ mod tests {
 
         assert_eq!(
             result,
-            DBResponsePrimitive::String("2024-01-01T12:30:15.123Z".to_string())
+            DBResponsePrimitive::String("2024-01-01T12:30:15.123".to_string())
         );
     }
 
     #[test]
     fn test_transform_value_string_to_time_valid_rfc3339() {
         let value = DBResponseValue::Primitive(DBResponsePrimitive::String(
-            "2024-01-01T12:30:15.123Z".to_string(),
+            "2024-01-01T12:30:15.123".to_string(),
         ));
         let result = transform_value(value, "time");
 
         assert_eq!(
             result,
-            DBResponsePrimitive::String("2024-01-01T12:30:15.123Z".to_string())
+            DBResponsePrimitive::String("2024-01-01T12:30:15.123".to_string())
         );
     }
 
     #[test]
-    fn test_transform_value_string_to_time_invalid_rfc3339() {
+    fn test_transform_value_string_wo_t_to_time_valid_rfc3339() {
         let value = DBResponseValue::Primitive(DBResponsePrimitive::String(
-            "invalid-date".to_string(),
+            "2024-01-01 12:30:15.123".to_string(),
         ));
         let result = transform_value(value, "time");
 
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("2024-01-01T12:30:15.123".to_string())
+        );
+    }
+
+    #[test]
+    fn test_transform_value_string_to_time_invalid_rfc3339() {
+        let value =
+            DBResponseValue::Primitive(DBResponsePrimitive::String("invalid-date".to_string()));
+        let result = transform_value(value, "time");
+
         assert_eq!(
             result,
             DBResponsePrimitive::String("invalid-date".to_string())
@@ -666,9 +687,8 @@ mod tests {
 
     #[test]
     fn test_transform_value_primitive_string_type_not_time() {
-        let value = DBResponseValue::Primitive(DBResponsePrimitive::String(
-            "some-string".to_string(),
-        ));
+        let value =
+            DBResponseValue::Primitive(DBResponsePrimitive::String("some-string".to_string()));
         let result = transform_value(value, "other");
 
         assert_eq!(
@@ -680,7 +700,9 @@ mod tests {
     #[test]
     fn test_transform_value_object() {
         let obj_value = DBResponsePrimitive::String("object-value".to_string());
-        let value = DBResponseValue::Object { value: obj_value.clone() };
+        let value = DBResponseValue::Object {
+            value: obj_value.clone(),
+        };
         let result = transform_value(value, "time");
 
         assert_eq!(result, obj_value);
@@ -891,5 +913,4 @@ mod tests {
             )
         );
     }
-
 }
diff --git a/rust/cubeorchestrator/src/transport.rs b/rust/cubeorchestrator/src/transport.rs
index 506eeced0eec3..91f597391e2eb 100644
--- a/rust/cubeorchestrator/src/transport.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -61,6 +61,10 @@ pub enum FilterOperator {
     AfterDate,
     AfterOrOnDate,
     MeasureFilter,
+    EndsWith,
+    NotEndsWith,
+    StartsWith,
+    NotStartsWith,
 }
 
 #[derive(Debug, Serialize, Deserialize)]

From 189f6b31426430f2fac93d9ad55be4a0c9683300 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 00:23:26 +0200
Subject: [PATCH 075/128] =?UTF-8?q?attempt=20to=C2=A0fix=20native=20build/?=
 =?UTF-8?q?test=20in=C2=A0docker-dev=20CI?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/push.yml | 31 ++++++++++++++++++-------------
 1 file changed, 18 insertions(+), 13 deletions(-)

diff --git a/.github/workflows/push.yml b/.github/workflows/push.yml
index 53480a93a0492..45b8254bb044b 100644
--- a/.github/workflows/push.yml
+++ b/.github/workflows/push.yml
@@ -567,17 +567,6 @@ jobs:
           df -h
       - name: Checkout
         uses: actions/checkout@v4
-      - name: Set up QEMU
-        uses: docker/setup-qemu-action@v3
-      - name: Build image
-        uses: docker/build-push-action@v6
-        timeout-minutes: 30
-        with:
-          context: .
-          file: ./packages/cubejs-docker/${{ matrix.dockerfile }}
-          platforms: linux/amd64
-          push: true
-          tags: localhost:5000/cubejs/cube:${{ matrix.tag }}
       - name: Use Node.js 20.x
         uses: actions/setup-node@v4
         with:
@@ -605,12 +594,28 @@ jobs:
           retry_wait_seconds: 15
           timeout_minutes: 20
           command: yarn install --frozen-lockfile
-      - name: Build native (no python)
-        run: cd packages/cubejs-backend-native && npm run native:build-release
       - name: Build client
         run: yarn build
       - name: Lerna tsc
         run: yarn tsc
+      - name: Build native (no python)
+        run: cd packages/cubejs-backend-native && npm run native:build-release
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
+      # current .dockerignore prevents use of native build
+      - name: Unignore native from .dockerignore
+        run: |
+          grep -v -E "packages/cubejs-backend-native/((native)|(index.node))" .dockerignore > .dockerignore.tmp
+          mv .dockerignore.tmp .dockerignore
+      - name: Build image
+        uses: docker/build-push-action@v6
+        timeout-minutes: 30
+        with:
+          context: .
+          file: ./packages/cubejs-docker/${{ matrix.dockerfile }}
+          platforms: linux/amd64
+          push: true
+          tags: localhost:5000/cubejs/cube:${{ matrix.tag }}
       - name: Testing CubeJS (container mode) via BirdBox
         run: |
           cd packages/cubejs-testing/

From b0418fdaf546c20e053fb6312110832ad22ec17f Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 00:47:57 +0200
Subject: [PATCH 076/128] fix empty result set issue

---
 .../src/query_message_parser.rs               | 63 ++++++++++---------
 1 file changed, 34 insertions(+), 29 deletions(-)

diff --git a/rust/cubeorchestrator/src/query_message_parser.rs b/rust/cubeorchestrator/src/query_message_parser.rs
index a7660cbf501a2..8d406906ceda1 100644
--- a/rust/cubeorchestrator/src/query_message_parser.rs
+++ b/rust/cubeorchestrator/src/query_message_parser.rs
@@ -64,38 +64,39 @@ impl QueryResult {
                     .command_as_http_result_set()
                     .ok_or(ParseError::EmptyResultSet)?;
 
-                let result_set_columns = result_set.columns().ok_or(ParseError::EmptyResultSet)?;
+                if let Some(result_set_columns) = result_set.columns() {
+                    if result_set_columns.iter().any(|c| c.is_empty()) {
+                        return Err(ParseError::ColumnNameNotDefined);
+                    }
 
-                if result_set_columns.iter().any(|c| c.is_empty()) {
-                    return Err(ParseError::ColumnNameNotDefined);
-                }
-
-                let (columns, columns_pos): (Vec<_>, HashMap<_, _>) = result_set_columns
-                    .iter()
-                    .enumerate()
-                    .map(|(index, column_name)| {
-                        (column_name.to_owned(), (column_name.to_owned(), index))
-                    })
-                    .unzip();
-
-                result.columns = columns;
-                result.columns_pos = columns_pos;
-
-                let result_set_rows = result_set.rows().ok_or(ParseError::EmptyResultSet)?;
-                result.rows = Vec::with_capacity(result_set_rows.len());
-
-                for row in result_set_rows.iter() {
-                    let values = row.values().ok_or(ParseError::NullRow)?;
-                    let row_obj: Vec<_> = values
+                    let (columns, columns_pos): (Vec<_>, HashMap<_, _>) = result_set_columns
                         .iter()
-                        .map(|val| {
-                            DBResponseValue::Primitive(DBResponsePrimitive::String(
-                                val.string_value().unwrap_or("").to_owned(),
-                            ))
+                        .enumerate()
+                        .map(|(index, column_name)| {
+                            (column_name.to_owned(), (column_name.to_owned(), index))
                         })
-                        .collect();
+                        .unzip();
+
+                    result.columns = columns;
+                    result.columns_pos = columns_pos;
+                }
 
-                    result.rows.push(row_obj);
+                if let Some(result_set_rows) = result_set.rows() {
+                    result.rows = Vec::with_capacity(result_set_rows.len());
+
+                    for row in result_set_rows.iter() {
+                        let values = row.values().ok_or(ParseError::NullRow)?;
+                        let row_obj: Vec<_> = values
+                            .iter()
+                            .map(|val| {
+                                DBResponseValue::Primitive(DBResponsePrimitive::String(
+                                    val.string_value().unwrap_or("").to_owned(),
+                                ))
+                            })
+                            .collect();
+
+                        result.rows.push(row_obj);
+                    }
                 }
 
                 Ok(result)
@@ -106,7 +107,11 @@ impl QueryResult {
 
     pub fn from_js_raw_data(js_raw_data: JsRawData) -> Result<Self, ParseError> {
         if js_raw_data.is_empty() {
-            return Err(ParseError::EmptyResultSet);
+            return Ok(QueryResult {
+                columns: vec![],
+                rows: vec![],
+                columns_pos: HashMap::new(),
+            });
         }
 
         let first_row = &js_raw_data[0];

From 473f64f103dd0cec08b14d8033358b18d69ce958 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 13:19:06 +0200
Subject: [PATCH 077/128] =?UTF-8?q?another=20fix=20in=C2=A0datetime=20pars?=
 =?UTF-8?q?ing?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../src/query_result_transform.rs             | 56 ++++++++++++++-----
 1 file changed, 43 insertions(+), 13 deletions(-)

diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index 3bff70a4cbe05..5abb33232c8f7 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -6,7 +6,7 @@ use crate::{
     },
 };
 use anyhow::{bail, Context, Result};
-use chrono::{DateTime, NaiveDateTime, SecondsFormat, TimeZone, Utc};
+use chrono::{DateTime, NaiveDateTime, TimeZone, Utc};
 use itertools::multizip;
 use serde::{Deserialize, Serialize};
 use serde_json::Value;
@@ -26,21 +26,25 @@ pub const MEMBER_SEPARATOR: &str = ".";
 pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimitive {
     match value {
         DBResponseValue::DateTime(dt) if type_ == "time" || type_.is_empty() => {
-            let formatted = dt.to_rfc3339_opts(SecondsFormat::Millis, true);
-            DBResponsePrimitive::String(formatted.trim_end_matches('Z').to_string())
+            DBResponsePrimitive::String(dt.with_timezone(&Utc).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
         }
         DBResponseValue::Primitive(DBResponsePrimitive::String(ref s)) if type_ == "time" => {
             let formatted = DateTime::parse_from_rfc3339(s)
-                .map(|dt| dt.to_rfc3339_opts(SecondsFormat::Millis, true))
-                .unwrap_or_else(|_| {
-                    match NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f") {
-                        Ok(dt) => Utc
-                            .from_utc_datetime(&dt)
-                            .to_rfc3339_opts(SecondsFormat::Millis, true),
-                        Err(_) => s.clone(),
-                    }
-                });
-            DBResponsePrimitive::String(formatted.trim_end_matches('Z').to_string())
+                .map(|dt| dt.format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
+                .or_else(|_| {
+                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f")
+                        .map(|dt| Utc.from_utc_datetime(&dt).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
+                })
+                .or_else(|_| {
+                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f %Z")
+                        .map(|dt| Utc.from_utc_datetime(&dt).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
+                })
+                .or_else(|_| {
+                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f %:z")
+                        .map(|dt| Utc.from_utc_datetime(&dt).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
+                })
+                .unwrap_or_else(|_| s.clone());
+            DBResponsePrimitive::String(formatted)
         }
         DBResponseValue::Primitive(p) => p,
         DBResponseValue::Object { value } => value,
@@ -673,6 +677,32 @@ mod tests {
         );
     }
 
+    #[test]
+    fn test_transform_value_string_with_tz_offset_to_time_valid_rfc3339() {
+        let value = DBResponseValue::Primitive(DBResponsePrimitive::String(
+            "2024-01-01 12:30:15.123 +00:00".to_string(),
+        ));
+        let result = transform_value(value, "time");
+
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("2024-01-01T12:30:15.123".to_string())
+        );
+    }
+
+    #[test]
+    fn test_transform_value_string_with_tz_to_time_valid_rfc3339() {
+        let value = DBResponseValue::Primitive(DBResponsePrimitive::String(
+            "2024-01-01 12:30:15.123 UTC".to_string(),
+        ));
+        let result = transform_value(value, "time");
+
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("2024-01-01T12:30:15.123".to_string())
+        );
+    }
+
     #[test]
     fn test_transform_value_string_to_time_invalid_rfc3339() {
         let value =

From 45b1ca4b3486c04a232ae736e01e585613b6f41d Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 13:19:24 +0200
Subject: [PATCH 078/128] =?UTF-8?q?another=20fix=20in=C2=A0deserialization?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 rust/cubeorchestrator/src/transport.rs | 38 ++++++++++++++------------
 1 file changed, 20 insertions(+), 18 deletions(-)

diff --git a/rust/cubeorchestrator/src/transport.rs b/rust/cubeorchestrator/src/transport.rs
index 91f597391e2eb..46d2556786a4d 100644
--- a/rust/cubeorchestrator/src/transport.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -67,7 +67,7 @@ pub enum FilterOperator {
     NotStartsWith,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct QueryFilter {
     pub member: String,
     pub operator: FilterOperator,
@@ -135,13 +135,21 @@ pub struct ConfigItem {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub meta: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub drill_members: Option<Vec<Value>>,
+    pub drill_members: Option<Vec<String>>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub drill_members_grouped: Option<Value>,
+    pub drill_members_grouped: Option<DrillMembersGrouped>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub granularities: Option<Vec<GranularityMeta>>,
 }
 
+#[derive(Debug, Clone, Serialize, Deserialize)]
+pub struct DrillMembersGrouped {
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub measures: Option<Vec<String>>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub dimensions: Option<Vec<String>>,
+}
+
 #[derive(Debug, Clone, Serialize, Deserialize)]
 #[serde(rename_all = "camelCase")]
 pub struct AnnotatedConfigItem {
@@ -191,29 +199,23 @@ pub enum MemberOrMemberExpression {
     MemberExpression(ParsedMemberExpression),
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct LogicalAndFilter {
-    pub and: Vec<LogicalFilter>,
+    pub and: Vec<QueryFilterOrLogicalFilter>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct LogicalOrFilter {
-    pub or: Vec<LogicalFilter>,
-}
-
-#[derive(Debug, Serialize, Deserialize)]
-pub enum QueryFilterOrLogicalFilter {
-    QueryFilter(QueryFilter),
-    LogicalAndFilter(LogicalAndFilter),
-    LogicalOrFilter(LogicalOrFilter),
+    pub or: Vec<QueryFilterOrLogicalFilter>,
 }
 
-#[derive(Debug, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize)]
 #[serde(untagged)]
-pub enum LogicalFilter {
+pub enum QueryFilterOrLogicalFilter {
     QueryFilter(QueryFilter),
     LogicalAndFilter(LogicalAndFilter),
     LogicalOrFilter(LogicalOrFilter),
+    NormalizedQueryFilter(NormalizedQueryFilter),
 }
 
 #[derive(Debug, Serialize, Deserialize)]
@@ -225,7 +227,7 @@ pub struct Query {
     // pub dimensions: Option<Vec<MemberOrMemberExpression>>,
     pub dimensions: Option<Vec<String>>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub filters: Option<Vec<LogicalFilter>>,
+    pub filters: Option<Vec<QueryFilterOrLogicalFilter>>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub time_dimensions: Option<Vec<QueryTimeDimension>>,
     #[serde(skip_serializing_if = "Option::is_none")]
@@ -282,7 +284,7 @@ pub struct NormalizedQuery {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub response_format: Option<ResultType>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub filters: Option<Vec<NormalizedQueryFilter>>,
+    pub filters: Option<Vec<QueryFilterOrLogicalFilter>>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub row_limit: Option<u32>,
     #[serde(skip_serializing_if = "Option::is_none")]

From 4983d14c3f00bbed623211b1d66891ed96fb449f Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 13:21:38 +0200
Subject: [PATCH 079/128] =?UTF-8?q?another=20fix=20in=C2=A0datetime=20pars?=
 =?UTF-8?q?ing?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../src/query_result_transform.rs               | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)

diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index 5abb33232c8f7..6eed13f7373ea 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -35,6 +35,10 @@ pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimiti
                     NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f")
                         .map(|dt| Utc.from_utc_datetime(&dt).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
                 })
+                .or_else(|_| {
+                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S")
+                        .map(|dt| Utc.from_utc_datetime(&dt).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
+                })
                 .or_else(|_| {
                     NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f %Z")
                         .map(|dt| Utc.from_utc_datetime(&dt).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
@@ -677,6 +681,19 @@ mod tests {
         );
     }
 
+    #[test]
+    fn test_transform_value_string_wo_mssec_to_time_valid_rfc3339() {
+        let value = DBResponseValue::Primitive(DBResponsePrimitive::String(
+            "2024-01-01 12:30:15".to_string(),
+        ));
+        let result = transform_value(value, "time");
+
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("2024-01-01T12:30:15.000".to_string())
+        );
+    }
+
     #[test]
     fn test_transform_value_string_with_tz_offset_to_time_valid_rfc3339() {
         let value = DBResponseValue::Primitive(DBResponsePrimitive::String(

From 8a8dabcc0f1f4bfd5e91cfd8fd7717f4d5ae682c Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 13:24:10 +0200
Subject: [PATCH 080/128] update
 postgres-native-cubestore-response-full.test.ts.snap

---
 ...ative-cubestore-response-full.test.ts.snap | 1070 ++++++++++++-----
 1 file changed, 748 insertions(+), 322 deletions(-)

diff --git a/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap b/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap
index 0c15db38f231c..801a0174fbbc5 100644
--- a/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap
+++ b/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap
@@ -1,6 +1,6 @@
 // Jest Snapshot v1, https://goo.gl/fbAQLP
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Complex Rollup: complex_rollup 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Complex Rollup: complex_rollup 1`] = `
 Array [
   Object {
     "SUM(ECommerce.count)": "1",
@@ -1797,7 +1797,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Extended nested Rollup over asterisk: extended_nested_rollup_over_asterisk 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Extended nested Rollup over asterisk: extended_nested_rollup_over_asterisk 1`] = `
 Array [
   Object {
     "SUM(a.count)": "1",
@@ -2247,7 +2247,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: NULLS FIRST/LAST SQL push down: nulls_first_last_sql_push_down 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: NULLS FIRST/LAST SQL push down: nulls_first_last_sql_push_down 1`] = `
 Array [
   Object {
     "category": null,
@@ -2261,7 +2261,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Nested Rollup over asterisk: nested_rollup_over_asterisk 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Nested Rollup over asterisk: nested_rollup_over_asterisk 1`] = `
 Array [
   Object {
     "SUM(a.count)": "1",
@@ -3064,7 +3064,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Nested Rollup with aliases: nested_rollup_with_aliases 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Nested Rollup with aliases: nested_rollup_with_aliases 1`] = `
 Array [
   Object {
     "SUM(a.cnt)": "1",
@@ -3867,7 +3867,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Nested Rollup: nested_rollup 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Nested Rollup: nested_rollup 1`] = `
 Array [
   Object {
     "SUM(a.cnt)": "1",
@@ -4670,7 +4670,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Rollup over exprs: rollup_over_exprs 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Rollup over exprs: rollup_over_exprs 1`] = `
 Array [
   Object {
     "SUM(ECommerce.count)": "1",
@@ -5473,7 +5473,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Rollup with aliases: rollup_with_aliases 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Rollup with aliases: rollup_with_aliases 1`] = `
 Array [
   Object {
     "SUM(ECommerce.count)": "1",
@@ -7270,7 +7270,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Simple Rollup: simple_rollup 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Simple Rollup: simple_rollup 1`] = `
 Array [
   Object {
     "SUM(ECommerce.count)": "1",
@@ -8073,7 +8073,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: metabase count cast to float32 from push down: metabase_count_cast_to_float32_from_push_down 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: metabase count cast to float32 from push down: metabase_count_cast_to_float32_from_push_down 1`] = `
 Array [
   Object {
     "a0": 41,
@@ -8081,7 +8081,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: post-aggregate percentage of total: post_aggregate_percentage_of_total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: post-aggregate percentage of total: post_aggregate_percentage_of_total 1`] = `
 Array [
   Object {
     "SUM(BigECommerce.percentageOfTotalForStatus)": 100,
@@ -8089,7 +8089,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: powerbi min max push down: powerbi_min_max_push_down 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: powerbi min max push down: powerbi_min_max_push_down 1`] = `
 Array [
   Object {
     "a0": 2020-12-25T00:00:00.000Z,
@@ -8098,7 +8098,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: powerbi min max ungrouped flag: powerbi_min_max_ungrouped_flag 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: powerbi min max ungrouped flag: powerbi_min_max_ungrouped_flag 1`] = `
 Array [
   Object {
     "a0": "39",
@@ -8108,7 +8108,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: reuse params: reuse_params 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: reuse params: reuse_params 1`] = `
 Array [
   Object {
     "c0": 2020-01-01T00:00:00.000Z,
@@ -8117,7 +8117,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: ungrouped pre-agg: ungrouped_pre_agg 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver SQL API: ungrouped pre-agg: ungrouped_pre_agg 1`] = `
 Array [
   Object {
     "productName": "Canon PC1080F Personal Copier",
@@ -8298,7 +8298,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: contains + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: contains + dimensions, first 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -8467,7 +8467,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: contains + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: contains + dimensions, second 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -8636,9 +8636,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: contains + dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: contains + dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: endsWith filter + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: endsWith filter + dimensions, first 1`] = `
 Array [
   Object {
     "Customers.customerId": "AJ-10780",
@@ -8735,7 +8735,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: endsWith filter + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: endsWith filter + dimensions, second 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -8904,9 +8904,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: endsWith filter + dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: endsWith filter + dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notEndsWith filter + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notEndsWith filter + dimensions, first 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -8983,9 +8983,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notEndsWith filter + dimensions, second 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notEndsWith filter + dimensions, second 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notEndsWith filter + dimensions, third 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notEndsWith filter + dimensions, third 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -9154,7 +9154,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notStartsWith + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notStartsWith + dimensions, first 1`] = `
 Array [
   Object {
     "Customers.customerId": "BB-11545",
@@ -9307,7 +9307,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notStartsWith + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notStartsWith + dimensions, second 1`] = `
 Array [
   Object {
     "Customers.customerId": "CA-12775",
@@ -9436,7 +9436,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notStartsWith + dimensions, third 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notStartsWith + dimensions, third 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -9605,7 +9605,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: startsWith + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: startsWith + dimensions, first 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -9626,7 +9626,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: startsWith + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: startsWith + dimensions, second 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -9671,9 +9671,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: startsWith + dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: startsWith + dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: contains dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: contains dimensions, first 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -9708,7 +9708,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: contains dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: contains dimensions, second 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -9833,9 +9833,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: contains dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: contains dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: endsWith + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: endsWith + dimensions, first 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -9870,7 +9870,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: endsWith + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: endsWith + dimensions, second 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -10055,9 +10055,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: endsWith + dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: endsWith + dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: startsWith + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: startsWith + dimensions, first 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -10122,7 +10122,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: startsWith + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: startsWith + dimensions, second 1`] = `
 Array [
   Object {
     "ECommerce.category": "Office Supplies",
@@ -10292,9 +10292,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: startsWith + dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: startsWith + dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains + dimensions + order, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: contains + dimensions + order, first 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -10309,7 +10309,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains + dimensions + order, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: contains + dimensions + order, second 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -10334,9 +10334,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains + dimensions + order, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: contains + dimensions + order, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains with special chars + dimensions 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: contains with special chars + dimensions 1`] = `
 Array [
   Object {
     "Products.productName": "Logitech di_Novo Edge Keyboard",
@@ -10344,7 +10344,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: endsWith filter + dimensions + order, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: endsWith filter + dimensions + order, first 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -10429,7 +10429,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: endsWith filter + dimensions + order, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: endsWith filter + dimensions + order, second 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -10524,9 +10524,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: endsWith filter + dimensions + order, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: endsWith filter + dimensions + order, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: startsWith filter + dimensions + order, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: startsWith filter + dimensions + order, first 1`] = `
 Array [
   Object {
     "Products.category": "Office Supplies",
@@ -10541,7 +10541,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: startsWith filter + dimensions + order, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: startsWith filter + dimensions + order, second 1`] = `
 Array [
   Object {
     "Products.category": "Office Supplies",
@@ -10571,9 +10571,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: startsWith filter + dimensions + order, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: startsWith filter + dimensions + order, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response pre-aggregations Customers: running total without time dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver pre-aggregations Customers: running total without time dimension 1`] = `
 Array [
   Object {
     "Customers.runningTotal": "41",
@@ -10581,7 +10581,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: null boolean 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: null boolean 1`] = `
 Array [
   Object {
     "BigECommerce.returning": null,
@@ -10589,7 +10589,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: null sum 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: null sum 1`] = `
 Array [
   Object {
     "BigECommerce.totalSales": null,
@@ -10597,417 +10597,730 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: partitioned pre-agg 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: partitioned pre-agg 1`] = `
 Array [
   Object {
-    "BigECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
     "BigECommerce.productName": "Balt Solid Wood Rectangular Table",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
     "BigECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "BigECommerce.totalQuantity": "4",
   },
   Object {
-    "BigECommerce.orderDate": "2020-02-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-02-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-02-01T00:00:00.000",
     "BigECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-03-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
     "BigECommerce.productName": "Canon PC1080F Personal Copier",
     "BigECommerce.totalQuantity": "5",
   },
   Object {
-    "BigECommerce.orderDate": "2020-03-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
     "BigECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
     "BigECommerce.totalQuantity": "8",
   },
   Object {
-    "BigECommerce.orderDate": "2020-04-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-04-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-04-01T00:00:00.000",
     "BigECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "BigECommerce.totalQuantity": "3",
   },
   Object {
-    "BigECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "BigECommerce.productName": "Google Nexus 6",
     "BigECommerce.totalQuantity": "3",
   },
   Object {
-    "BigECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "BigECommerce.productName": "Google Nexus 7",
     "BigECommerce.totalQuantity": "3",
   },
   Object {
-    "BigECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "BigECommerce.productName": "OIC #2 Pencils, Medium Soft",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "BigECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
     "BigECommerce.totalQuantity": "5",
   },
   Object {
-    "BigECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "BigECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "BigECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
     "BigECommerce.totalQuantity": "1",
   },
   Object {
-    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "BigECommerce.productName": "HTC One",
     "BigECommerce.totalQuantity": "3",
   },
   Object {
-    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "BigECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
     "BigECommerce.totalQuantity": "5",
   },
   Object {
-    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "BigECommerce.productName": "OIC #2 Pencils, Medium Soft",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "BigECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
     "BigECommerce.totalQuantity": "6",
   },
   Object {
-    "BigECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "BigECommerce.productName": "Project Tote Personal File",
     "BigECommerce.totalQuantity": "1",
   },
   Object {
-    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "BigECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
     "BigECommerce.totalQuantity": "3",
   },
   Object {
-    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "BigECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
     "BigECommerce.totalQuantity": "7",
   },
   Object {
-    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "BigECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
     "BigECommerce.totalQuantity": "4",
   },
   Object {
-    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "BigECommerce.productName": "OIC #2 Pencils, Medium Soft",
     "BigECommerce.totalQuantity": "5",
   },
   Object {
-    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "BigECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
     "BigECommerce.totalQuantity": "5",
   },
   Object {
-    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "BigECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
     "BigECommerce.totalQuantity": "3",
   },
   Object {
-    "BigECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
     "BigECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
     "BigECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
     "BigECommerce.totalQuantity": "5",
   },
   Object {
-    "BigECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
     "BigECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
     "BigECommerce.productName": "Magna Visual Magnetic Picture Hangers",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "BigECommerce.productName": "Google Nexus 5",
     "BigECommerce.totalQuantity": "11",
   },
   Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "BigECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
     "BigECommerce.totalQuantity": "4",
   },
   Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "BigECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
     "BigECommerce.totalQuantity": "3",
   },
   Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "BigECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "BigECommerce.totalQuantity": "5",
   },
   Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "BigECommerce.productName": "Logitech di_Novo Edge Keyboard",
     "BigECommerce.totalQuantity": "9",
   },
   Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "BigECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
     "BigECommerce.totalQuantity": "3",
   },
   Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "BigECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
     "BigECommerce.totalQuantity": "4",
   },
   Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "BigECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
     "BigECommerce.totalQuantity": "4",
   },
   Object {
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "BigECommerce.productName": "Canon PC1080F Personal Copier",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "BigECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
     "BigECommerce.totalQuantity": "4",
   },
   Object {
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "BigECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
     "BigECommerce.totalQuantity": "5",
   },
   Object {
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "BigECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "BigECommerce.productName": "Magna Visual Magnetic Picture Hangers",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "BigECommerce.productName": "Okidata C610n Printer",
     "BigECommerce.totalQuantity": "2",
   },
   Object {
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "BigECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
     "BigECommerce.totalQuantity": "5",
   },
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: partitioned pre-agg with multi time dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: partitioned pre-agg with multi time dimension 1`] = `
 Array [
   Object {
-    "BigECommerce.completedDate": "2020-01-02T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-01-02T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-01-02T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-01-01T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-01-24T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-01-24T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-01-24T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-01-23T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-01-23T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-01-23T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-02-17T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-02-17T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-02-17T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-02-16T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-02-16T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-02-16T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-03-18T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-03-18T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-03-18T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-03-17T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-03-17T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-03-17T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-03-27T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-03-27T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-03-27T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-03-26T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-03-26T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-03-26T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-04-11T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-04-11T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-04-11T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-04-10T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-04-10T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-04-10T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-05-14T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-05-14T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-05-14T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-05-13T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-05-13T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-05-13T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-05-15T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-05-15T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-05-15T00:00:00.000",
     "BigECommerce.count": "2",
-    "BigECommerce.orderDate": "2020-05-14T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-05-14T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-05-14T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-05-28T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-05-28T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-05-28T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-05-27T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-05-27T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-05-27T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-05-30T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-05-30T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-05-30T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-05-29T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-05-29T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-05-29T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-06-04T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-06-04T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-06-04T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-06-03T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-03T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-06-03T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-06-11T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-06-11T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-06-11T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-06-10T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-10T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-06-10T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-06-12T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-06-12T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-06-12T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-06-11T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-11T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-06-11T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-06-16T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-06-16T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-06-16T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-06-15T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-15T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-06-15T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-06-18T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-06-18T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-06-18T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-06-17T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-17T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-06-17T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-06-26T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-06-26T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-06-26T00:00:00.000",
     "BigECommerce.count": "2",
-    "BigECommerce.orderDate": "2020-06-25T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-06-25T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-06-25T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-09-02T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-09-02T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-09-02T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-09-01T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-09-03T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-09-03T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-09-03T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-09-02T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-02T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-09-02T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-09-09T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-09-09T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-09-09T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-09-08T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-08T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-09-08T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-09-18T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-09-18T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-09-18T00:00:00.000",
     "BigECommerce.count": "2",
-    "BigECommerce.orderDate": "2020-09-17T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-17T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-09-17T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-09-24T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-09-24T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-09-24T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-09-23T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-09-23T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-09-23T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-10-13T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-10-13T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-10-13T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-10-12T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-10-12T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-10-12T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-10-20T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-10-20T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-10-20T00:00:00.000",
     "BigECommerce.count": "2",
-    "BigECommerce.orderDate": "2020-10-19T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-10-19T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-10-19T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-11-01T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-11-01T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-10-30T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-10-30T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-10-30T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-11-03T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-11-03T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-11-03T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-11-02T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-02T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-11-02T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-11-06T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-11-06T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-11-06T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-11-05T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-05T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-11-05T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-11-07T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-11-07T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-11-07T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-11-06T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-06T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-11-06T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-11-12T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-11-12T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-11-12T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-11-11T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-11T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-11-11T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-11-13T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-11-13T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-11-13T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-11-12T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-12T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-11-12T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-11-17T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-11-17T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-11-17T00:00:00.000",
     "BigECommerce.count": "2",
-    "BigECommerce.orderDate": "2020-11-16T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-16T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-11-16T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-11-22T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-11-22T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-11-22T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-11-21T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-21T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-11-21T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-11-29T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-11-29T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-11-29T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-11-28T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-11-28T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-11-28T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-12-02T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-12-02T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-12-02T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-12-01T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-12-03T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-12-03T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-12-03T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-12-02T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-02T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-12-02T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-12-05T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-12-05T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-12-05T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-12-04T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-04T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-12-04T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-12-15T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-12-15T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-12-15T00:00:00.000",
     "BigECommerce.count": "2",
-    "BigECommerce.orderDate": "2020-12-14T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-14T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-12-14T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-12-25T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-12-25T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-12-25T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-12-24T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-24T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-12-24T00:00:00.000",
   },
   Object {
-    "BigECommerce.completedDate": "2020-12-26T00:00:00.000Z",
+    "BigECommerce.completedDate": "2020-12-26T00:00:00.000",
+    "BigECommerce.completedDate.day": "2020-12-26T00:00:00.000",
     "BigECommerce.count": "1",
-    "BigECommerce.orderDate": "2020-12-25T00:00:00.000Z",
+    "BigECommerce.orderDate": "2020-12-25T00:00:00.000",
+    "BigECommerce.orderDate.day": "2020-12-25T00:00:00.000",
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling count_distinct_approx window by 2 day 1`] = `
+Array [
+  Object {
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-02-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-02-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-04-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-04-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-07-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-08-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-08-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": 1,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Day": null,
   },
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: rolling window by 2 day 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling count_distinct_approx window by 2 month 1`] = `
+Array [
+  Object {
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 2,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-02-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-02-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 3,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 3,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-04-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-04-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 3,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 6,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 12,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-07-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 7,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-08-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-08-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 6,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 9,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 11,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Month": 15,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling count_distinct_approx window by 2 week 1`] = `
+Array [
+  Object {
+    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": 1,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-02-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-02-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": 1,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": 1,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-04-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-04-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": 2,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": 3,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-07-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-08-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-08-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": null,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": 3,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": 2,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": 2,
+  },
+  Object {
+    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
+    "BigECommerce.rollingCountApproxBy2Week": 2,
+  },
+]
+`;
+
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling window by 2 day 1`] = `
 Array [
   Object {
     "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -11072,7 +11385,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: rolling window by 2 month 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling window by 2 month 1`] = `
 Array [
   Object {
     "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -11137,7 +11450,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: rolling window by 2 week 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling window by 2 week 1`] = `
 Array [
   Object {
     "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -11202,9 +11515,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: totalProfitYearAgo 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: totalProfitYearAgo 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + limit 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + limit 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -11249,7 +11562,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order + limit + total + offset 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + order + limit + total + offset 1`] = `
 Array [
   Object {
     "Customers.customerId": "GA-14725",
@@ -11294,7 +11607,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order + limit + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + order + limit + total 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -11339,7 +11652,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order + total + offset 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + order + total + offset 1`] = `
 Array [
   Object {
     "Customers.customerId": "BS-11380",
@@ -11348,7 +11661,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + order 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -11517,7 +11830,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + total 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -11686,7 +11999,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -11855,7 +12168,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: count by cities + order 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: count by cities + order 1`] = `
 Array [
   Object {
     "ECommerce.city": "Columbus",
@@ -11964,7 +12277,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + limit 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + limit 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -12119,7 +12432,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order + limit + total + offset 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + order + limit + total + offset 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -12274,7 +12587,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order + limit + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + order + limit + total 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -12429,7 +12742,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order + total + offset 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + order + total + offset 1`] = `
 Array [
   Object {
     "ECommerce.category": "Office Supplies",
@@ -12449,7 +12762,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + order 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -13114,7 +13427,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + total 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -13779,7 +14092,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -14444,422 +14757,502 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: partitioned pre-agg 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: partitioned pre-agg 1`] = `
 Array [
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Balt Solid Wood Rectangular Table",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-02-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-02-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-02-01T00:00:00.000",
     "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-03-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-03-01T00:00:00.000",
     "ECommerce.productName": "Canon PC1080F Personal Copier",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-03-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-03-01T00:00:00.000",
     "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
     "ECommerce.totalQuantity": "8",
   },
   Object {
-    "ECommerce.orderDate": "2020-04-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-04-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-04-01T00:00:00.000",
     "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "ECommerce.productName": "Google Nexus 6",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "ECommerce.productName": "Google Nexus 7",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "ECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
     "ECommerce.totalQuantity": "1",
   },
   Object {
-    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "ECommerce.productName": "HTC One",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
     "ECommerce.totalQuantity": "6",
   },
   Object {
-    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "ECommerce.productName": "Project Tote Personal File",
     "ECommerce.totalQuantity": "1",
   },
   Object {
-    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
     "ECommerce.totalQuantity": "7",
   },
   Object {
-    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-10-01T00:00:00.000",
     "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-10-01T00:00:00.000",
     "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-10-01T00:00:00.000",
     "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-10-01T00:00:00.000",
     "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "ECommerce.productName": "Google Nexus 5",
     "ECommerce.totalQuantity": "11",
   },
   Object {
-    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "ECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "ECommerce.productName": "Logitech di_Novo Edge Keyboard",
     "ECommerce.totalQuantity": "9",
   },
   Object {
-    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "ECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "ECommerce.productName": "Canon PC1080F Personal Copier",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "ECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "ECommerce.productName": "Okidata C610n Printer",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
     "ECommerce.totalQuantity": "5",
   },
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: partitioned pre-agg higher granularity 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: partitioned pre-agg higher granularity 1`] = `
 Array [
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Balt Solid Wood Rectangular Table",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Canon PC1080F Personal Copier",
     "ECommerce.totalQuantity": "7",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
     "ECommerce.totalQuantity": "1",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
     "ECommerce.totalQuantity": "8",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Google Nexus 5",
     "ECommerce.totalQuantity": "11",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Google Nexus 6",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Google Nexus 7",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "HTC One",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
     "ECommerce.totalQuantity": "11",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
     "ECommerce.totalQuantity": "8",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
     "ECommerce.totalQuantity": "6",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "ECommerce.totalQuantity": "14",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Logitech di_Novo Edge Keyboard",
     "ECommerce.totalQuantity": "9",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
     "ECommerce.totalQuantity": "9",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Okidata C610n Printer",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
     "ECommerce.totalQuantity": "8",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
     "ECommerce.totalQuantity": "11",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Project Tote Personal File",
     "ECommerce.totalQuantity": "1",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
     "ECommerce.totalQuantity": "11",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
     "ECommerce.totalQuantity": "3",
   },
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: total sales, total profit by month + order (date) + total -- doesn't work with the BigQuery 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: total sales, total profit by month + order (date) + total -- doesn't work with the BigQuery 1`] = `
 Array [
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-01-01T00:00:00.000",
     "ECommerce.totalProfit": "29.6548",
     "ECommerce.totalSales": "259.876",
   },
   Object {
-    "ECommerce.orderDate": "2020-02-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-02-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-02-01T00:00:00.000",
     "ECommerce.totalProfit": "6.1992",
     "ECommerce.totalSales": "18.368",
   },
   Object {
-    "ECommerce.orderDate": "2020-03-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-03-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-03-01T00:00:00.000",
     "ECommerce.totalProfit": "583.5945",
     "ECommerce.totalSales": "2471.56",
   },
   Object {
-    "ECommerce.orderDate": "2020-04-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-04-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-04-01T00:00:00.000",
     "ECommerce.totalProfit": "6.4176",
     "ECommerce.totalSales": "36.672",
   },
   Object {
-    "ECommerce.orderDate": "2020-05-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-05-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-05-01T00:00:00.000",
     "ECommerce.totalProfit": "353.6849",
     "ECommerce.totalSales": "1288.21",
   },
   Object {
-    "ECommerce.orderDate": "2020-06-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-06-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-06-01T00:00:00.000",
     "ECommerce.totalProfit": "34.2361",
     "ECommerce.totalSales": "728.734",
   },
   Object {
-    "ECommerce.orderDate": "2020-09-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-09-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-09-01T00:00:00.000",
     "ECommerce.totalProfit": "461.1332",
     "ECommerce.totalSales": "2340.872",
   },
   Object {
-    "ECommerce.orderDate": "2020-10-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-10-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-10-01T00:00:00.000",
     "ECommerce.totalProfit": "139.997",
     "ECommerce.totalSales": "2219.468",
   },
   Object {
-    "ECommerce.orderDate": "2020-11-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-11-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-11-01T00:00:00.000",
     "ECommerce.totalProfit": "1132.6617",
     "ECommerce.totalSales": "5573.922",
   },
   Object {
-    "ECommerce.orderDate": "2020-12-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-12-01T00:00:00.000",
+    "ECommerce.orderDate.month": "2020-12-01T00:00:00.000",
     "ECommerce.totalProfit": "303.9737",
     "ECommerce.totalSales": "2434.222",
   },
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order + limit + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Products: dimensions + order + limit + total 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -14914,7 +15307,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order + limit 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Products: dimensions + order + limit 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -14969,7 +15362,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Products: dimensions + order + total 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -15114,7 +15507,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying Products: dimensions + order 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -15259,177 +15652,210 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities (with preaggregation) ECommerce: totalQuantity by half_year + dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities (with preaggregation) ECommerce: totalQuantity by half_year + dimension 1`] = `
 Array [
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Balt Solid Wood Rectangular Table",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-01-01T00:00:00.000",
     "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "Canon PC1080F Personal Copier",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "DMI Eclipse Executive Suite Bookcases",
     "ECommerce.totalQuantity": "1",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "Google Nexus 6",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "Google Nexus 7",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "HTC One",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.1",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.2",
     "ECommerce.totalQuantity": "8",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "Plymouth Boxed Rubber Bands by Plymouth",
     "ECommerce.totalQuantity": "11",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "Project Tote Personal File",
     "ECommerce.totalQuantity": "1",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "Tyvek Side-Opening Peel & Seel Expanding Envelopes",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2020-07-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2020-07-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2020-07-01T00:00:00.000",
     "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Anderson Hickey Conga Table Tops & Accessories",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Canon PC1080F Personal Copier",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Global Adaptabilites Bookcase, Cherry/Storm Gray Finish",
     "ECommerce.totalQuantity": "8",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Google Nexus 5",
     "ECommerce.totalQuantity": "11",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Harbour Creations 67200 Series Stacking Chairs",
     "ECommerce.totalQuantity": "11",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Hewlett Packard 610 Color Digital Copier / Printer",
     "ECommerce.totalQuantity": "3",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Iceberg Nesting Folding Chair, 19w x 6d x 43h",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Kingston Digital DataTraveler 16GB USB 2.0",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Lexmark 20R1285 X6650 Wireless All-in-One Printer",
     "ECommerce.totalQuantity": "6",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Linden 10 Round Wall Clock, Black",
     "ECommerce.totalQuantity": "7",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Logitech di_Novo Edge Keyboard",
     "ECommerce.totalQuantity": "9",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Magna Visual Magnetic Picture Hangers",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "OIC #2 Pencils, Medium Soft",
     "ECommerce.totalQuantity": "5",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Okidata C610n Printer",
     "ECommerce.totalQuantity": "2",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Panasonic KP-380BK Classic Electric Pencil Sharpener",
     "ECommerce.totalQuantity": "8",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Recycled Eldon Regeneration Jumbo File",
     "ECommerce.totalQuantity": "4",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Vinyl Coated Wire Paper Clips in Organizer Box, 800/Box",
     "ECommerce.totalQuantity": "9",
   },
   Object {
-    "ECommerce.orderDate": "2021-01-01T00:00:00.000Z",
+    "ECommerce.orderDate": "2021-01-01T00:00:00.000",
+    "ECommerce.orderDate.half_year": "2021-01-01T00:00:00.000",
     "ECommerce.productName": "Wausau Papers Astrobrights Colored Envelopes",
     "ECommerce.totalQuantity": "3",
   },
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities (with preaggregation) ECommerce: totalQuantity by half_year + no dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities (with preaggregation) ECommerce: totalQuantity by half_year + no dimension 1`] = `
 Array [
   Object {
     "ECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -15449,7 +15875,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year + dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by half_year + dimension 1`] = `
 Array [
   Object {
     "ECommerce.city": "Lorain",
@@ -15634,7 +16060,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year + no dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by half_year + no dimension 1`] = `
 Array [
   Object {
     "ECommerce.count": "1",
@@ -15654,7 +16080,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year_by_1st_april + dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by half_year_by_1st_april + dimension 1`] = `
 Array [
   Object {
     "ECommerce.city": "Decatur",
@@ -15845,7 +16271,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year_by_1st_april + no dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by half_year_by_1st_april + no dimension 1`] = `
 Array [
   Object {
     "ECommerce.count": "6",
@@ -15865,7 +16291,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by three_months_by_march + dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by three_months_by_march + dimension 1`] = `
 Array [
   Object {
     "ECommerce.city": "Decatur",
@@ -16068,7 +16494,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by three_months_by_march + no dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by three_months_by_march + no dimension 1`] = `
 Array [
   Object {
     "ECommerce.count": "3",
@@ -16098,7 +16524,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByLeading 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByLeading 1`] = `
 Array [
   Object {
     "ECommerce.customOrderDateNoPreAgg": "2019-12-01T10:00:00.000",
@@ -16138,7 +16564,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByTrailing 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByTrailing 1`] = `
 Array [
   Object {
     "ECommerce.customOrderDateNoPreAgg": "2019-12-01T10:00:00.000",
@@ -16178,7 +16604,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByUnbounded 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByUnbounded 1`] = `
 Array [
   Object {
     "ECommerce.customOrderDateNoPreAgg": "2019-12-01T10:00:00.000",

From 5e0be307bbcf6c257e06828003702a03106221fb Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 14:23:08 +0200
Subject: [PATCH 081/128] =?UTF-8?q?another=20fix=20in=C2=A0deserialization?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../src/node_obj_deserializer.rs              | 12 ++++
 .../src/query_result_transform.rs             | 25 ++++---
 rust/cubeorchestrator/src/transport.rs        | 68 +++++++------------
 3 files changed, 51 insertions(+), 54 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_obj_deserializer.rs b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
index 95787b4275665..2ba669048a8a1 100644
--- a/packages/cubejs-backend-native/src/node_obj_deserializer.rs
+++ b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
@@ -130,6 +130,18 @@ impl<'de, 'a, 'b> Deserializer<'de> for JsValueDeserializer<'a, 'b> {
             || self.value.is_a::<JsUndefined, _>(self.cx)
         {
             visitor.visit_none()
+        } else if self.value.is_a::<JsFunction, _>(self.cx)
+        {
+            // We can do nothing with the JS functions in native
+            // so let's save them as string for potential usage later
+            // in JS side if needed
+            let value = self
+                .value
+                .downcast::<JsFunction, _>(self.cx)
+                .or_throw(self.cx)?
+                .to_string(self.cx)?
+                .value(self.cx);
+            visitor.visit_string(value)
         } else {
             Err(JsDeserializationError(
                 "Unsupported type for deserialization".to_string(),
diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index 6eed13f7373ea..43972cde74d59 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -1,8 +1,8 @@
 use crate::{
     query_message_parser::QueryResult,
     transport::{
-        AnnotatedConfigItem, ConfigItem, MembersMap, NormalizedQuery, QueryTimeDimension,
-        QueryType, ResultType, TransformDataRequest,
+        AnnotatedConfigItem, ConfigItem, MemberOrMemberExpression, MembersMap, NormalizedQuery,
+        QueryTimeDimension, QueryType, ResultType, TransformDataRequest,
     },
 };
 use anyhow::{bail, Context, Result};
@@ -162,10 +162,11 @@ pub fn get_members(
         let calc_member = format!("{}{}{}", path[0], MEMBER_SEPARATOR, path[1]);
 
         if path.len() == 3
-            && query
-                .dimensions
-                .as_ref()
-                .map_or(true, |dims| !dims.iter().any(|dim| *dim == calc_member))
+            && query.dimensions.as_ref().map_or(true, |dims| {
+                !dims
+                    .iter()
+                    .any(|dim| *dim == MemberOrMemberExpression::Member(calc_member.clone()))
+            })
         {
             members.insert(calc_member, column.clone());
         }
@@ -295,9 +296,11 @@ pub fn get_vanilla_row(
                 format!("{}{}{}", path[0], MEMBER_SEPARATOR, path[1]);
             if path.len() == 3
                 && query.dimensions.as_ref().map_or(true, |dims| {
-                    !dims
-                        .iter()
-                        .any(|dim| *dim == member_name_without_granularity)
+                    !dims.iter().any(|dim| {
+                        *dim == MemberOrMemberExpression::Member(
+                            member_name_without_granularity.clone(),
+                        )
+                    })
                 })
             {
                 row.insert(member_name_without_granularity, transformed_value);
@@ -389,7 +392,9 @@ pub fn get_pivot_query(
             }
         }
         QueryType::CompareDateRangeQuery => {
-            let mut dimensions = vec!["compareDateRange".to_string()];
+            let mut dimensions = vec![MemberOrMemberExpression::Member(
+                "compareDateRange".to_string(),
+            )];
             if let Some(dims) = pivot_query.dimensions {
                 dimensions.extend(dims.clone());
             }
diff --git a/rust/cubeorchestrator/src/transport.rs b/rust/cubeorchestrator/src/transport.rs
index 46d2556786a4d..d595952a2fae7 100644
--- a/rust/cubeorchestrator/src/transport.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -82,14 +82,31 @@ pub struct GroupingSet {
     pub sub_id: Option<u32>,
 }
 
+#[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
+#[serde(rename_all = "camelCase")]
+pub struct MemberExpression {
+    #[serde(skip_deserializing)]
+    pub expression: Option<Value>,
+    pub cube_name: String,
+    pub name: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub expression_name: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub definition: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub grouping_set: Option<GroupingSet>,
+}
+
 #[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
 #[serde(rename_all = "camelCase")]
 pub struct ParsedMemberExpression {
     pub expression: Vec<String>,
     pub cube_name: String,
     pub name: String,
-    pub expression_name: String,
-    pub definition: String,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub expression_name: Option<String>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub definition: Option<String>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub grouping_set: Option<GroupingSet>,
 }
@@ -196,7 +213,8 @@ pub struct NormalizedQueryFilter {
 #[serde(untagged)]
 pub enum MemberOrMemberExpression {
     Member(String),
-    MemberExpression(ParsedMemberExpression),
+    ParsedMemberExpression(ParsedMemberExpression),
+    MemberExpression(MemberExpression),
 }
 
 #[derive(Debug, Clone, Serialize, Deserialize)]
@@ -218,55 +236,17 @@ pub enum QueryFilterOrLogicalFilter {
     NormalizedQueryFilter(NormalizedQueryFilter),
 }
 
-#[derive(Debug, Serialize, Deserialize)]
-#[serde(rename_all = "camelCase")]
-pub struct Query {
-    // pub measures: Vec<MemberOrMemberExpression>,
-    pub measures: Vec<String>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    // pub dimensions: Option<Vec<MemberOrMemberExpression>>,
-    pub dimensions: Option<Vec<String>>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub filters: Option<Vec<QueryFilterOrLogicalFilter>>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub time_dimensions: Option<Vec<QueryTimeDimension>>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    // pub segments: Option<Vec<MemberOrMemberExpression>>,
-    pub segments: Option<Vec<String>>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub limit: Option<u32>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub offset: Option<u32>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub total: Option<bool>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub total_query: Option<bool>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub order: Option<Value>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub timezone: Option<String>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub renew_query: Option<bool>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub ungrouped: Option<bool>,
-    #[serde(skip_serializing_if = "Option::is_none")]
-    pub response_format: Option<ResultType>,
-}
-
 #[derive(Debug, Clone, Serialize, Deserialize)]
 #[serde(rename_all = "camelCase")]
 pub struct NormalizedQuery {
     #[serde(skip_serializing_if = "Option::is_none")]
-    // pub measures: Vec<MemberOrMemberExpression>,
-    pub measures: Option<Vec<String>>,
+    pub measures: Option<Vec<MemberOrMemberExpression>>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    // pub dimensions: Option<Vec<MemberOrMemberExpression>>,
-    pub dimensions: Option<Vec<String>>,
+    pub dimensions: Option<Vec<MemberOrMemberExpression>>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub time_dimensions: Option<Vec<QueryTimeDimension>>,
-    // pub segments: Option<Vec<MemberOrMemberExpression>>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub segments: Option<Vec<String>>,
+    pub segments: Option<Vec<MemberOrMemberExpression>>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub limit: Option<u32>,
     #[serde(skip_serializing_if = "Option::is_none")]

From f99e804bd240131c7fbb8a1127fff74dcf3e0c98 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 14:23:15 +0200
Subject: [PATCH 082/128] cargo fmt

---
 .../src/node_obj_deserializer.rs              |  3 +-
 .../src/query_result_transform.rs             | 34 ++++++++++++++-----
 2 files changed, 26 insertions(+), 11 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_obj_deserializer.rs b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
index 2ba669048a8a1..8540d2e3dbf8a 100644
--- a/packages/cubejs-backend-native/src/node_obj_deserializer.rs
+++ b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
@@ -130,8 +130,7 @@ impl<'de, 'a, 'b> Deserializer<'de> for JsValueDeserializer<'a, 'b> {
             || self.value.is_a::<JsUndefined, _>(self.cx)
         {
             visitor.visit_none()
-        } else if self.value.is_a::<JsFunction, _>(self.cx)
-        {
+        } else if self.value.is_a::<JsFunction, _>(self.cx) {
             // We can do nothing with the JS functions in native
             // so let's save them as string for potential usage later
             // in JS side if needed
diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index 43972cde74d59..37aaa99cd5c77 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -26,26 +26,42 @@ pub const MEMBER_SEPARATOR: &str = ".";
 pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimitive {
     match value {
         DBResponseValue::DateTime(dt) if type_ == "time" || type_.is_empty() => {
-            DBResponsePrimitive::String(dt.with_timezone(&Utc).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
+            DBResponsePrimitive::String(
+                dt.with_timezone(&Utc)
+                    .format("%Y-%m-%dT%H:%M:%S%.3f")
+                    .to_string(),
+            )
         }
         DBResponseValue::Primitive(DBResponsePrimitive::String(ref s)) if type_ == "time" => {
             let formatted = DateTime::parse_from_rfc3339(s)
                 .map(|dt| dt.format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
                 .or_else(|_| {
-                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f")
-                        .map(|dt| Utc.from_utc_datetime(&dt).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
+                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f").map(|dt| {
+                        Utc.from_utc_datetime(&dt)
+                            .format("%Y-%m-%dT%H:%M:%S%.3f")
+                            .to_string()
+                    })
                 })
                 .or_else(|_| {
-                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S")
-                        .map(|dt| Utc.from_utc_datetime(&dt).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
+                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S").map(|dt| {
+                        Utc.from_utc_datetime(&dt)
+                            .format("%Y-%m-%dT%H:%M:%S%.3f")
+                            .to_string()
+                    })
                 })
                 .or_else(|_| {
-                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f %Z")
-                        .map(|dt| Utc.from_utc_datetime(&dt).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
+                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f %Z").map(|dt| {
+                        Utc.from_utc_datetime(&dt)
+                            .format("%Y-%m-%dT%H:%M:%S%.3f")
+                            .to_string()
+                    })
                 })
                 .or_else(|_| {
-                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f %:z")
-                        .map(|dt| Utc.from_utc_datetime(&dt).format("%Y-%m-%dT%H:%M:%S%.3f").to_string())
+                    NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f %:z").map(|dt| {
+                        Utc.from_utc_datetime(&dt)
+                            .format("%Y-%m-%dT%H:%M:%S%.3f")
+                            .to_string()
+                    })
                 })
                 .unwrap_or_else(|_| s.clone());
             DBResponsePrimitive::String(formatted)

From 2401a89e2f606da81cc352dba5282251a35c0b7c Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 15:00:46 +0200
Subject: [PATCH 083/128] =?UTF-8?q?another=20fix=20in=C2=A0datetime=20pars?=
 =?UTF-8?q?ing?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../src/query_result_transform.rs             | 20 +++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index 37aaa99cd5c77..5d6295463d822 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -49,6 +49,13 @@ pub fn transform_value(value: DBResponseValue, type_: &str) -> DBResponsePrimiti
                             .to_string()
                     })
                 })
+                .or_else(|_| {
+                    NaiveDateTime::parse_from_str(s, "%Y-%m-%dT%H:%M:%S").map(|dt| {
+                        Utc.from_utc_datetime(&dt)
+                            .format("%Y-%m-%dT%H:%M:%S%.3f")
+                            .to_string()
+                    })
+                })
                 .or_else(|_| {
                     NaiveDateTime::parse_from_str(s, "%Y-%m-%d %H:%M:%S%.3f %Z").map(|dt| {
                         Utc.from_utc_datetime(&dt)
@@ -715,6 +722,19 @@ mod tests {
         );
     }
 
+    #[test]
+    fn test_transform_value_string_wo_mssec_w_t_to_time_valid_rfc3339() {
+        let value = DBResponseValue::Primitive(DBResponsePrimitive::String(
+            "2024-01-01T12:30:15".to_string(),
+        ));
+        let result = transform_value(value, "time");
+
+        assert_eq!(
+            result,
+            DBResponsePrimitive::String("2024-01-01T12:30:15.000".to_string())
+        );
+    }
+
     #[test]
     fn test_transform_value_string_with_tz_offset_to_time_valid_rfc3339() {
         let value = DBResponseValue::Primitive(DBResponsePrimitive::String(

From 240e3886f942efef4c4a6a7e1ef511658aa009c4 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 15:02:03 +0200
Subject: [PATCH 084/128] update
 postgres-native-cubestore-response-full.test.ts.snap

---
 ...ative-cubestore-response-full.test.ts.snap | 377 +++++-------------
 1 file changed, 91 insertions(+), 286 deletions(-)

diff --git a/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap b/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap
index 801a0174fbbc5..89df58fefe8ed 100644
--- a/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap
+++ b/packages/cubejs-testing-drivers/test/__snapshots__/postgres-native-cubestore-response-full.test.ts.snap
@@ -1,6 +1,6 @@
 // Jest Snapshot v1, https://goo.gl/fbAQLP
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Complex Rollup: complex_rollup 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Complex Rollup: complex_rollup 1`] = `
 Array [
   Object {
     "SUM(ECommerce.count)": "1",
@@ -1797,7 +1797,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Extended nested Rollup over asterisk: extended_nested_rollup_over_asterisk 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Extended nested Rollup over asterisk: extended_nested_rollup_over_asterisk 1`] = `
 Array [
   Object {
     "SUM(a.count)": "1",
@@ -2247,7 +2247,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: NULLS FIRST/LAST SQL push down: nulls_first_last_sql_push_down 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: NULLS FIRST/LAST SQL push down: nulls_first_last_sql_push_down 1`] = `
 Array [
   Object {
     "category": null,
@@ -2261,7 +2261,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Nested Rollup over asterisk: nested_rollup_over_asterisk 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Nested Rollup over asterisk: nested_rollup_over_asterisk 1`] = `
 Array [
   Object {
     "SUM(a.count)": "1",
@@ -3064,7 +3064,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Nested Rollup with aliases: nested_rollup_with_aliases 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Nested Rollup with aliases: nested_rollup_with_aliases 1`] = `
 Array [
   Object {
     "SUM(a.cnt)": "1",
@@ -3867,7 +3867,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Nested Rollup: nested_rollup 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Nested Rollup: nested_rollup 1`] = `
 Array [
   Object {
     "SUM(a.cnt)": "1",
@@ -4670,7 +4670,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Rollup over exprs: rollup_over_exprs 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Rollup over exprs: rollup_over_exprs 1`] = `
 Array [
   Object {
     "SUM(ECommerce.count)": "1",
@@ -5473,7 +5473,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Rollup with aliases: rollup_with_aliases 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Rollup with aliases: rollup_with_aliases 1`] = `
 Array [
   Object {
     "SUM(ECommerce.count)": "1",
@@ -7270,7 +7270,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: Simple Rollup: simple_rollup 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: Simple Rollup: simple_rollup 1`] = `
 Array [
   Object {
     "SUM(ECommerce.count)": "1",
@@ -8073,7 +8073,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: metabase count cast to float32 from push down: metabase_count_cast_to_float32_from_push_down 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: metabase count cast to float32 from push down: metabase_count_cast_to_float32_from_push_down 1`] = `
 Array [
   Object {
     "a0": 41,
@@ -8081,7 +8081,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: post-aggregate percentage of total: post_aggregate_percentage_of_total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: post-aggregate percentage of total: post_aggregate_percentage_of_total 1`] = `
 Array [
   Object {
     "SUM(BigECommerce.percentageOfTotalForStatus)": 100,
@@ -8089,7 +8089,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: powerbi min max push down: powerbi_min_max_push_down 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: powerbi min max push down: powerbi_min_max_push_down 1`] = `
 Array [
   Object {
     "a0": 2020-12-25T00:00:00.000Z,
@@ -8098,7 +8098,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: powerbi min max ungrouped flag: powerbi_min_max_ungrouped_flag 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: powerbi min max ungrouped flag: powerbi_min_max_ungrouped_flag 1`] = `
 Array [
   Object {
     "a0": "39",
@@ -8108,7 +8108,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: reuse params: reuse_params 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: reuse params: reuse_params 1`] = `
 Array [
   Object {
     "c0": 2020-01-01T00:00:00.000Z,
@@ -8117,7 +8117,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver SQL API: ungrouped pre-agg: ungrouped_pre_agg 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response SQL API: ungrouped pre-agg: ungrouped_pre_agg 1`] = `
 Array [
   Object {
     "productName": "Canon PC1080F Personal Copier",
@@ -8298,7 +8298,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: contains + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: contains + dimensions, first 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -8467,7 +8467,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: contains + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: contains + dimensions, second 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -8636,9 +8636,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: contains + dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: contains + dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: endsWith filter + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: endsWith filter + dimensions, first 1`] = `
 Array [
   Object {
     "Customers.customerId": "AJ-10780",
@@ -8735,7 +8735,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: endsWith filter + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: endsWith filter + dimensions, second 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -8904,9 +8904,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: endsWith filter + dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: endsWith filter + dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notEndsWith filter + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notEndsWith filter + dimensions, first 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -8983,9 +8983,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notEndsWith filter + dimensions, second 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notEndsWith filter + dimensions, second 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notEndsWith filter + dimensions, third 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notEndsWith filter + dimensions, third 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -9154,7 +9154,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notStartsWith + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notStartsWith + dimensions, first 1`] = `
 Array [
   Object {
     "Customers.customerId": "BB-11545",
@@ -9307,7 +9307,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notStartsWith + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notStartsWith + dimensions, second 1`] = `
 Array [
   Object {
     "Customers.customerId": "CA-12775",
@@ -9436,7 +9436,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: notStartsWith + dimensions, third 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: notStartsWith + dimensions, third 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -9605,7 +9605,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: startsWith + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: startsWith + dimensions, first 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -9626,7 +9626,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: startsWith + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: startsWith + dimensions, second 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -9671,9 +9671,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Customers: startsWith + dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Customers: startsWith + dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: contains dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: contains dimensions, first 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -9708,7 +9708,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: contains dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: contains dimensions, second 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -9833,9 +9833,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: contains dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: contains dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: endsWith + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: endsWith + dimensions, first 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -9870,7 +9870,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: endsWith + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: endsWith + dimensions, second 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -10055,9 +10055,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: endsWith + dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: endsWith + dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: startsWith + dimensions, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: startsWith + dimensions, first 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -10122,7 +10122,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: startsWith + dimensions, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: startsWith + dimensions, second 1`] = `
 Array [
   Object {
     "ECommerce.category": "Office Supplies",
@@ -10292,9 +10292,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering ECommerce: startsWith + dimensions, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering ECommerce: startsWith + dimensions, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: contains + dimensions + order, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains + dimensions + order, first 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -10309,7 +10309,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: contains + dimensions + order, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains + dimensions + order, second 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -10334,9 +10334,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: contains + dimensions + order, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains + dimensions + order, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: contains with special chars + dimensions 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: contains with special chars + dimensions 1`] = `
 Array [
   Object {
     "Products.productName": "Logitech di_Novo Edge Keyboard",
@@ -10344,7 +10344,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: endsWith filter + dimensions + order, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: endsWith filter + dimensions + order, first 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -10429,7 +10429,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: endsWith filter + dimensions + order, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: endsWith filter + dimensions + order, second 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -10524,9 +10524,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: endsWith filter + dimensions + order, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: endsWith filter + dimensions + order, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: startsWith filter + dimensions + order, first 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: startsWith filter + dimensions + order, first 1`] = `
 Array [
   Object {
     "Products.category": "Office Supplies",
@@ -10541,7 +10541,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: startsWith filter + dimensions + order, second 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: startsWith filter + dimensions + order, second 1`] = `
 Array [
   Object {
     "Products.category": "Office Supplies",
@@ -10571,9 +10571,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver filtering Products: startsWith filter + dimensions + order, third 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response filtering Products: startsWith filter + dimensions + order, third 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver pre-aggregations Customers: running total without time dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response pre-aggregations Customers: running total without time dimension 1`] = `
 Array [
   Object {
     "Customers.runningTotal": "41",
@@ -10581,7 +10581,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: null boolean 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: null boolean 1`] = `
 Array [
   Object {
     "BigECommerce.returning": null,
@@ -10589,7 +10589,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: null sum 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: null sum 1`] = `
 Array [
   Object {
     "BigECommerce.totalSales": null,
@@ -10597,7 +10597,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: partitioned pre-agg 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: partitioned pre-agg 1`] = `
 Array [
   Object {
     "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -10854,7 +10854,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: partitioned pre-agg with multi time dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: partitioned pre-agg with multi time dimension 1`] = `
 Array [
   Object {
     "BigECommerce.completedDate": "2020-01-02T00:00:00.000",
@@ -11125,202 +11125,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling count_distinct_approx window by 2 day 1`] = `
-Array [
-  Object {
-    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-02-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-02-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-04-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-04-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-07-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-07-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-08-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-08-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": 1,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Day": null,
-  },
-]
-`;
-
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling count_distinct_approx window by 2 month 1`] = `
-Array [
-  Object {
-    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 2,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-02-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-02-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 3,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 3,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-04-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-04-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 3,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 6,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 12,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-07-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-07-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 7,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-08-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-08-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 6,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 9,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 11,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Month": 15,
-  },
-]
-`;
-
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling count_distinct_approx window by 2 week 1`] = `
-Array [
-  Object {
-    "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-01-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": 1,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-02-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-02-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": 1,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-03-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-03-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": 1,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-04-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-04-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-05-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-05-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": 2,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-06-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-06-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": 3,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-07-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-07-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-08-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-08-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": null,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-09-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-09-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": 3,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-10-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-10-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": 2,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-11-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-11-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": 2,
-  },
-  Object {
-    "BigECommerce.orderDate": "2020-12-01T00:00:00.000",
-    "BigECommerce.orderDate.month": "2020-12-01T00:00:00.000",
-    "BigECommerce.rollingCountApproxBy2Week": 2,
-  },
-]
-`;
-
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling window by 2 day 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: rolling window by 2 day 1`] = `
 Array [
   Object {
     "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -11385,7 +11190,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling window by 2 month 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: rolling window by 2 month 1`] = `
 Array [
   Object {
     "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -11450,7 +11255,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: rolling window by 2 week 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: rolling window by 2 week 1`] = `
 Array [
   Object {
     "BigECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -11515,9 +11320,9 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying BigECommerce: totalProfitYearAgo 1`] = `Array []`;
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying BigECommerce: totalProfitYearAgo 1`] = `Array []`;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + limit 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + limit 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -11562,7 +11367,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + order + limit + total + offset 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order + limit + total + offset 1`] = `
 Array [
   Object {
     "Customers.customerId": "GA-14725",
@@ -11607,7 +11412,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + order + limit + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order + limit + total 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -11652,7 +11457,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + order + total + offset 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order + total + offset 1`] = `
 Array [
   Object {
     "Customers.customerId": "BS-11380",
@@ -11661,7 +11466,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + order 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + order 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -11830,7 +11635,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions + total 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -11999,7 +11804,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Customers: dimensions 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Customers: dimensions 1`] = `
 Array [
   Object {
     "Customers.customerId": "AH-10465",
@@ -12168,7 +11973,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: count by cities + order 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: count by cities + order 1`] = `
 Array [
   Object {
     "ECommerce.city": "Columbus",
@@ -12277,7 +12082,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + limit 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + limit 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -12432,7 +12237,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + order + limit + total + offset 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order + limit + total + offset 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -12587,7 +12392,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + order + limit + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order + limit + total 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -12742,7 +12547,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + order + total + offset 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order + total + offset 1`] = `
 Array [
   Object {
     "ECommerce.category": "Office Supplies",
@@ -12762,7 +12567,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + order 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + order 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -13427,7 +13232,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions + total 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -14092,7 +13897,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: dimensions 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: dimensions 1`] = `
 Array [
   Object {
     "ECommerce.category": "Furniture",
@@ -14757,7 +14562,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: partitioned pre-agg 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: partitioned pre-agg 1`] = `
 Array [
   Object {
     "ECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -15014,7 +14819,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: partitioned pre-agg higher granularity 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: partitioned pre-agg higher granularity 1`] = `
 Array [
   Object {
     "ECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -15187,7 +14992,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying ECommerce: total sales, total profit by month + order (date) + total -- doesn't work with the BigQuery 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying ECommerce: total sales, total profit by month + order (date) + total -- doesn't work with the BigQuery 1`] = `
 Array [
   Object {
     "ECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -15252,7 +15057,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Products: dimensions + order + limit + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order + limit + total 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -15307,7 +15112,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Products: dimensions + order + limit 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order + limit 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -15362,7 +15167,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Products: dimensions + order + total 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order + total 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -15507,7 +15312,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying Products: dimensions + order 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying Products: dimensions + order 1`] = `
 Array [
   Object {
     "Products.category": "Furniture",
@@ -15652,7 +15457,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities (with preaggregation) ECommerce: totalQuantity by half_year + dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities (with preaggregation) ECommerce: totalQuantity by half_year + dimension 1`] = `
 Array [
   Object {
     "ECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -15855,7 +15660,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities (with preaggregation) ECommerce: totalQuantity by half_year + no dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities (with preaggregation) ECommerce: totalQuantity by half_year + no dimension 1`] = `
 Array [
   Object {
     "ECommerce.orderDate": "2020-01-01T00:00:00.000",
@@ -15875,7 +15680,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by half_year + dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year + dimension 1`] = `
 Array [
   Object {
     "ECommerce.city": "Lorain",
@@ -16060,7 +15865,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by half_year + no dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year + no dimension 1`] = `
 Array [
   Object {
     "ECommerce.count": "1",
@@ -16080,7 +15885,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by half_year_by_1st_april + dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year_by_1st_april + dimension 1`] = `
 Array [
   Object {
     "ECommerce.city": "Decatur",
@@ -16271,7 +16076,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by half_year_by_1st_april + no dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by half_year_by_1st_april + no dimension 1`] = `
 Array [
   Object {
     "ECommerce.count": "6",
@@ -16291,7 +16096,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by three_months_by_march + dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by three_months_by_march + dimension 1`] = `
 Array [
   Object {
     "ECommerce.city": "Decatur",
@@ -16494,7 +16299,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by three_months_by_march + no dimension 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by three_months_by_march + no dimension 1`] = `
 Array [
   Object {
     "ECommerce.count": "3",
@@ -16524,7 +16329,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByLeading 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByLeading 1`] = `
 Array [
   Object {
     "ECommerce.customOrderDateNoPreAgg": "2019-12-01T10:00:00.000",
@@ -16564,7 +16369,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByTrailing 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByTrailing 1`] = `
 Array [
   Object {
     "ECommerce.customOrderDateNoPreAgg": "2019-12-01T10:00:00.000",
@@ -16604,7 +16409,7 @@ Array [
 ]
 `;
 
-exports[`Queries with the @cubejs-backend/postgres-driver querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByUnbounded 1`] = `
+exports[`Queries with the @cubejs-backend/postgres-driver native-cubestore-response querying custom granularities ECommerce: count by two_mo_by_feb + no dimension + rollingCountByUnbounded 1`] = `
 Array [
   Object {
     "ECommerce.customOrderDateNoPreAgg": "2019-12-01T10:00:00.000",

From 21f10c8e2eae5ee3e74d20ece34707142c4052f5 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 15:13:55 +0200
Subject: [PATCH 085/128] =?UTF-8?q?attempt=20to=C2=A0fix=20native=20build/?=
 =?UTF-8?q?test=20in=C2=A0docker-dev=20CI?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/drivers-tests.yml |  4 ++--
 .github/workflows/push.yml          | 27 +++++++++++++++++++++++----
 2 files changed, 25 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/drivers-tests.yml b/.github/workflows/drivers-tests.yml
index 72c07397cf35d..6401cc5dccc71 100644
--- a/.github/workflows/drivers-tests.yml
+++ b/.github/workflows/drivers-tests.yml
@@ -117,8 +117,8 @@ jobs:
       - uses: Swatinem/rust-cache@v2
         with:
           workspaces: ./packages/cubejs-backend-native
-          key: native-${{ runner.OS }}-x86_64-unknown-linux-gnu
-          shared-key: native-${{ runner.OS }}-x86_64-unknown-linux-gnu
+          key: native-${{ runner.OS }}-${{ matrix.target }}
+          shared-key: native-${{ runner.OS }}-${{ matrix.target }}
       - name: Build native (fallback)
         if: (matrix.python-version == 'fallback')
         env:
diff --git a/.github/workflows/push.yml b/.github/workflows/push.yml
index 45b8254bb044b..9207790e43cb4 100644
--- a/.github/workflows/push.yml
+++ b/.github/workflows/push.yml
@@ -541,6 +541,8 @@ jobs:
           - 5000:5000
     strategy:
       matrix:
+        node-version: [ 20 ]
+        target: [ "x86_64-unknown-linux-gnu" ]
         dockerfile:
           - dev.Dockerfile
         include:
@@ -567,10 +569,29 @@ jobs:
           df -h
       - name: Checkout
         uses: actions/checkout@v4
-      - name: Use Node.js 20.x
+      - name: Install Rust
+        uses: actions-rust-lang/setup-rust-toolchain@v1
+        with:
+          toolchain: nightly-2024-07-15
+          # override: true # this is by default on
+          rustflags: ""
+          components: rustfmt
+          target: ${{ matrix.target }}
+      - name: Install Node.js ${{ matrix.node-version }}
         uses: actions/setup-node@v4
         with:
-          node-version: 20.x
+          node-version: ${{ matrix.node-version }}
+      - name: Install Yarn
+        run: npm install -g yarn
+      - name: Set Yarn version
+        run: yarn policies set-version v1.22.22
+      - name: Install cargo-cp-artifact
+        run: npm install -g cargo-cp-artifact@0.1
+      - uses: Swatinem/rust-cache@v2
+        with:
+          workspaces: ./packages/cubejs-backend-native
+          key: native-${{ runner.OS }}-${{ matrix.target }}
+          shared-key: native-${{ runner.OS }}-${{ matrix.target }}
       - name: Get yarn cache directory path
         id: yarn-cache-dir-path
         run: echo "dir=$(yarn cache dir)" >> "$GITHUB_OUTPUT"
@@ -582,8 +603,6 @@ jobs:
           key: ${{ runner.os }}-yarn-${{ hashFiles('**/yarn.lock') }}
           restore-keys: |
             ${{ runner.os }}-yarn-
-      - name: Set Yarn version
-        run: yarn policies set-version v1.22.22
       - name: Yarn install
         uses: nick-fields/retry@v3
         env:

From 8870e50d7d1e1a071e8a5e64318d3c00a69694b8 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 15:37:04 +0200
Subject: [PATCH 086/128] add some comments

---
 .../cubejs-backend-native/src/node_obj_deserializer.rs | 10 +---------
 rust/cubeorchestrator/src/transport.rs                 |  8 ++++++--
 2 files changed, 7 insertions(+), 11 deletions(-)

diff --git a/packages/cubejs-backend-native/src/node_obj_deserializer.rs b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
index 8540d2e3dbf8a..d9ed815682792 100644
--- a/packages/cubejs-backend-native/src/node_obj_deserializer.rs
+++ b/packages/cubejs-backend-native/src/node_obj_deserializer.rs
@@ -132,15 +132,7 @@ impl<'de, 'a, 'b> Deserializer<'de> for JsValueDeserializer<'a, 'b> {
             visitor.visit_none()
         } else if self.value.is_a::<JsFunction, _>(self.cx) {
             // We can do nothing with the JS functions in native
-            // so let's save them as string for potential usage later
-            // in JS side if needed
-            let value = self
-                .value
-                .downcast::<JsFunction, _>(self.cx)
-                .or_throw(self.cx)?
-                .to_string(self.cx)?
-                .value(self.cx);
-            visitor.visit_string(value)
+            visitor.visit_none()
         } else {
             Err(JsDeserializationError(
                 "Unsupported type for deserialization".to_string(),
diff --git a/rust/cubeorchestrator/src/transport.rs b/rust/cubeorchestrator/src/transport.rs
index d595952a2fae7..e7cf56044a4b2 100644
--- a/rust/cubeorchestrator/src/transport.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -82,11 +82,15 @@ pub struct GroupingSet {
     pub sub_id: Option<u32>,
 }
 
+// We can do nothing with JS functions here,
+// but to keep DTOs in sync with reality, let's keep it.
+type JsFunction = String;
+
 #[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
 #[serde(rename_all = "camelCase")]
 pub struct MemberExpression {
-    #[serde(skip_deserializing)]
-    pub expression: Option<Value>,
+    // Made as Option and JsValueDeserializer set's it to None.
+    pub expression: Option<JsFunction>,
     pub cube_name: String,
     pub name: String,
     #[serde(skip_serializing_if = "Option::is_none")]

From 751d6e43fc3824a89856e0bc73e2e7b0ec7c4ef6 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 17:16:41 +0200
Subject: [PATCH 087/128] =?UTF-8?q?edits=20in=20result=20processing=20when?=
 =?UTF-8?q?=C2=A0streaming?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-api-gateway/src/gateway.ts | 6 +++---
 rust/cubeorchestrator/src/transport.rs     | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 8409f3448a26f..428485f528ddc 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1975,7 +1975,9 @@ class ApiGateway {
           })
         );
 
-        if (!request.streaming) {
+        if (request.streaming) {
+          res(results[0]);
+        } else {
           // We prepare the final json result on native side
           const [transformDataJson, rawData, resultDataJson] = (results as {
             transformDataParams: any;
@@ -1991,8 +1993,6 @@ class ApiGateway {
           );
 
           res(await getFinalQueryResultArray(transformDataJson, rawData, resultDataJson));
-        } else {
-          res(results[0]);
         }
       }
     } catch (e: any) {
diff --git a/rust/cubeorchestrator/src/transport.rs b/rust/cubeorchestrator/src/transport.rs
index e7cf56044a4b2..5bcd358a28a40 100644
--- a/rust/cubeorchestrator/src/transport.rs
+++ b/rust/cubeorchestrator/src/transport.rs
@@ -84,7 +84,7 @@ pub struct GroupingSet {
 
 // We can do nothing with JS functions here,
 // but to keep DTOs in sync with reality, let's keep it.
-type JsFunction = String;
+pub type JsFunction = String;
 
 #[derive(Debug, Clone, Serialize, Deserialize, Hash, Eq, PartialEq)]
 #[serde(rename_all = "camelCase")]

From dd7f6b8562fb12ef7385c2cfdc030f5bf5477a71 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 19:32:16 +0200
Subject: [PATCH 088/128] fix native response processing via websocket

---
 packages/cubejs-server/src/websocket-server.ts | 16 +++++++++++++++-
 1 file changed, 15 insertions(+), 1 deletion(-)

diff --git a/packages/cubejs-server/src/websocket-server.ts b/packages/cubejs-server/src/websocket-server.ts
index 6e4b101ccd23d..971c04db1d19f 100644
--- a/packages/cubejs-server/src/websocket-server.ts
+++ b/packages/cubejs-server/src/websocket-server.ts
@@ -36,7 +36,21 @@ export class WebSocketServer {
         throw new Error(`Socket for ${connectionId} is not found found`);
       }
 
-      connectionIdToSocket[connectionId].send(JSON.stringify(message));
+      let messageStr: string;
+
+      if (message.message instanceof ArrayBuffer) {
+        // In case we already have a JSON-serialized query result, we don't want to parse/stringify
+        // it again - it's too expensive, instead we serialize the rest of the message and then
+        // inject query result json into message.
+        const resMsg = new TextDecoder().decode(message.message);
+        message.message = "~XXXXX~";
+        messageStr = JSON.stringify(message);
+        messageStr = messageStr.replace(`"~XXXXX~"`, resMsg);
+      } else {
+        messageStr = JSON.stringify(message);
+      }
+
+      connectionIdToSocket[connectionId].send(messageStr);
     });
 
     this.wsServer.on('connection', (ws) => {

From 677e5db338350019ac8975ad48cba6e8856413a5 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 18 Dec 2024 22:37:09 +0200
Subject: [PATCH 089/128] fix yarn lock

---
 yarn.lock | 34 ----------------------------------
 1 file changed, 34 deletions(-)

diff --git a/yarn.lock b/yarn.lock
index 82230ebe0e521..e81a341037e3c 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -5303,11 +5303,6 @@
     tiny-invariant "^1.3.3"
     valid-url "^1.0.9"
 
-"@cubejs-backend/cubesql@1.1.9":
-  version "1.1.9"
-  resolved "https://registry.yarnpkg.com/@cubejs-backend/cubesql/-/cubesql-1.1.9.tgz#d87e7ec0a0ff9776242ad7ba6015fbc68ccd0a47"
-  integrity sha512-3BFNxFQOY/hPBtLGrrSJ1xVVZsz1K/IzDXfdHyjSCOh38GOXHPy6tC77+MEIGcvjIrPO2me77FZ4P5cZjKGgKg==
-
 "@cubejs-backend/dotenv@^9.0.2":
   version "9.0.2"
   resolved "https://registry.yarnpkg.com/@cubejs-backend/dotenv/-/dotenv-9.0.2.tgz#c3679091b702f0fd38de120c5a63943fcdc0dcbf"
@@ -5324,15 +5319,6 @@
     uuid "9.0.0"
     winston "3.8.2"
 
-"@cubejs-backend/native@1.1.9":
-  version "1.1.9"
-  resolved "https://registry.yarnpkg.com/@cubejs-backend/native/-/native-1.1.9.tgz#66cec2caa56ae6a9369c042ddfaf0896ec2d80c9"
-  integrity sha512-HA9yVlI0UDvKbKjKK+cFmGgSbUfwIyp41X1q+NATzmWGFFVlzth3iS2YJ/H7Mshng6FqmCphzmshaGrSWs4cCw==
-  dependencies:
-    "@cubejs-backend/cubesql" "1.1.9"
-    "@cubejs-backend/shared" "1.1.8"
-    "@cubejs-infra/post-installer" "^0.0.7"
-
 "@cubejs-backend/shared@0.33.20":
   version "0.33.20"
   resolved "https://registry.yarnpkg.com/@cubejs-backend/shared/-/shared-0.33.20.tgz#3d9fa60041599cca9fe4c04df05daa4b8ab8675f"
@@ -5353,26 +5339,6 @@
     throttle-debounce "^3.0.1"
     uuid "^8.3.2"
 
-"@cubejs-backend/shared@1.1.8":
-  version "1.1.8"
-  resolved "https://registry.yarnpkg.com/@cubejs-backend/shared/-/shared-1.1.8.tgz#3bca511f0f779edc22c2f684a7f76bc52577e9a1"
-  integrity sha512-DtW4w3ha/nsgWYPwWPvifmMNEHM85Kdv2jg/apZaqTd4HtgXzX71GNSrz2dH03gihuJnYsZBZrZMpqYjdZkKdA==
-  dependencies:
-    "@oclif/color" "^0.1.2"
-    bytes "^3.1.0"
-    cli-progress "^3.9.0"
-    cross-spawn "^7.0.3"
-    decompress "^4.2.1"
-    env-var "^6.3.0"
-    fs-extra "^9.1.0"
-    http-proxy-agent "^4.0.1"
-    moment-range "^4.0.1"
-    moment-timezone "^0.5.33"
-    node-fetch "^2.6.1"
-    shelljs "^0.8.5"
-    throttle-debounce "^3.0.1"
-    uuid "^8.3.2"
-
 "@cubejs-infra/post-installer@^0.0.7":
   version "0.0.7"
   resolved "https://registry.yarnpkg.com/@cubejs-infra/post-installer/-/post-installer-0.0.7.tgz#a28d2d03e5b7b69a64020d75194a7078cf911d2d"

From cfb2f45d1579f2884f48969dd1c07bac75b44829 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 19 Dec 2024 11:37:50 +0200
Subject: [PATCH 090/128] =?UTF-8?q?attempt=20to=C2=A0fix=20native=20build/?=
 =?UTF-8?q?test=20in=C2=A0cloud=20integration=20tests=20in=20CI?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/cloud.yml | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/.github/workflows/cloud.yml b/.github/workflows/cloud.yml
index 81ea469639f83..528c4b5eedf01 100644
--- a/.github/workflows/cloud.yml
+++ b/.github/workflows/cloud.yml
@@ -59,15 +59,31 @@ jobs:
       matrix:
         node-version: [ 20.x ]
         db: [ 'athena', 'bigquery', 'snowflake' ]
+        target: [ "x86_64-unknown-linux-gnu" ]
       fail-fast: false
 
     steps:
       - name: Checkout
         uses: actions/checkout@v4
+      - name: Install Rust
+        uses: actions-rust-lang/setup-rust-toolchain@v1
+        with:
+          toolchain: nightly-2024-07-15
+          # override: true # this is by default on
+          rustflags: ""
+          components: rustfmt
+          target: ${{ matrix.target }}
       - name: Install Node.js ${{ matrix.node-version }}
         uses: actions/setup-node@v4
         with:
           node-version: ${{ matrix.node-version }}
+      - name: Install cargo-cp-artifact
+        run: npm install -g cargo-cp-artifact@0.1
+      - uses: Swatinem/rust-cache@v2
+        with:
+          workspaces: ./packages/cubejs-backend-native
+          key: native-${{ runner.OS }}-${{ matrix.target }}
+          shared-key: native-${{ runner.OS }}-${{ matrix.target }}
       - name: Get yarn cache directory path
         id: yarn-cache-dir-path
         run: echo "dir=$(yarn cache dir)" >> "$GITHUB_OUTPUT"
@@ -87,6 +103,8 @@ jobs:
         run: yarn build
       - name: Lerna tsc
         run: yarn tsc
+      - name: Build native (no python)
+        run: cd packages/cubejs-backend-native && npm run native:build-release
       - name: Run Integration tests for ${{ matrix.db }} matrix
         timeout-minutes: 30
         env:

From fdaad921f7b4d101c884577c5ffa8de8e33b2041 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 19 Dec 2024 20:23:51 +0200
Subject: [PATCH 091/128] =?UTF-8?q?recreated=20unit=20tests=20for=C2=A0tra?=
 =?UTF-8?q?nsform=20data=20in=C2=A0native?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../test/helpers/transformData.test.ts        | 1337 ---------------
 .../src/query_result_transform.rs             | 1518 ++++++++++++++++-
 2 files changed, 1507 insertions(+), 1348 deletions(-)
 delete mode 100644 packages/cubejs-api-gateway/test/helpers/transformData.test.ts

diff --git a/packages/cubejs-api-gateway/test/helpers/transformData.test.ts b/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
deleted file mode 100644
index 52d637817bf7d..0000000000000
--- a/packages/cubejs-api-gateway/test/helpers/transformData.test.ts
+++ /dev/null
@@ -1,1337 +0,0 @@
-/**
- * @license Apache-2.0
- * @copyright Cube Dev, Inc.
- * @fileoverview transformData related helpers unit tests.
- */
-
-/* globals describe,test,expect */
-/* eslint-disable import/no-duplicates */
-/* eslint-disable @typescript-eslint/no-duplicate-imports */
-
-import {
-  QueryTimeDimension,
-  NormalizedQuery,
-} from '../../src/types/query';
-import {
-  QueryType as QueryTypeEnum,
-  ResultType as ResultTypeEnum,
-} from '../../src/types/enums';
-import {
-  ConfigItem,
-} from '../../src/helpers/prepareAnnotation';
-import transformDataDefault
-  from '../../src/helpers/transformData';
-import {
-  COMPARE_DATE_RANGE_FIELD,
-  COMPARE_DATE_RANGE_SEPARATOR,
-  BLENDING_QUERY_KEY_PREFIX,
-  BLENDING_QUERY_RES_SEPARATOR,
-  MEMBER_SEPARATOR,
-  getDateRangeValue,
-  getBlendingQueryKey,
-  getBlendingResponseKey,
-  getMembers,
-  getCompactRow,
-  getVanillaRow,
-  transformData,
-} from '../../src/helpers/transformData';
-import {
-  QueryType,
-} from '../../src/types/strings';
-import { DBResponseValue } from '../../src/types/responses';
-
-const mockData = {
-  regular_discount_by_city: {
-    query: {
-      dimensions: [
-        'ECommerceRecordsUs2021.city'
-      ],
-      measures: [
-        'ECommerceRecordsUs2021.avg_discount'
-      ],
-      limit: 2
-    },
-    data: {
-      aliasToMemberNameMap: {
-        e_commerce_records_us2021__avg_discount: 'ECommerceRecordsUs2021.avg_discount',
-        e_commerce_records_us2021__city: 'ECommerceRecordsUs2021.city'
-      },
-      annotation: {
-        'ECommerceRecordsUs2021.avg_discount': {
-          title: 'E Commerce Records Us2021 Avg Discount',
-          shortTitle: 'Avg Discount',
-          type: 'number',
-          drillMembers: [],
-          drillMembersGrouped: {
-            measures: [],
-            dimensions: []
-          }
-        },
-        'ECommerceRecordsUs2021.city': {
-          title: 'E Commerce Records Us2021 City',
-          shortTitle: 'City',
-          type: 'string'
-        }
-      },
-      data: [
-        {
-          e_commerce_records_us2021__city: 'Missouri City',
-          e_commerce_records_us2021__avg_discount: '0.80000000000000000000'
-        },
-        {
-          e_commerce_records_us2021__city: 'Abilene',
-          e_commerce_records_us2021__avg_discount: '0.80000000000000000000'
-        }
-      ],
-      query: {
-        dimensions: [
-          'ECommerceRecordsUs2021.city'
-        ],
-        measures: [
-          'ECommerceRecordsUs2021.avg_discount'
-        ],
-        limit: 2,
-        rowLimit: 2,
-        timezone: 'UTC',
-        order: [],
-        filters: [],
-        timeDimensions: []
-      },
-      queryType: 'regularQuery',
-      result_default: [
-        {
-          'ECommerceRecordsUs2021.city': 'Missouri City',
-          'ECommerceRecordsUs2021.avg_discount': '0.80000000000000000000'
-        },
-        {
-          'ECommerceRecordsUs2021.city': 'Abilene',
-          'ECommerceRecordsUs2021.avg_discount': '0.80000000000000000000'
-        }
-      ],
-      result_compact: {
-        members: ['ECommerceRecordsUs2021.city', 'ECommerceRecordsUs2021.avg_discount'],
-        dataset: [['Missouri City', '0.80000000000000000000'], ['Abilene', '0.80000000000000000000']],
-      }
-    }
-  },
-  regular_profit_by_postal_code: {
-    query: {
-      dimensions: [
-        'ECommerceRecordsUs2021.postalCode'
-      ],
-      measures: [
-        'ECommerceRecordsUs2021.avg_profit'
-      ],
-      limit: 2
-    },
-    data: {
-      aliasToMemberNameMap: {
-        e_commerce_records_us2021__avg_profit: 'ECommerceRecordsUs2021.avg_profit',
-        e_commerce_records_us2021__postal_code: 'ECommerceRecordsUs2021.postalCode'
-      },
-      annotation: {
-        'ECommerceRecordsUs2021.avg_profit': {
-          title: 'E Commerce Records Us2021 Avg Profit',
-          shortTitle: 'Avg Profit',
-          type: 'number',
-          drillMembers: [],
-          drillMembersGrouped: {
-            measures: [],
-            dimensions: []
-          }
-        },
-        'ECommerceRecordsUs2021.postalCode': {
-          title: 'E Commerce Records Us2021 Postal Code',
-          shortTitle: 'Postal Code',
-          type: 'string'
-        }
-      },
-      data: [
-        {
-          e_commerce_records_us2021__postal_code: '95823',
-          e_commerce_records_us2021__avg_profit: '646.1258666666666667'
-        },
-        {
-          e_commerce_records_us2021__postal_code: '64055',
-          e_commerce_records_us2021__avg_profit: '487.8315000000000000'
-        }
-      ],
-      query: {
-        dimensions: [
-          'ECommerceRecordsUs2021.postalCode'
-        ],
-        measures: [
-          'ECommerceRecordsUs2021.avg_profit'
-        ],
-        limit: 2,
-        rowLimit: 2,
-        timezone: 'UTC',
-        order: [],
-        filters: [],
-        timeDimensions: []
-      },
-      queryType: 'regularQuery',
-      result_default: [
-        {
-          'ECommerceRecordsUs2021.postalCode': '95823',
-          'ECommerceRecordsUs2021.avg_profit': '646.1258666666666667'
-        },
-        {
-          'ECommerceRecordsUs2021.postalCode': '64055',
-          'ECommerceRecordsUs2021.avg_profit': '487.8315000000000000'
-        }
-      ],
-      result_compact: {
-        members: [
-          'ECommerceRecordsUs2021.postalCode',
-          'ECommerceRecordsUs2021.avg_profit',
-        ],
-        dataset: [
-          ['95823', '646.1258666666666667'],
-          ['64055', '487.8315000000000000']
-        ],
-      }
-    }
-  },
-  compare_date_range_count_by_order_date: {
-    http_params: {
-      queryType: 'whatever value or nothing, \'multi\' to apply pivot transformation'
-    },
-    query: {
-      measures: ['ECommerceRecordsUs2021.count'],
-      timeDimensions: [
-        {
-          dimension: 'ECommerceRecordsUs2021.orderDate',
-          granularity: 'day',
-          compareDateRange: [
-            ['2020-01-01', '2020-01-31'],
-            ['2020-03-01', '2020-03-31']
-          ]
-        }
-      ],
-      limit: 2
-    },
-    data: [{
-      aliasToMemberNameMap: {
-        e_commerce_records_us2021__count: 'ECommerceRecordsUs2021.count',
-        e_commerce_records_us2021__order_date_day: 'ECommerceRecordsUs2021.orderDate.day'
-      },
-      annotation: {
-        'ECommerceRecordsUs2021.count': {
-          title: 'E Commerce Records Us2021 Count',
-          shortTitle: 'Count',
-          type: 'number',
-          drillMembers: [
-            'ECommerceRecordsUs2021.city',
-            'ECommerceRecordsUs2021.country',
-            'ECommerceRecordsUs2021.customerId',
-            'ECommerceRecordsUs2021.orderId',
-            'ECommerceRecordsUs2021.productId',
-            'ECommerceRecordsUs2021.productName',
-            'ECommerceRecordsUs2021.orderDate'
-          ],
-          drillMembersGrouped: {
-            measures: [],
-            dimensions: [
-              'ECommerceRecordsUs2021.city',
-              'ECommerceRecordsUs2021.country',
-              'ECommerceRecordsUs2021.customerId',
-              'ECommerceRecordsUs2021.orderId',
-              'ECommerceRecordsUs2021.productId',
-              'ECommerceRecordsUs2021.productName',
-              'ECommerceRecordsUs2021.orderDate'
-            ]
-          }
-        },
-        'ECommerceRecordsUs2021.orderDate.day': {
-          title: 'E Commerce Records Us2021 Order Date',
-          shortTitle: 'Order Date',
-          type: 'time'
-        },
-        'ECommerceRecordsUs2021.orderDate': {
-          title: 'E Commerce Records Us2021 Order Date',
-          shortTitle: 'Order Date',
-          type: 'time'
-        }
-      },
-      data: [
-        {
-          e_commerce_records_us2021__order_date_day: '2020-01-01T00:00:00.000',
-          e_commerce_records_us2021__count: '10'
-        },
-        {
-          e_commerce_records_us2021__order_date_day: '2020-01-02T00:00:00.000',
-          e_commerce_records_us2021__count: '8'
-        }
-      ],
-      query: {
-        measures: [
-          'ECommerceRecordsUs2021.count'
-        ],
-        timeDimensions: [
-          {
-            dimension: 'ECommerceRecordsUs2021.orderDate',
-            granularity: 'day',
-            dateRange: [
-              '2020-01-01T00:00:00.000',
-              '2020-01-31T23:59:59.999'
-            ]
-          }
-        ],
-        limit: 2,
-        rowLimit: 2,
-        timezone: 'UTC',
-        order: [],
-        filters: [],
-        dimensions: []
-      },
-      queryType: 'compareDateRangeQuery',
-      result_default: [
-        {
-          'ECommerceRecordsUs2021.orderDate.day': '2020-01-01T00:00:00.000',
-          'ECommerceRecordsUs2021.orderDate': '2020-01-01T00:00:00.000',
-          'ECommerceRecordsUs2021.count': '10',
-          compareDateRange: '2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999'
-        },
-        {
-          'ECommerceRecordsUs2021.orderDate.day': '2020-01-02T00:00:00.000',
-          'ECommerceRecordsUs2021.orderDate': '2020-01-02T00:00:00.000',
-          'ECommerceRecordsUs2021.count': '8',
-          compareDateRange: '2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999'
-        }
-      ],
-      result_compact: {
-        members: [
-          'ECommerceRecordsUs2021.orderDate.day',
-          'ECommerceRecordsUs2021.orderDate',
-          'ECommerceRecordsUs2021.count',
-          'compareDateRange',
-        ],
-        dataset: [
-          [
-            '2020-01-01T00:00:00.000',
-            '2020-01-01T00:00:00.000',
-            '10',
-            '2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999',
-          ],
-          [
-            '2020-01-02T00:00:00.000',
-            '2020-01-02T00:00:00.000',
-            '8',
-            '2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999'
-          ],
-        ],
-      },
-    }, {
-      aliasToMemberNameMap: {
-        e_commerce_records_us2021__count: 'ECommerceRecordsUs2021.count',
-        e_commerce_records_us2021__order_date_day: 'ECommerceRecordsUs2021.orderDate.day'
-      },
-      annotation: {
-        'ECommerceRecordsUs2021.count': {
-          title: 'E Commerce Records Us2021 Count',
-          shortTitle: 'Count',
-          type: 'number',
-          drillMembers: [
-            'ECommerceRecordsUs2021.city',
-            'ECommerceRecordsUs2021.country',
-            'ECommerceRecordsUs2021.customerId',
-            'ECommerceRecordsUs2021.orderId',
-            'ECommerceRecordsUs2021.productId',
-            'ECommerceRecordsUs2021.productName',
-            'ECommerceRecordsUs2021.orderDate'
-          ],
-          drillMembersGrouped: {
-            measures: [],
-            dimensions: [
-              'ECommerceRecordsUs2021.city',
-              'ECommerceRecordsUs2021.country',
-              'ECommerceRecordsUs2021.customerId',
-              'ECommerceRecordsUs2021.orderId',
-              'ECommerceRecordsUs2021.productId',
-              'ECommerceRecordsUs2021.productName',
-              'ECommerceRecordsUs2021.orderDate'
-            ]
-          }
-        },
-        'ECommerceRecordsUs2021.orderDate.day': {
-          title: 'E Commerce Records Us2021 Order Date',
-          shortTitle: 'Order Date',
-          type: 'time'
-        },
-        'ECommerceRecordsUs2021.orderDate': {
-          title: 'E Commerce Records Us2021 Order Date',
-          shortTitle: 'Order Date',
-          type: 'time'
-        }
-      },
-      data: [
-        {
-          e_commerce_records_us2021__order_date_day: '2020-03-02T00:00:00.000',
-          e_commerce_records_us2021__count: '11'
-        },
-        {
-          e_commerce_records_us2021__order_date_day: '2020-03-03T00:00:00.000',
-          e_commerce_records_us2021__count: '7'
-        }
-      ],
-      query: {
-        measures: [
-          'ECommerceRecordsUs2021.count'
-        ],
-        timeDimensions: [
-          {
-            dimension: 'ECommerceRecordsUs2021.orderDate',
-            granularity: 'day',
-            dateRange: [
-              '2020-03-01T00:00:00.000',
-              '2020-03-31T23:59:59.999'
-            ]
-          }
-        ],
-        limit: 2,
-        rowLimit: 2,
-        timezone: 'UTC',
-        order: [],
-        filters: [],
-        dimensions: []
-      },
-      queryType: 'compareDateRangeQuery',
-      result_default: [
-        {
-          'ECommerceRecordsUs2021.orderDate.day': '2020-03-02T00:00:00.000',
-          'ECommerceRecordsUs2021.orderDate': '2020-03-02T00:00:00.000',
-          'ECommerceRecordsUs2021.count': '11',
-          compareDateRange: '2020-03-01T00:00:00.000 - 2020-03-31T23:59:59.999'
-        },
-        {
-          'ECommerceRecordsUs2021.orderDate.day': '2020-03-03T00:00:00.000',
-          'ECommerceRecordsUs2021.orderDate': '2020-03-03T00:00:00.000',
-          'ECommerceRecordsUs2021.count': '7',
-          compareDateRange: '2020-03-01T00:00:00.000 - 2020-03-31T23:59:59.999'
-        }
-      ],
-      result_compact: {
-        members: [
-          'ECommerceRecordsUs2021.orderDate.day',
-          'ECommerceRecordsUs2021.orderDate',
-          'ECommerceRecordsUs2021.count',
-          'compareDateRange',
-        ],
-        dataset: [
-          [
-            '2020-03-02T00:00:00.000',
-            '2020-03-02T00:00:00.000',
-            '11',
-            '2020-03-01T00:00:00.000 - 2020-03-31T23:59:59.999',
-          ],
-          [
-            '2020-03-03T00:00:00.000',
-            '2020-03-03T00:00:00.000',
-            '7',
-            '2020-03-01T00:00:00.000 - 2020-03-31T23:59:59.999'
-          ],
-        ],
-      },
-    }]
-  },
-  blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode: {
-    http_params: {
-      queryType: 'whatever value or nothing, \'multi\' to apply pivot transformation'
-    },
-    query: [{
-      measures: ['ECommerceRecordsUs2021.avg_discount'],
-      timeDimensions: [
-        {
-          dimension: 'ECommerceRecordsUs2021.orderDate',
-          granularity: 'month',
-          dateRange: ['2020-01-01', '2020-12-30']
-        }
-      ],
-      filters: [{
-        member: 'ECommerceRecordsUs2021.shipMode',
-        operator: 'equals',
-        values: ['Standard Class']
-      }],
-      limit: 2
-    }, {
-      measures: ['ECommerceRecordsUs2021.avg_discount'],
-      timeDimensions: [
-        {
-          dimension: 'ECommerceRecordsUs2021.orderDate',
-          granularity: 'month',
-          dateRange: ['2020-01-01', '2020-12-30']
-        }
-      ],
-      filters: [{
-        member: 'ECommerceRecordsUs2021.shipMode',
-        operator: 'equals',
-        values: ['First Class']
-      }],
-      limit: 2
-    }],
-    data: [{
-      aliasToMemberNameMap: {
-        e_commerce_records_us2021__avg_discount: 'ECommerceRecordsUs2021.avg_discount',
-        e_commerce_records_us2021__order_date_month: 'ECommerceRecordsUs2021.orderDate.month'
-      },
-      annotation: {
-        'ECommerceRecordsUs2021.avg_discount': {
-          title: 'E Commerce Records Us2021 Avg Discount',
-          shortTitle: 'Avg Discount',
-          type: 'number',
-          drillMembers: [],
-          drillMembersGrouped: {
-            measures: [],
-            dimensions: []
-          }
-        },
-        'ECommerceRecordsUs2021.orderDate.month': {
-          title: 'E Commerce Records Us2021 Order Date',
-          shortTitle: 'Order Date',
-          type: 'time'
-        },
-        'ECommerceRecordsUs2021.orderDate': {
-          title: 'E Commerce Records Us2021 Order Date',
-          shortTitle: 'Order Date',
-          type: 'time'
-        }
-      },
-      data: [
-        {
-          e_commerce_records_us2021__order_date_month: '2020-01-01T00:00:00.000',
-          e_commerce_records_us2021__avg_discount: '0.15638297872340425532'
-        },
-        {
-          e_commerce_records_us2021__order_date_month: '2020-02-01T00:00:00.000',
-          e_commerce_records_us2021__avg_discount: '0.17573529411764705882'
-        }
-      ],
-      query: {
-        measures: [
-          'ECommerceRecordsUs2021.avg_discount'
-        ],
-        timeDimensions: [
-          {
-            dimension: 'ECommerceRecordsUs2021.orderDate',
-            granularity: 'month',
-            dateRange: [
-              '2020-01-01T00:00:00.000',
-              '2020-12-30T23:59:59.999'
-            ]
-          }
-        ],
-        filters: [
-          {
-            operator: 'equals',
-            values: [
-              'Standard Class'
-            ],
-            member: 'ECommerceRecordsUs2021.shipMode'
-          }
-        ],
-        limit: 2,
-        rowLimit: 2,
-        timezone: 'UTC',
-        order: [],
-        dimensions: []
-      },
-      queryType: 'blendingQuery',
-      result_default: [
-        {
-          'ECommerceRecordsUs2021.orderDate.month': '2020-01-01T00:00:00.000',
-          'ECommerceRecordsUs2021.orderDate': '2020-01-01T00:00:00.000',
-          'ECommerceRecordsUs2021.avg_discount': '0.15638297872340425532',
-          'time.month': '2020-01-01T00:00:00.000'
-        },
-        {
-          'ECommerceRecordsUs2021.orderDate.month': '2020-02-01T00:00:00.000',
-          'ECommerceRecordsUs2021.orderDate': '2020-02-01T00:00:00.000',
-          'ECommerceRecordsUs2021.avg_discount': '0.17573529411764705882',
-          'time.month': '2020-02-01T00:00:00.000'
-        }
-      ],
-      result_compact: {
-        members: [
-          'ECommerceRecordsUs2021.orderDate.month',
-          'ECommerceRecordsUs2021.orderDate',
-          'ECommerceRecordsUs2021.avg_discount',
-          'time.month',
-        ],
-        dataset: [
-          [
-            '2020-01-01T00:00:00.000',
-            '2020-01-01T00:00:00.000',
-            '0.15638297872340425532',
-            '2020-01-01T00:00:00.000',
-          ],
-          [
-            '2020-02-01T00:00:00.000',
-            '2020-02-01T00:00:00.000',
-            '0.17573529411764705882',
-            '2020-02-01T00:00:00.000',
-          ],
-        ],
-      },
-    }, {
-      aliasToMemberNameMap: {
-        e_commerce_records_us2021__avg_discount: 'ECommerceRecordsUs2021.avg_discount',
-        e_commerce_records_us2021__order_date_month: 'ECommerceRecordsUs2021.orderDate.month'
-      },
-      annotation: {
-        'ECommerceRecordsUs2021.avg_discount': {
-          title: 'E Commerce Records Us2021 Avg Discount',
-          shortTitle: 'Avg Discount',
-          type: 'number',
-          drillMembers: [],
-          drillMembersGrouped: {
-            measures: [],
-            dimensions: []
-          }
-        },
-        'ECommerceRecordsUs2021.orderDate.month': {
-          title: 'E Commerce Records Us2021 Order Date',
-          shortTitle: 'Order Date',
-          type: 'time'
-        },
-        'ECommerceRecordsUs2021.orderDate': {
-          title: 'E Commerce Records Us2021 Order Date',
-          shortTitle: 'Order Date',
-          type: 'time'
-        }
-      },
-      data: [
-        {
-          e_commerce_records_us2021__order_date_month: '2020-01-01T00:00:00.000',
-          e_commerce_records_us2021__avg_discount: '0.28571428571428571429'
-        },
-        {
-          e_commerce_records_us2021__order_date_month: '2020-02-01T00:00:00.000',
-          e_commerce_records_us2021__avg_discount: '0.21777777777777777778'
-        }
-      ],
-      query: {
-        measures: [
-          'ECommerceRecordsUs2021.avg_discount'
-        ],
-        timeDimensions: [
-          {
-            dimension: 'ECommerceRecordsUs2021.orderDate',
-            granularity: 'month',
-            dateRange: [
-              '2020-01-01T00:00:00.000',
-              '2020-12-30T23:59:59.999'
-            ]
-          }
-        ],
-        filters: [
-          {
-            operator: 'equals',
-            values: [
-              'First Class'
-            ],
-            member: 'ECommerceRecordsUs2021.shipMode'
-          }
-        ],
-        limit: 2,
-        rowLimit: 2,
-        timezone: 'UTC',
-        order: [],
-        dimensions: []
-      },
-      queryType: 'blendingQuery',
-      result_default: [{
-        'ECommerceRecordsUs2021.orderDate.month': '2020-01-01T00:00:00.000',
-        'ECommerceRecordsUs2021.orderDate': '2020-01-01T00:00:00.000',
-        'ECommerceRecordsUs2021.avg_discount': '0.28571428571428571429',
-        'time.month': '2020-01-01T00:00:00.000'
-      },
-      {
-        'ECommerceRecordsUs2021.orderDate.month': '2020-02-01T00:00:00.000',
-        'ECommerceRecordsUs2021.orderDate': '2020-02-01T00:00:00.000',
-        'ECommerceRecordsUs2021.avg_discount': '0.21777777777777777778',
-        'time.month': '2020-02-01T00:00:00.000'
-      }],
-      result_compact: {
-        members: [
-          'ECommerceRecordsUs2021.orderDate.month',
-          'ECommerceRecordsUs2021.orderDate',
-          'ECommerceRecordsUs2021.avg_discount',
-          'time.month',
-        ],
-        dataset: [
-          [
-            '2020-01-01T00:00:00.000',
-            '2020-01-01T00:00:00.000',
-            '0.28571428571428571429',
-            '2020-01-01T00:00:00.000',
-          ],
-          [
-            '2020-02-01T00:00:00.000',
-            '2020-02-01T00:00:00.000',
-            '0.21777777777777777778',
-            '2020-02-01T00:00:00.000',
-          ],
-        ],
-      },
-    }]
-  }
-};
-
-describe('transformData helpers', () => {
-  test('export looks as expected', () => {
-    expect(transformDataDefault).toBeDefined();
-    expect(COMPARE_DATE_RANGE_FIELD).toBeDefined();
-    expect(COMPARE_DATE_RANGE_SEPARATOR).toBeDefined();
-    expect(BLENDING_QUERY_KEY_PREFIX).toBeDefined();
-    expect(BLENDING_QUERY_RES_SEPARATOR).toBeDefined();
-    expect(MEMBER_SEPARATOR).toBeDefined();
-    expect(getDateRangeValue).toBeDefined();
-    expect(getBlendingQueryKey).toBeDefined();
-    expect(getBlendingResponseKey).toBeDefined();
-    expect(getMembers).toBeDefined();
-    expect(getCompactRow).toBeDefined();
-    expect(getVanillaRow).toBeDefined();
-    expect(transformData).toBeDefined();
-    expect(transformData).toEqual(transformDataDefault);
-  });
-
-  test('getDateRangeValue helper', () => {
-    const timeDimensions = JSON.parse(
-      JSON.stringify(
-        mockData
-          .blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode
-          .data[0]
-          .query
-          .timeDimensions
-      )
-    ) as QueryTimeDimension[];
-
-    expect(() => { getDateRangeValue(); }).toThrow(
-      'QueryTimeDimension should be specified ' +
-      'for the compare date range query.'
-    );
-
-    expect(() => {
-      getDateRangeValue([
-        { prop: 'val' } as unknown as QueryTimeDimension
-      ]);
-    }).toThrow(
-      `${'Inconsistent QueryTimeDimension configuration ' +
-      'for the compare date range query, dateRange required: '}${
-        ({ prop: 'val' }).toString()}`
-    );
-
-    expect(() => {
-      getDateRangeValue([
-        { dateRange: 'val' } as unknown as QueryTimeDimension
-      ]);
-    }).toThrow(
-      'Inconsistent dateRange configuration for the ' +
-      'compare date range query: val'
-    );
-
-    expect(getDateRangeValue(timeDimensions)).toEqual(
-      `${
-        // @ts-ignore
-        timeDimensions[0].dateRange[0]
-      }${
-        COMPARE_DATE_RANGE_SEPARATOR
-      }${
-        // @ts-ignore
-        timeDimensions[0].dateRange[1]
-      }`
-    );
-  });
-
-  test('getBlendingQueryKey helper', () => {
-    const timeDimensions = JSON.parse(
-      JSON.stringify(
-        mockData
-          .blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode
-          .data[0]
-          .query
-          .timeDimensions
-      )
-    ) as QueryTimeDimension[];
-
-    expect(() => {
-      getBlendingQueryKey();
-    }).toThrow(
-      'QueryTimeDimension should be specified ' +
-      'for the blending query.'
-    );
-
-    expect(() => {
-      getBlendingQueryKey([
-        { prop: 'val' } as unknown as QueryTimeDimension
-      ]);
-    }).toThrow(
-      'Inconsistent QueryTimeDimension configuration ' +
-      `for the blending query, granularity required: ${
-        ({ prop: 'val' }).toString()}`
-    );
-
-    expect(getBlendingQueryKey(timeDimensions))
-      .toEqual(`${
-        BLENDING_QUERY_KEY_PREFIX
-      }${
-        timeDimensions[0].granularity
-      }`);
-  });
-
-  test('getBlendingResponseKey helper', () => {
-    const timeDimensions = JSON.parse(
-      JSON.stringify(
-        mockData
-          .blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode
-          .data[0]
-          .query
-          .timeDimensions
-      )
-    ) as QueryTimeDimension[];
-
-    expect(() => {
-      getBlendingResponseKey();
-    }).toThrow(
-      'QueryTimeDimension should be specified ' +
-      'for the blending query.'
-    );
-
-    expect(() => {
-      getBlendingResponseKey([
-        { prop: 'val' } as unknown as QueryTimeDimension
-      ]);
-    }).toThrow(
-      'Inconsistent QueryTimeDimension configuration ' +
-      `for the blending query, granularity required: ${
-        ({ prop: 'val' }).toString()}`
-    );
-
-    expect(() => {
-      getBlendingResponseKey([
-        { granularity: 'day' } as unknown as QueryTimeDimension
-      ]);
-    }).toThrow(
-      'Inconsistent QueryTimeDimension configuration ' +
-      `for the blending query, dimension required: ${
-        ({ granularity: 'day' }).toString()}`
-    );
-
-    expect(getBlendingResponseKey(timeDimensions))
-      .toEqual(`${
-        timeDimensions[0].dimension
-      }${
-        BLENDING_QUERY_RES_SEPARATOR
-      }${
-        timeDimensions[0].granularity
-      }`);
-  });
-
-  test('getMembers helper', () => {
-    let data;
-
-    // throw
-    data = JSON.parse(
-      JSON.stringify(mockData.regular_profit_by_postal_code.data)
-    );
-    data.aliasToMemberNameMap = {};
-    expect(() => {
-      getMembers(
-        data.queryType as QueryTypeEnum,
-        data.query as unknown as NormalizedQuery,
-        data.data as { [sqlAlias: string]: DBResponseValue }[],
-        data.aliasToMemberNameMap,
-        data.annotation,
-      );
-    }).toThrow(
-      'You requested hidden member: \'e_commerce_records_us2021__postal_code\'. ' +
-      'Please make it visible using `shown: true`. Please note primaryKey fields are ' +
-      '`shown: false` by default: ' +
-      'https://cube.dev/docs/schema/reference/joins#setting-a-primary-key.'
-    );
-
-    // regular
-    data = JSON.parse(
-      JSON.stringify(mockData.regular_profit_by_postal_code.data)
-    );
-    data.data = [];
-    expect(getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    )).toEqual({});
-
-    data = JSON.parse(
-      JSON.stringify(mockData.regular_profit_by_postal_code.data)
-    );
-    expect(getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    )).toEqual({
-      'ECommerceRecordsUs2021.postalCode': 'e_commerce_records_us2021__postal_code',
-      'ECommerceRecordsUs2021.avg_profit': 'e_commerce_records_us2021__avg_profit'
-    });
-
-    // compare date range
-    data = JSON.parse(
-      JSON.stringify(mockData.compare_date_range_count_by_order_date.data[0])
-    );
-    data.data = [];
-    expect(getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    )).toEqual({});
-
-    data = JSON.parse(
-      JSON.stringify(mockData.compare_date_range_count_by_order_date.data[0])
-    );
-    expect(getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    )).toEqual({
-      'ECommerceRecordsUs2021.orderDate.day': 'e_commerce_records_us2021__order_date_day',
-      'ECommerceRecordsUs2021.orderDate': 'e_commerce_records_us2021__order_date_day',
-      'ECommerceRecordsUs2021.count': 'e_commerce_records_us2021__count',
-      compareDateRange: 'compareDateRangeQuery',
-    });
-
-    data = JSON.parse(
-      JSON.stringify(mockData.compare_date_range_count_by_order_date.data[1])
-    );
-    expect(getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    )).toEqual({
-      'ECommerceRecordsUs2021.orderDate.day': 'e_commerce_records_us2021__order_date_day',
-      'ECommerceRecordsUs2021.orderDate': 'e_commerce_records_us2021__order_date_day',
-      'ECommerceRecordsUs2021.count': 'e_commerce_records_us2021__count',
-      compareDateRange: 'compareDateRangeQuery',
-    });
-
-    // blending
-    data = JSON.parse(
-      JSON.stringify(
-        mockData
-          .blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode
-          .data[0]
-      )
-    );
-    data.data = [];
-    expect(getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    )).toEqual({});
-
-    data = JSON.parse(
-      JSON.stringify(
-        mockData
-          .blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode
-          .data[0]
-      )
-    );
-    expect(getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    )).toEqual({
-      'ECommerceRecordsUs2021.orderDate.month': 'e_commerce_records_us2021__order_date_month',
-      'ECommerceRecordsUs2021.orderDate': 'e_commerce_records_us2021__order_date_month',
-      'ECommerceRecordsUs2021.avg_discount': 'e_commerce_records_us2021__avg_discount',
-      'time.month': 'e_commerce_records_us2021__order_date_month',
-    });
-
-    data = JSON.parse(
-      JSON.stringify(
-        mockData
-          .blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode
-          .data[1]
-      )
-    );
-    expect(getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    )).toEqual({
-      'ECommerceRecordsUs2021.orderDate.month': 'e_commerce_records_us2021__order_date_month',
-      'ECommerceRecordsUs2021.orderDate': 'e_commerce_records_us2021__order_date_month',
-      'ECommerceRecordsUs2021.avg_discount': 'e_commerce_records_us2021__avg_discount',
-      'time.month': 'e_commerce_records_us2021__order_date_month',
-    });
-  });
-
-  test('getCompactRow helper', () => {
-    let data;
-    let membersMap;
-    let members;
-
-    // regular
-    data = JSON.parse(
-      JSON.stringify(mockData.regular_profit_by_postal_code.data)
-    );
-    membersMap = getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    );
-    members = Object.keys(membersMap);
-    expect(getCompactRow(
-      membersMap,
-      data.annotation as unknown as { [member: string]: ConfigItem },
-      data.queryType as QueryType,
-      members,
-      data.query.timeDimensions as QueryTimeDimension[],
-      data.data[0],
-    )).toEqual(['95823', '646.1258666666666667']);
-
-    data = JSON.parse(
-      JSON.stringify(mockData.regular_discount_by_city.data)
-    );
-    membersMap = getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    );
-    members = Object.keys(membersMap);
-    expect(getCompactRow(
-      membersMap,
-      data.annotation as unknown as { [member: string]: ConfigItem },
-      data.queryType as QueryType,
-      members,
-      data.query.timeDimensions as QueryTimeDimension[],
-      data.data[0],
-    )).toEqual(['Missouri City', '0.80000000000000000000']);
-
-    // compare date range
-    data = JSON.parse(
-      JSON.stringify(mockData.compare_date_range_count_by_order_date.data[0])
-    );
-    membersMap = getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    );
-    members = Object.keys(membersMap);
-    expect(getCompactRow(
-      membersMap,
-      data.annotation as unknown as { [member: string]: ConfigItem },
-      data.queryType as QueryType,
-      members,
-      data.query.timeDimensions as QueryTimeDimension[],
-      data.data[0],
-    )).toEqual([
-      '2020-01-01T00:00:00.000',
-      '2020-01-01T00:00:00.000',
-      '10',
-      '2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999'
-    ]);
-
-    data = JSON.parse(
-      JSON.stringify(mockData.compare_date_range_count_by_order_date.data[0])
-    );
-    membersMap = getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    );
-    members = Object.keys(membersMap);
-    expect(getCompactRow(
-      membersMap,
-      data.annotation as unknown as { [member: string]: ConfigItem },
-      data.queryType as QueryType,
-      members,
-      data.query.timeDimensions as QueryTimeDimension[],
-      data.data[1],
-    )).toEqual([
-      '2020-01-02T00:00:00.000',
-      '2020-01-02T00:00:00.000',
-      '8',
-      '2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999'
-    ]);
-
-    // blending
-    data = JSON.parse(
-      JSON.stringify(mockData.blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode.data[0])
-    );
-    membersMap = getMembers(
-      data.queryType as QueryTypeEnum,
-      data.query as unknown as NormalizedQuery,
-      data.data as { [sqlAlias: string]: DBResponseValue }[],
-      data.aliasToMemberNameMap,
-      data.annotation,
-    );
-    members = Object.keys(membersMap);
-    expect(getCompactRow(
-      membersMap,
-      data.annotation as unknown as { [member: string]: ConfigItem },
-      data.queryType as QueryType,
-      members,
-      data.query.timeDimensions as QueryTimeDimension[],
-      data.data[0],
-    )).toEqual([
-      '2020-01-01T00:00:00.000',
-      '2020-01-01T00:00:00.000',
-      '0.15638297872340425532',
-      '2020-01-01T00:00:00.000',
-    ]);
-  });
-
-  test('getVanilaRow helper', () => {
-    const data = JSON.parse(
-      JSON.stringify(mockData.regular_discount_by_city.data)
-    );
-    delete data.aliasToMemberNameMap.e_commerce_records_us2021__avg_discount;
-    expect(() => getVanillaRow(
-      data.aliasToMemberNameMap,
-      data.annotation as unknown as { [member: string]: ConfigItem },
-      data.queryType as QueryType,
-      data.query as unknown as NormalizedQuery,
-      data.data[0],
-    )).toThrow(
-      'You requested hidden member: \'e_commerce_records_us2021__avg_discount\'. ' +
-      'Please make it visible using `shown: true`. Please note ' +
-      'primaryKey fields are `shown: false` by default: ' +
-      'https://cube.dev/docs/schema/reference/joins#setting-a-primary-key.'
-    );
-  });
-});
-
-describe('transformData default mode', () => {
-  test('regular discount by city', () => {
-    let data;
-
-    data = JSON.parse(
-      JSON.stringify(mockData.regular_discount_by_city.data)
-    );
-    delete data.aliasToMemberNameMap.e_commerce_records_us2021__avg_discount;
-    expect(() => transformData({
-      aliasToMemberNameMap: data.aliasToMemberNameMap,
-      annotation: data.annotation as unknown as { [member: string]: ConfigItem },
-      data: data.data,
-      query: data.query as unknown as NormalizedQuery,
-      queryType: data.queryType as QueryType,
-    })).toThrow();
-
-    data = JSON.parse(
-      JSON.stringify(mockData.regular_discount_by_city.data)
-    );
-    expect(
-      transformData({
-        aliasToMemberNameMap: data.aliasToMemberNameMap,
-        annotation: data.annotation as unknown as { [member: string]: ConfigItem },
-        data: data.data,
-        query: data.query as unknown as NormalizedQuery,
-        queryType: data.queryType as QueryType,
-      })
-    ).toEqual(data.result_default);
-  });
-
-  test('regular profit by postal code', () => {
-    const data = JSON.parse(
-      JSON.stringify(mockData.regular_profit_by_postal_code.data)
-    );
-    expect(
-      transformData({
-        aliasToMemberNameMap: data.aliasToMemberNameMap,
-        annotation: data.annotation as unknown as { [member: string]: ConfigItem },
-        data: data.data,
-        query: data.query as unknown as NormalizedQuery,
-        queryType: data.queryType as QueryType,
-      })
-    ).toEqual(data.result_default);
-  });
-
-  test('compare date range count by order date', () => {
-    const data = JSON.parse(
-      JSON.stringify(mockData.compare_date_range_count_by_order_date.data)
-    );
-
-    expect(
-      transformData({
-        aliasToMemberNameMap: data[0].aliasToMemberNameMap,
-        annotation: data[0].annotation as unknown as { [member: string]: ConfigItem },
-        data: data[0].data,
-        query: data[0].query as unknown as NormalizedQuery,
-        queryType: data[0].queryType as QueryType,
-      })
-    ).toEqual(data[0].result_default);
-
-    expect(
-      transformData({
-        aliasToMemberNameMap: data[1].aliasToMemberNameMap,
-        annotation: data[1].annotation as unknown as { [member: string]: ConfigItem },
-        data: data[1].data,
-        query: data[1].query as unknown as NormalizedQuery,
-        queryType: data[1].queryType as QueryType,
-      })
-    ).toEqual(data[1].result_default);
-  });
-
-  test('blending query avg discount by date range for the first and standard ship mode', () => {
-    const data = JSON.parse(
-      JSON.stringify(
-        mockData
-          .blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode
-          .data
-      )
-    );
-
-    expect(
-      transformData({
-        aliasToMemberNameMap: data[0].aliasToMemberNameMap,
-        annotation: data[0].annotation as unknown as { [member: string]: ConfigItem },
-        data: data[0].data,
-        query: data[0].query as unknown as NormalizedQuery,
-        queryType: data[0].queryType as QueryType,
-      })
-    ).toEqual(data[0].result_default);
-
-    expect(
-      transformData({
-        aliasToMemberNameMap: data[1].aliasToMemberNameMap,
-        annotation: data[1].annotation as unknown as { [member: string]: ConfigItem },
-        data: data[1].data,
-        query: data[1].query as unknown as NormalizedQuery,
-        queryType: data[1].queryType as QueryType,
-      })
-    ).toEqual(data[1].result_default);
-  });
-});
-
-describe('transformData compact mode', () => {
-  test('regular discount by city', () => {
-    let data;
-
-    data = JSON.parse(
-      JSON.stringify(mockData.regular_discount_by_city.data)
-    );
-    delete data.aliasToMemberNameMap.e_commerce_records_us2021__avg_discount;
-    expect(() => transformData({
-      aliasToMemberNameMap: data.aliasToMemberNameMap,
-      annotation: data.annotation as unknown as { [member: string]: ConfigItem },
-      data: data.data,
-      query: data.query as unknown as NormalizedQuery,
-      queryType: data.queryType as QueryType,
-      resType: ResultTypeEnum.COMPACT,
-    })).toThrow();
-
-    data = JSON.parse(
-      JSON.stringify(mockData.regular_discount_by_city.data)
-    );
-    expect(
-      transformData({
-        aliasToMemberNameMap: data.aliasToMemberNameMap,
-        annotation: data.annotation as unknown as { [member: string]: ConfigItem },
-        data: data.data,
-        query: data.query as unknown as NormalizedQuery,
-        queryType: data.queryType as QueryType,
-        resType: ResultTypeEnum.COMPACT,
-      })
-    ).toEqual(data.result_compact);
-  });
-
-  test('regular profit by postal code', () => {
-    const data = JSON.parse(
-      JSON.stringify(mockData.regular_profit_by_postal_code.data)
-    );
-    expect(
-      transformData({
-        aliasToMemberNameMap: data.aliasToMemberNameMap,
-        annotation: data.annotation as unknown as { [member: string]: ConfigItem },
-        data: data.data,
-        query: data.query as unknown as NormalizedQuery,
-        queryType: data.queryType as QueryType,
-        resType: ResultTypeEnum.COMPACT,
-      })
-    ).toEqual(data.result_compact);
-  });
-
-  test('compare date range count by order date', () => {
-    const data = JSON.parse(
-      JSON.stringify(mockData.compare_date_range_count_by_order_date.data)
-    );
-
-    expect(
-      transformData({
-        aliasToMemberNameMap: data[0].aliasToMemberNameMap,
-        annotation: data[0].annotation as unknown as { [member: string]: ConfigItem },
-        data: data[0].data,
-        query: data[0].query as unknown as NormalizedQuery,
-        queryType: data[0].queryType as QueryType,
-        resType: ResultTypeEnum.COMPACT,
-      })
-    ).toEqual(data[0].result_compact);
-
-    expect(
-      transformData({
-        aliasToMemberNameMap: data[1].aliasToMemberNameMap,
-        annotation: data[1].annotation as unknown as { [member: string]: ConfigItem },
-        data: data[1].data,
-        query: data[1].query as unknown as NormalizedQuery,
-        queryType: data[1].queryType as QueryType,
-        resType: ResultTypeEnum.COMPACT,
-      })
-    ).toEqual(data[1].result_compact);
-  });
-
-  test('blending query avg discount by date range for the first and standard ship mode', () => {
-    const data = JSON.parse(
-      JSON.stringify(
-        mockData
-          .blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode
-          .data
-      )
-    );
-
-    expect(
-      transformData({
-        aliasToMemberNameMap: data[0].aliasToMemberNameMap,
-        annotation: data[0].annotation as unknown as { [member: string]: ConfigItem },
-        data: data[0].data,
-        query: data[0].query as unknown as NormalizedQuery,
-        queryType: data[0].queryType as QueryType,
-        resType: ResultTypeEnum.COMPACT,
-      })
-    ).toEqual(data[0].result_compact);
-
-    expect(
-      transformData({
-        aliasToMemberNameMap: data[1].aliasToMemberNameMap,
-        annotation: data[1].annotation as unknown as { [member: string]: ConfigItem },
-        data: data[1].data,
-        query: data[1].query as unknown as NormalizedQuery,
-        queryType: data[1].queryType as QueryType,
-        resType: ResultTypeEnum.COMPACT,
-      })
-    ).toEqual(data[1].result_compact);
-  });
-});
diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index 5d6295463d822..e6dd5cfc74487 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -156,11 +156,16 @@ pub fn get_members(
     db_data: &QueryResult,
     alias_to_member_name_map: &HashMap<String, String>,
     annotation: &HashMap<String, ConfigItem>,
-) -> Result<MembersMap> {
-    let mut members: MembersMap = HashMap::new();
+) -> Result<(MembersMap, Vec<String>)> {
+    let mut members_map: MembersMap = HashMap::new();
+    // Hashmaps don't guarantee the order of the elements while iterating
+    // this fires in get_compact_row because members map doesn't hold the members for
+    // date range queries, which are added later and thus columns in final recordset are not
+    // in sync with the order of members in members list.
+    let mut members_arr: Vec<String> = vec![];
 
     if db_data.columns.is_empty() {
-        return Ok(members);
+        return Ok((members_map, members_arr));
     }
 
     for column in db_data.columns.iter() {
@@ -179,7 +184,8 @@ pub fn get_members(
             );
         }
 
-        members.insert(member_name.clone(), column.clone());
+        members_map.insert(member_name.clone(), column.clone());
+        members_arr.push(member_name.clone());
 
         let path = member_name.split(MEMBER_SEPARATOR).collect::<Vec<&str>>();
         let calc_member = format!("{}{}{}", path[0], MEMBER_SEPARATOR, path[1]);
@@ -191,16 +197,18 @@ pub fn get_members(
                     .any(|dim| *dim == MemberOrMemberExpression::Member(calc_member.clone()))
             })
         {
-            members.insert(calc_member, column.clone());
+            members_map.insert(calc_member.clone(), column.clone());
+            members_arr.push(calc_member);
         }
     }
 
     match query_type {
         QueryType::CompareDateRangeQuery => {
-            members.insert(
+            members_map.insert(
                 COMPARE_DATE_RANGE_FIELD.to_string(),
                 QueryType::CompareDateRangeQuery.to_string(),
             );
+            members_arr.push(COMPARE_DATE_RANGE_FIELD.to_string());
         }
         QueryType::BlendingQuery => {
             let blending_key = get_blending_query_key(query.time_dimensions.as_ref())
@@ -210,13 +218,15 @@ pub fn get_members(
                 .as_ref()
                 .and_then(|dims| dims.first().cloned())
             {
-                members.insert(blending_key, dim.dimension.clone());
+                let val = members_map.get(&dim.dimension).unwrap();
+                members_map.insert(blending_key.clone(), val.clone());
+                members_arr.push(blending_key);
             }
         }
         _ => {}
     }
 
-    Ok(members)
+    Ok((members_map, members_arr))
 }
 
 /// Convert DB response object to the compact output format.
@@ -447,7 +457,7 @@ pub fn get_final_cubestore_result_array(
     Ok(())
 }
 
-#[derive(Debug, Clone, Serialize, Deserialize)]
+#[derive(Debug, Clone, Serialize, Deserialize, PartialEq)]
 #[serde(untagged)]
 pub enum TransformedData {
     Compact {
@@ -469,14 +479,13 @@ impl TransformedData {
         let query_type = &request_data.query_type.clone().unwrap_or_default();
         let res_type = request_data.res_type.clone();
 
-        let members_to_alias_map = get_members(
+        let (members_to_alias_map, members) = get_members(
             query_type,
             query,
             cube_store_result,
             alias_to_member_name_map,
             annotation,
         )?;
-        let members: Vec<String> = members_to_alias_map.keys().cloned().collect();
 
         match res_type {
             Some(ResultType::Compact) => {
@@ -648,8 +657,730 @@ impl Display for DBResponseValue {
 #[cfg(test)]
 mod tests {
     use super::*;
+    use crate::transport::JsRawData;
     use anyhow::Result;
     use chrono::{TimeZone, Timelike, Utc};
+    use serde_json::from_str;
+    use std::{fmt, sync::LazyLock};
+
+    type TestSuiteData = HashMap<String, TestData>;
+
+    #[derive(Clone, Deserialize)]
+    #[serde(rename_all = "camelCase")]
+    struct TestData {
+        request: TransformDataRequest,
+        query_result: JsRawData,
+        final_result_default: Option<TransformedData>,
+        final_result_compact: Option<TransformedData>,
+    }
+
+    const TEST_SUITE_JSON: &str = r#"
+{
+  "regular_discount_by_city": {
+    "request": {
+      "aliasToMemberNameMap": {
+        "e_commerce_records_us2021__avg_discount": "ECommerceRecordsUs2021.avg_discount",
+        "e_commerce_records_us2021__city": "ECommerceRecordsUs2021.city"
+      },
+      "annotation": {
+        "ECommerceRecordsUs2021.avg_discount": {
+          "title": "E Commerce Records Us2021 Avg Discount",
+          "shortTitle": "Avg Discount",
+          "type": "number",
+          "drillMembers": [],
+          "drillMembersGrouped": {
+            "measures": [],
+            "dimensions": []
+          }
+        },
+        "ECommerceRecordsUs2021.city": {
+          "title": "E Commerce Records Us2021 City",
+          "shortTitle": "City",
+          "type": "string"
+        }
+      },
+      "query": {
+        "dimensions": [
+          "ECommerceRecordsUs2021.city"
+        ],
+        "measures": [
+          "ECommerceRecordsUs2021.avg_discount"
+        ],
+        "limit": 2,
+        "rowLimit": 2,
+        "timezone": "UTC",
+        "order": [],
+        "filters": [],
+        "timeDimensions": []
+      },
+      "queryType": "regularQuery"
+    },
+    "queryResult": [
+      {
+        "e_commerce_records_us2021__city": "Missouri City",
+        "e_commerce_records_us2021__avg_discount": "0.80000000000000000000"
+      },
+      {
+        "e_commerce_records_us2021__city": "Abilene",
+        "e_commerce_records_us2021__avg_discount": "0.80000000000000000000"
+      }
+    ],
+    "finalResultDefault": [
+      {
+        "ECommerceRecordsUs2021.city": "Missouri City",
+        "ECommerceRecordsUs2021.avg_discount": "0.80000000000000000000"
+      },
+      {
+        "ECommerceRecordsUs2021.city": "Abilene",
+        "ECommerceRecordsUs2021.avg_discount": "0.80000000000000000000"
+      }
+    ],
+    "finalResultCompact": {
+      "members": [
+        "ECommerceRecordsUs2021.city",
+        "ECommerceRecordsUs2021.avg_discount"
+      ],
+      "dataset": [
+        [
+          "Missouri City",
+          "0.80000000000000000000"
+        ],
+        [
+          "Abilene",
+          "0.80000000000000000000"
+        ]
+      ]
+    }
+  },
+  "regular_profit_by_postal_code": {
+    "request": {
+      "aliasToMemberNameMap": {
+        "e_commerce_records_us2021__avg_profit": "ECommerceRecordsUs2021.avg_profit",
+        "e_commerce_records_us2021__postal_code": "ECommerceRecordsUs2021.postalCode"
+      },
+      "annotation": {
+        "ECommerceRecordsUs2021.avg_profit": {
+          "title": "E Commerce Records Us2021 Avg Profit",
+          "shortTitle": "Avg Profit",
+          "type": "number",
+          "drillMembers": [],
+          "drillMembersGrouped": {
+            "measures": [],
+            "dimensions": []
+          }
+        },
+        "ECommerceRecordsUs2021.postalCode": {
+          "title": "E Commerce Records Us2021 Postal Code",
+          "shortTitle": "Postal Code",
+          "type": "string"
+        }
+      },
+      "query": {
+        "dimensions": [
+          "ECommerceRecordsUs2021.postalCode"
+        ],
+        "measures": [
+          "ECommerceRecordsUs2021.avg_profit"
+        ],
+        "limit": 2,
+        "rowLimit": 2,
+        "timezone": "UTC",
+        "order": [],
+        "filters": [],
+        "timeDimensions": []
+      },
+      "queryType": "regularQuery"
+    },
+    "queryResult": [
+      {
+        "e_commerce_records_us2021__postal_code": "95823",
+        "e_commerce_records_us2021__avg_profit": "646.1258666666666667"
+      },
+      {
+        "e_commerce_records_us2021__postal_code": "64055",
+        "e_commerce_records_us2021__avg_profit": "487.8315000000000000"
+      }
+    ],
+    "finalResultDefault": [
+      {
+        "ECommerceRecordsUs2021.postalCode": "95823",
+        "ECommerceRecordsUs2021.avg_profit": "646.1258666666666667"
+      },
+      {
+        "ECommerceRecordsUs2021.postalCode": "64055",
+        "ECommerceRecordsUs2021.avg_profit": "487.8315000000000000"
+      }
+    ],
+    "finalResultCompact": {
+      "members": [
+        "ECommerceRecordsUs2021.postalCode",
+        "ECommerceRecordsUs2021.avg_profit"
+      ],
+      "dataset": [
+        [
+          "95823",
+          "646.1258666666666667"
+        ],
+        [
+          "64055",
+          "487.8315000000000000"
+        ]
+      ]
+    }
+  },
+  "compare_date_range_count_by_order_date": {
+    "request": {
+      "aliasToMemberNameMap": {
+        "e_commerce_records_us2021__count": "ECommerceRecordsUs2021.count",
+        "e_commerce_records_us2021__order_date_day": "ECommerceRecordsUs2021.orderDate.day"
+      },
+      "annotation": {
+        "ECommerceRecordsUs2021.count": {
+          "title": "E Commerce Records Us2021 Count",
+          "shortTitle": "Count",
+          "type": "number",
+          "drillMembers": [
+            "ECommerceRecordsUs2021.city",
+            "ECommerceRecordsUs2021.country",
+            "ECommerceRecordsUs2021.customerId",
+            "ECommerceRecordsUs2021.orderId",
+            "ECommerceRecordsUs2021.productId",
+            "ECommerceRecordsUs2021.productName",
+            "ECommerceRecordsUs2021.orderDate"
+          ],
+          "drillMembersGrouped": {
+            "measures": [],
+            "dimensions": [
+              "ECommerceRecordsUs2021.city",
+              "ECommerceRecordsUs2021.country",
+              "ECommerceRecordsUs2021.customerId",
+              "ECommerceRecordsUs2021.orderId",
+              "ECommerceRecordsUs2021.productId",
+              "ECommerceRecordsUs2021.productName",
+              "ECommerceRecordsUs2021.orderDate"
+            ]
+          }
+        },
+        "ECommerceRecordsUs2021.orderDate.day": {
+          "title": "E Commerce Records Us2021 Order Date",
+          "shortTitle": "Order Date",
+          "type": "time"
+        },
+        "ECommerceRecordsUs2021.orderDate": {
+          "title": "E Commerce Records Us2021 Order Date",
+          "shortTitle": "Order Date",
+          "type": "time"
+        }
+      },
+      "query": {
+        "measures": [
+          "ECommerceRecordsUs2021.count"
+        ],
+        "timeDimensions": [
+          {
+            "dimension": "ECommerceRecordsUs2021.orderDate",
+            "granularity": "day",
+            "dateRange": [
+              "2020-01-01T00:00:00.000",
+              "2020-01-31T23:59:59.999"
+            ]
+          }
+        ],
+        "limit": 2,
+        "rowLimit": 2,
+        "timezone": "UTC",
+        "order": [],
+        "filters": [],
+        "dimensions": []
+      },
+      "queryType": "compareDateRangeQuery"
+    },
+    "queryResult": [
+      {
+        "e_commerce_records_us2021__order_date_day": "2020-01-01T00:00:00.000",
+        "e_commerce_records_us2021__count": "10"
+      },
+      {
+        "e_commerce_records_us2021__order_date_day": "2020-01-02T00:00:00.000",
+        "e_commerce_records_us2021__count": "8"
+      }
+    ],
+    "finalResultDefault": [
+      {
+        "ECommerceRecordsUs2021.orderDate.day": "2020-01-01T00:00:00.000",
+        "ECommerceRecordsUs2021.orderDate": "2020-01-01T00:00:00.000",
+        "ECommerceRecordsUs2021.count": "10",
+        "compareDateRange": "2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999"
+      },
+      {
+        "ECommerceRecordsUs2021.orderDate.day": "2020-01-02T00:00:00.000",
+        "ECommerceRecordsUs2021.orderDate": "2020-01-02T00:00:00.000",
+        "ECommerceRecordsUs2021.count": "8",
+        "compareDateRange": "2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999"
+      }
+    ],
+    "finalResultCompact": {
+      "members": [
+        "ECommerceRecordsUs2021.orderDate.day",
+        "ECommerceRecordsUs2021.orderDate",
+        "ECommerceRecordsUs2021.count",
+        "compareDateRange"
+      ],
+      "dataset": [
+        [
+          "2020-01-01T00:00:00.000",
+          "2020-01-01T00:00:00.000",
+          "10",
+          "2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999"
+        ],
+        [
+          "2020-01-02T00:00:00.000",
+          "2020-01-02T00:00:00.000",
+          "8",
+          "2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999"
+        ]
+      ]
+    }
+  },
+  "compare_date_range_count_by_order_date2": {
+    "request": {
+      "aliasToMemberNameMap": {
+        "e_commerce_records_us2021__count": "ECommerceRecordsUs2021.count",
+        "e_commerce_records_us2021__order_date_day": "ECommerceRecordsUs2021.orderDate.day"
+      },
+      "annotation": {
+        "ECommerceRecordsUs2021.count": {
+          "title": "E Commerce Records Us2021 Count",
+          "shortTitle": "Count",
+          "type": "number",
+          "drillMembers": [
+            "ECommerceRecordsUs2021.city",
+            "ECommerceRecordsUs2021.country",
+            "ECommerceRecordsUs2021.customerId",
+            "ECommerceRecordsUs2021.orderId",
+            "ECommerceRecordsUs2021.productId",
+            "ECommerceRecordsUs2021.productName",
+            "ECommerceRecordsUs2021.orderDate"
+          ],
+          "drillMembersGrouped": {
+            "measures": [],
+            "dimensions": [
+              "ECommerceRecordsUs2021.city",
+              "ECommerceRecordsUs2021.country",
+              "ECommerceRecordsUs2021.customerId",
+              "ECommerceRecordsUs2021.orderId",
+              "ECommerceRecordsUs2021.productId",
+              "ECommerceRecordsUs2021.productName",
+              "ECommerceRecordsUs2021.orderDate"
+            ]
+          }
+        },
+        "ECommerceRecordsUs2021.orderDate.day": {
+          "title": "E Commerce Records Us2021 Order Date",
+          "shortTitle": "Order Date",
+          "type": "time"
+        },
+        "ECommerceRecordsUs2021.orderDate": {
+          "title": "E Commerce Records Us2021 Order Date",
+          "shortTitle": "Order Date",
+          "type": "time"
+        }
+      },
+      "query": {
+        "measures": [
+          "ECommerceRecordsUs2021.count"
+        ],
+        "timeDimensions": [
+          {
+            "dimension": "ECommerceRecordsUs2021.orderDate",
+            "granularity": "day",
+            "dateRange": [
+              "2020-03-01T00:00:00.000",
+              "2020-03-31T23:59:59.999"
+            ]
+          }
+        ],
+        "limit": 2,
+        "rowLimit": 2,
+        "timezone": "UTC",
+        "order": [],
+        "filters": [],
+        "dimensions": []
+      },
+      "queryType": "compareDateRangeQuery"
+    },
+    "queryResult": [
+      {
+        "e_commerce_records_us2021__order_date_day": "2020-03-02T00:00:00.000",
+        "e_commerce_records_us2021__count": "11"
+      },
+      {
+        "e_commerce_records_us2021__order_date_day": "2020-03-03T00:00:00.000",
+        "e_commerce_records_us2021__count": "7"
+      }
+    ],
+    "finalResultDefault": [
+      {
+        "ECommerceRecordsUs2021.orderDate.day": "2020-03-02T00:00:00.000",
+        "ECommerceRecordsUs2021.orderDate": "2020-03-02T00:00:00.000",
+        "ECommerceRecordsUs2021.count": "11",
+        "compareDateRange": "2020-03-01T00:00:00.000 - 2020-03-31T23:59:59.999"
+      },
+      {
+        "ECommerceRecordsUs2021.orderDate.day": "2020-03-03T00:00:00.000",
+        "ECommerceRecordsUs2021.orderDate": "2020-03-03T00:00:00.000",
+        "ECommerceRecordsUs2021.count": "7",
+        "compareDateRange": "2020-03-01T00:00:00.000 - 2020-03-31T23:59:59.999"
+      }
+    ],
+    "finalResultCompact": {
+      "members": [
+        "ECommerceRecordsUs2021.orderDate.day",
+        "ECommerceRecordsUs2021.orderDate",
+        "ECommerceRecordsUs2021.count",
+        "compareDateRange"
+      ],
+      "dataset": [
+        [
+          "2020-03-02T00:00:00.000",
+          "2020-03-02T00:00:00.000",
+          "11",
+          "2020-03-01T00:00:00.000 - 2020-03-31T23:59:59.999"
+        ],
+        [
+          "2020-03-03T00:00:00.000",
+          "2020-03-03T00:00:00.000",
+          "7",
+          "2020-03-01T00:00:00.000 - 2020-03-31T23:59:59.999"
+        ]
+      ]
+    }
+  },
+  "blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode": {
+    "request": {
+      "aliasToMemberNameMap": {
+        "e_commerce_records_us2021__avg_discount": "ECommerceRecordsUs2021.avg_discount",
+        "e_commerce_records_us2021__order_date_month": "ECommerceRecordsUs2021.orderDate.month"
+      },
+      "annotation": {
+        "ECommerceRecordsUs2021.avg_discount": {
+          "title": "E Commerce Records Us2021 Avg Discount",
+          "shortTitle": "Avg Discount",
+          "type": "number",
+          "drillMembers": [],
+          "drillMembersGrouped": {
+            "measures": [],
+            "dimensions": []
+          }
+        },
+        "ECommerceRecordsUs2021.orderDate.month": {
+          "title": "E Commerce Records Us2021 Order Date",
+          "shortTitle": "Order Date",
+          "type": "time"
+        },
+        "ECommerceRecordsUs2021.orderDate": {
+          "title": "E Commerce Records Us2021 Order Date",
+          "shortTitle": "Order Date",
+          "type": "time"
+        }
+      },
+      "query": {
+        "measures": [
+          "ECommerceRecordsUs2021.avg_discount"
+        ],
+        "timeDimensions": [
+          {
+            "dimension": "ECommerceRecordsUs2021.orderDate",
+            "granularity": "month",
+            "dateRange": [
+              "2020-01-01T00:00:00.000",
+              "2020-12-30T23:59:59.999"
+            ]
+          }
+        ],
+        "filters": [
+          {
+            "operator": "equals",
+            "values": [
+              "Standard Class"
+            ],
+            "member": "ECommerceRecordsUs2021.shipMode"
+          }
+        ],
+        "limit": 2,
+        "rowLimit": 2,
+        "timezone": "UTC",
+        "order": [],
+        "dimensions": []
+      },
+      "queryType": "blendingQuery"
+    },
+    "queryResult": [
+      {
+        "e_commerce_records_us2021__order_date_month": "2020-01-01T00:00:00.000",
+        "e_commerce_records_us2021__avg_discount": "0.15638297872340425532"
+      },
+      {
+        "e_commerce_records_us2021__order_date_month": "2020-02-01T00:00:00.000",
+        "e_commerce_records_us2021__avg_discount": "0.17573529411764705882"
+      }
+    ],
+    "finalResultDefault": [
+      {
+        "ECommerceRecordsUs2021.orderDate.month": "2020-01-01T00:00:00.000",
+        "ECommerceRecordsUs2021.orderDate": "2020-01-01T00:00:00.000",
+        "ECommerceRecordsUs2021.avg_discount": "0.15638297872340425532",
+        "time.month": "2020-01-01T00:00:00.000"
+      },
+      {
+        "ECommerceRecordsUs2021.orderDate.month": "2020-02-01T00:00:00.000",
+        "ECommerceRecordsUs2021.orderDate": "2020-02-01T00:00:00.000",
+        "ECommerceRecordsUs2021.avg_discount": "0.17573529411764705882",
+        "time.month": "2020-02-01T00:00:00.000"
+      }
+    ],
+    "finalResultCompact": {
+      "members": [
+        "ECommerceRecordsUs2021.orderDate.month",
+        "ECommerceRecordsUs2021.orderDate",
+        "ECommerceRecordsUs2021.avg_discount",
+        "time.month"
+      ],
+      "dataset": [
+        [
+          "2020-01-01T00:00:00.000",
+          "2020-01-01T00:00:00.000",
+          "0.15638297872340425532",
+          "2020-01-01T00:00:00.000"
+        ],
+        [
+          "2020-02-01T00:00:00.000",
+          "2020-02-01T00:00:00.000",
+          "0.17573529411764705882",
+          "2020-02-01T00:00:00.000"
+        ]
+      ]
+    }
+  },
+  "blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode2": {
+    "request": {
+      "aliasToMemberNameMap": {
+        "e_commerce_records_us2021__avg_discount": "ECommerceRecordsUs2021.avg_discount",
+        "e_commerce_records_us2021__order_date_month": "ECommerceRecordsUs2021.orderDate.month"
+      },
+      "annotation": {
+        "ECommerceRecordsUs2021.avg_discount": {
+          "title": "E Commerce Records Us2021 Avg Discount",
+          "shortTitle": "Avg Discount",
+          "type": "number",
+          "drillMembers": [],
+          "drillMembersGrouped": {
+            "measures": [],
+            "dimensions": []
+          }
+        },
+        "ECommerceRecordsUs2021.orderDate.month": {
+          "title": "E Commerce Records Us2021 Order Date",
+          "shortTitle": "Order Date",
+          "type": "time"
+        },
+        "ECommerceRecordsUs2021.orderDate": {
+          "title": "E Commerce Records Us2021 Order Date",
+          "shortTitle": "Order Date",
+          "type": "time"
+        }
+      },
+      "query": {
+        "measures": [
+          "ECommerceRecordsUs2021.avg_discount"
+        ],
+        "timeDimensions": [
+          {
+            "dimension": "ECommerceRecordsUs2021.orderDate",
+            "granularity": "month",
+            "dateRange": [
+              "2020-01-01T00:00:00.000",
+              "2020-12-30T23:59:59.999"
+            ]
+          }
+        ],
+        "filters": [
+          {
+            "operator": "equals",
+            "values": [
+              "First Class"
+            ],
+            "member": "ECommerceRecordsUs2021.shipMode"
+          }
+        ],
+        "limit": 2,
+        "rowLimit": 2,
+        "timezone": "UTC",
+        "order": [],
+        "dimensions": []
+      },
+      "queryType": "blendingQuery"
+    },
+    "queryResult": [
+      {
+        "e_commerce_records_us2021__order_date_month": "2020-01-01T00:00:00.000",
+        "e_commerce_records_us2021__avg_discount": "0.28571428571428571429"
+      },
+      {
+        "e_commerce_records_us2021__order_date_month": "2020-02-01T00:00:00.000",
+        "e_commerce_records_us2021__avg_discount": "0.21777777777777777778"
+      }
+    ],
+    "finalResultDefault": [
+      {
+        "ECommerceRecordsUs2021.orderDate.month": "2020-01-01T00:00:00.000",
+        "ECommerceRecordsUs2021.orderDate": "2020-01-01T00:00:00.000",
+        "ECommerceRecordsUs2021.avg_discount": "0.28571428571428571429",
+        "time.month": "2020-01-01T00:00:00.000"
+      },
+      {
+        "ECommerceRecordsUs2021.orderDate.month": "2020-02-01T00:00:00.000",
+        "ECommerceRecordsUs2021.orderDate": "2020-02-01T00:00:00.000",
+        "ECommerceRecordsUs2021.avg_discount": "0.21777777777777777778",
+        "time.month": "2020-02-01T00:00:00.000"
+      }
+    ],
+    "finalResultCompact": {
+      "members": [
+        "ECommerceRecordsUs2021.orderDate.month",
+        "ECommerceRecordsUs2021.orderDate",
+        "ECommerceRecordsUs2021.avg_discount",
+        "time.month"
+      ],
+      "dataset": [
+        [
+          "2020-01-01T00:00:00.000",
+          "2020-01-01T00:00:00.000",
+          "0.28571428571428571429",
+          "2020-01-01T00:00:00.000"
+        ],
+        [
+          "2020-02-01T00:00:00.000",
+          "2020-02-01T00:00:00.000",
+          "0.21777777777777777778",
+          "2020-02-01T00:00:00.000"
+        ]
+      ]
+    }
+  }
+}
+    "#;
+
+    static TEST_SUITE_DATA: LazyLock<TestSuiteData> =
+        LazyLock::new(|| from_str(TEST_SUITE_JSON).unwrap());
+
+    #[derive(Debug)]
+    pub struct TestError(String);
+
+    impl Display for TestError {
+        fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
+            write!(f, "Error: {}", self.0)
+        }
+    }
+
+    impl std::error::Error for TestError {}
+
+    /// Smart comparator of datasets.
+    /// Hashmaps don't guarantee the order of the elements while iterating,
+    /// so it's not possible to simply compare generated one and the one from the json.
+    fn compare_transformed_data(
+        left: &TransformedData,
+        right: &TransformedData,
+    ) -> Result<(), TestError> {
+        match (left, right) {
+            (
+                TransformedData::Compact {
+                    members: left_members,
+                    dataset: left_dataset,
+                },
+                TransformedData::Compact {
+                    members: right_members,
+                    dataset: right_dataset,
+                },
+            ) => {
+                let mut left_sorted_members = left_members.clone();
+                let mut right_sorted_members = right_members.clone();
+                left_sorted_members.sort();
+                right_sorted_members.sort();
+
+                if left_sorted_members != right_sorted_members {
+                    return Err(TestError("Members do not match after sorting".to_string()));
+                }
+
+                if left_dataset.len() != right_dataset.len() {
+                    return Err(TestError("Datasets have different lengths".to_string()));
+                }
+
+                let mut member_index_map = HashMap::new();
+                for (i, member) in left_members.iter().enumerate() {
+                    if let Some(right_index) = right_members.iter().position(|x| x == member) {
+                        member_index_map.insert(i, right_index);
+                    } else {
+                        return Err(TestError("Member not found in right object".to_string()));
+                    }
+                }
+
+                for (i, left_row) in left_dataset.iter().enumerate() {
+                    let right_row = &right_dataset[i];
+
+                    for (j, left_value) in left_row.iter().enumerate() {
+                        let mapped_index = *member_index_map.get(&j).unwrap();
+                        let right_value = &right_row[mapped_index];
+                        if left_value != right_value {
+                            return Err(TestError(format!(
+                                "Dataset values at row {} and column {} do not match: {} != {}",
+                                i, j, left_value, right_value
+                            )));
+                        }
+                    }
+                }
+
+                Ok(())
+            }
+            (TransformedData::Vanilla(left_dataset), TransformedData::Vanilla(right_dataset)) => {
+                if left_dataset.len() != right_dataset.len() {
+                    return Err(TestError(
+                        "Vanilla datasets have different lengths".to_string(),
+                    ));
+                }
+
+                for (i, (left_record, right_record)) in
+                    left_dataset.iter().zip(right_dataset.iter()).enumerate()
+                {
+                    if left_record.len() != right_record.len() {
+                        return Err(TestError(format!(
+                            "Vanilla dataset records at index {} have different numbers of keys",
+                            i
+                        )));
+                    }
+
+                    for (key, left_value) in left_record {
+                        if let Some(right_value) = right_record.get(key) {
+                            if left_value != right_value {
+                                return Err(TestError(format!(
+                                    "Values at index {} for key '{}' do not match: {:?} != {:?}",
+                                    i, key, left_value, right_value
+                                )));
+                            }
+                        } else {
+                            return Err(TestError(format!(
+                                "Key '{}' not found in right record at index {}",
+                                key, i
+                            )));
+                        }
+                    }
+                }
+
+                Ok(())
+            }
+            _ => Err(TestError("Mismatched TransformedData types".to_string())),
+        }
+    }
 
     #[test]
     fn test_transform_value_datetime_to_time() {
@@ -1001,4 +1732,769 @@ mod tests {
             )
         );
     }
+
+    #[test]
+    fn test_regular_profit_by_postal_code_compact() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"regular_profit_by_postal_code".to_string())
+            .unwrap()
+            .clone();
+        test_data.request.res_type = Some(ResultType::Compact);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let transformed = TransformedData::transform(&test_data.request, &raw_data)?;
+        compare_transformed_data(&transformed, &test_data.final_result_compact.unwrap())?;
+        Ok(())
+    }
+
+    #[test]
+    fn test_compare_date_range_count_by_order_date() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"compare_date_range_count_by_order_date".to_string())
+            .unwrap()
+            .clone();
+        test_data.request.res_type = Some(ResultType::Compact);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let transformed = TransformedData::transform(&test_data.request, &raw_data)?;
+        compare_transformed_data(&transformed, &test_data.final_result_compact.unwrap())?;
+        Ok(())
+    }
+
+    #[test]
+    fn test_compare_date_range_count_by_order_date2() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"compare_date_range_count_by_order_date2".to_string())
+            .unwrap()
+            .clone();
+        test_data.request.res_type = Some(ResultType::Compact);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let transformed = TransformedData::transform(&test_data.request, &raw_data)?;
+        compare_transformed_data(&transformed, &test_data.final_result_compact.unwrap())?;
+        Ok(())
+    }
+
+    #[test]
+    fn test_regular_discount_by_city() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"regular_discount_by_city".to_string())
+            .unwrap()
+            .clone();
+        test_data.request.res_type = Some(ResultType::Compact);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let transformed = TransformedData::transform(&test_data.request, &raw_data)?;
+        compare_transformed_data(&transformed, &test_data.final_result_compact.unwrap())?;
+        Ok(())
+    }
+
+    #[test]
+    fn test_regular_discount_by_city_to_fail() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"regular_discount_by_city".to_string())
+            .unwrap()
+            .clone();
+        test_data
+            .request
+            .alias_to_member_name_map
+            .remove(&"e_commerce_records_us2021__avg_discount".to_string());
+        test_data.request.res_type = Some(ResultType::Compact);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        match TransformedData::transform(&test_data.request, &raw_data) {
+            Ok(_) => Err(TestError("regular_discount_by_city should fail ".to_string()).into()),
+            Err(_) => Ok(()), // Should throw an error
+        }
+    }
+
+    #[test]
+    fn test_blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode(
+    ) -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(
+                &"blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode"
+                    .to_string(),
+            )
+            .unwrap()
+            .clone();
+        test_data.request.res_type = Some(ResultType::Compact);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let transformed = TransformedData::transform(&test_data.request, &raw_data)?;
+        compare_transformed_data(&transformed, &test_data.final_result_compact.unwrap())?;
+        Ok(())
+    }
+
+    #[test]
+    fn test_blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode2(
+    ) -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(
+                &"blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode"
+                    .to_string(),
+            )
+            .unwrap()
+            .clone();
+        test_data.request.res_type = Some(ResultType::Compact);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let transformed = TransformedData::transform(&test_data.request, &raw_data)?;
+        compare_transformed_data(&transformed, &test_data.final_result_compact.unwrap())?;
+        Ok(())
+    }
+
+    #[test]
+    fn test_regular_discount_by_city_default_to_fail() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"regular_discount_by_city".to_string())
+            .unwrap()
+            .clone();
+        test_data
+            .request
+            .alias_to_member_name_map
+            .remove(&"e_commerce_records_us2021__avg_discount".to_string());
+        test_data.request.res_type = Some(ResultType::Default);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        match TransformedData::transform(&test_data.request, &raw_data) {
+            Ok(_) => Err(TestError("regular_discount_by_city should fail ".to_string()).into()),
+            Err(_) => Ok(()), // Should throw an error
+        }
+    }
+
+    #[test]
+    fn test_regular_discount_by_city_default() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"regular_discount_by_city".to_string())
+            .unwrap()
+            .clone();
+        test_data.request.res_type = Some(ResultType::Default);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let transformed = TransformedData::transform(&test_data.request, &raw_data)?;
+        compare_transformed_data(&transformed, &test_data.final_result_default.unwrap())?;
+        Ok(())
+    }
+
+    #[test]
+    fn test_regular_profit_by_postal_code_default() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"regular_discount_by_city".to_string())
+            .unwrap()
+            .clone();
+        test_data.request.res_type = Some(ResultType::Default);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let transformed = TransformedData::transform(&test_data.request, &raw_data)?;
+        compare_transformed_data(&transformed, &test_data.final_result_default.unwrap())?;
+        Ok(())
+    }
+
+    #[test]
+    fn test_blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode_default(
+    ) -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(
+                &"blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode"
+                    .to_string(),
+            )
+            .unwrap()
+            .clone();
+        test_data.request.res_type = Some(ResultType::Default);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let transformed = TransformedData::transform(&test_data.request, &raw_data)?;
+        compare_transformed_data(&transformed, &test_data.final_result_default.unwrap())?;
+        Ok(())
+    }
+
+    #[test]
+    fn test_blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode2_default(
+    ) -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(
+                &"blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode2"
+                    .to_string(),
+            )
+            .unwrap()
+            .clone();
+        test_data.request.res_type = Some(ResultType::Default);
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let transformed = TransformedData::transform(&test_data.request, &raw_data)?;
+        compare_transformed_data(&transformed, &test_data.final_result_default.unwrap())?;
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_members_no_alias_to_member_name_map() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"regular_profit_by_postal_code".to_string())
+            .unwrap()
+            .clone();
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        test_data.request.alias_to_member_name_map = HashMap::new();
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = &test_data.request.query;
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+
+        match get_members(
+            query_type,
+            query,
+            &raw_data,
+            alias_to_member_name_map,
+            annotation,
+        ) {
+            Ok(_) => Err(TestError("get_members() should fail ".to_string()).into()),
+            Err(err) => {
+                assert!(err.to_string().contains("Member name not found for alias"));
+                Ok(())
+            }
+        }
+    }
+
+    #[test]
+    fn test_get_members_empty_dataset() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(&"regular_profit_by_postal_code".to_string())
+            .unwrap()
+            .clone();
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = &test_data.request.query;
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+
+        let (members_to_alias_map, members) = get_members(
+            query_type,
+            query,
+            &QueryResult {
+                columns: vec![],
+                rows: vec![],
+                columns_pos: HashMap::new(),
+            },
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        assert_eq!(members_to_alias_map.len(), 0);
+        assert_eq!(members.len(), 0);
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_members_filled_dataset() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(&"regular_profit_by_postal_code".to_string())
+            .unwrap()
+            .clone();
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = &test_data.request.query;
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+
+        let (members_to_alias_map, members) = get_members(
+            query_type,
+            query,
+            &raw_data,
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        let members_map_expected: MembersMap = HashMap::from([
+            (
+                "ECommerceRecordsUs2021.postalCode".to_string(),
+                "e_commerce_records_us2021__postal_code".to_string(),
+            ),
+            (
+                "ECommerceRecordsUs2021.avg_profit".to_string(),
+                "e_commerce_records_us2021__avg_profit".to_string(),
+            ),
+        ]);
+        assert_eq!(members_to_alias_map, members_map_expected);
+        assert_eq!(members.len(), 2);
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_members_compare_date_range_empty_dataset() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(&"compare_date_range_count_by_order_date".to_string())
+            .unwrap()
+            .clone();
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = &test_data.request.query;
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+
+        let (members_to_alias_map, members) = get_members(
+            query_type,
+            query,
+            &QueryResult {
+                columns: vec![],
+                rows: vec![],
+                columns_pos: HashMap::new(),
+            },
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        assert_eq!(members_to_alias_map.len(), 0);
+        assert_eq!(members.len(), 0);
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_members_compare_date_range_filled_dataset() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(&"compare_date_range_count_by_order_date".to_string())
+            .unwrap()
+            .clone();
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = &test_data.request.query;
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+
+        let (members_to_alias_map, members) = get_members(
+            query_type,
+            query,
+            &raw_data,
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        let members_map_expected: MembersMap = HashMap::from([
+            (
+                "ECommerceRecordsUs2021.orderDate.day".to_string(),
+                "e_commerce_records_us2021__order_date_day".to_string(),
+            ),
+            (
+                "ECommerceRecordsUs2021.orderDate".to_string(),
+                "e_commerce_records_us2021__order_date_day".to_string(),
+            ),
+            (
+                "ECommerceRecordsUs2021.count".to_string(),
+                "e_commerce_records_us2021__count".to_string(),
+            ),
+            (
+                "compareDateRange".to_string(),
+                "compareDateRangeQuery".to_string(),
+            ),
+        ]);
+        assert_eq!(members_to_alias_map, members_map_expected);
+        assert_eq!(members.len(), 4);
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_members_blending_query_empty_dataset() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(
+                &"blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode"
+                    .to_string(),
+            )
+            .unwrap()
+            .clone();
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = &test_data.request.query;
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+
+        let (members_to_alias_map, members) = get_members(
+            query_type,
+            query,
+            &QueryResult {
+                columns: vec![],
+                rows: vec![],
+                columns_pos: HashMap::new(),
+            },
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        assert_eq!(members_to_alias_map.len(), 0);
+        assert_eq!(members.len(), 0);
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_members_blending_query_filled_dataset() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(
+                &"blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode"
+                    .to_string(),
+            )
+            .unwrap()
+            .clone();
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = &test_data.request.query;
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+
+        let (members_to_alias_map, members) = get_members(
+            query_type,
+            query,
+            &raw_data,
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        let members_map_expected: HashMap<String, String> = HashMap::from([
+            (
+                "ECommerceRecordsUs2021.orderDate.month".to_string(),
+                "e_commerce_records_us2021__order_date_month".to_string(),
+            ),
+            (
+                "ECommerceRecordsUs2021.orderDate".to_string(),
+                "e_commerce_records_us2021__order_date_month".to_string(),
+            ),
+            (
+                "ECommerceRecordsUs2021.avg_discount".to_string(),
+                "e_commerce_records_us2021__avg_discount".to_string(),
+            ),
+            (
+                "time.month".to_string(),
+                "e_commerce_records_us2021__order_date_month".to_string(),
+            ),
+        ]);
+        assert_eq!(members_to_alias_map, members_map_expected);
+        assert_eq!(members.len(), 4);
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_compact_row_regular_profit_by_postal_code() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(&"regular_profit_by_postal_code".to_string())
+            .unwrap()
+            .clone();
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = test_data.request.query.clone();
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+        let time_dimensions = &test_data.request.query.time_dimensions.unwrap();
+
+        let (members_to_alias_map, members) = get_members(
+            query_type,
+            &query,
+            &raw_data,
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        let res = get_compact_row(
+            &members_to_alias_map,
+            &annotation,
+            &query_type,
+            &members,
+            Some(time_dimensions),
+            &raw_data.rows[0],
+            &raw_data.columns_pos,
+        )?;
+
+        let members_map_expected = HashMap::from([
+            (
+                "ECommerceRecordsUs2021.postalCode".to_string(),
+                DBResponsePrimitive::String("95823".to_string()),
+            ),
+            (
+                "ECommerceRecordsUs2021.avg_profit".to_string(),
+                DBResponsePrimitive::String("646.1258666666666667".to_string()),
+            ),
+        ]);
+
+        assert_eq!(res.len(), members_map_expected.len());
+        for (i, val) in members.iter().enumerate() {
+            assert_eq!(res[i], members_map_expected.get(val).unwrap().clone());
+        }
+
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_compact_row_regular_discount_by_city() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(&"regular_discount_by_city".to_string())
+            .unwrap()
+            .clone();
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = test_data.request.query.clone();
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+        let time_dimensions = &test_data.request.query.time_dimensions.unwrap();
+
+        let (members_to_alias_map, members) = get_members(
+            query_type,
+            &query,
+            &raw_data,
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        let res = get_compact_row(
+            &members_to_alias_map,
+            &annotation,
+            &query_type,
+            &members,
+            Some(time_dimensions),
+            &raw_data.rows[0],
+            &raw_data.columns_pos,
+        )?;
+
+        let members_map_expected = HashMap::from([
+            (
+                "ECommerceRecordsUs2021.city".to_string(),
+                DBResponsePrimitive::String("Missouri City".to_string()),
+            ),
+            (
+                "ECommerceRecordsUs2021.avg_discount".to_string(),
+                DBResponsePrimitive::String("0.80000000000000000000".to_string()),
+            ),
+        ]);
+
+        assert_eq!(res.len(), members_map_expected.len());
+        for (i, val) in members.iter().enumerate() {
+            assert_eq!(res[i], members_map_expected.get(val).unwrap().clone());
+        }
+
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_compact_row_compare_date_range_count_by_order_date() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(&"compare_date_range_count_by_order_date".to_string())
+            .unwrap()
+            .clone();
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = test_data.request.query.clone();
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+        let time_dimensions = &test_data.request.query.time_dimensions.unwrap();
+
+        let (members_to_alias_map, members) = get_members(
+            query_type,
+            &query,
+            &raw_data,
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        let res = get_compact_row(
+            &members_to_alias_map,
+            &annotation,
+            &query_type,
+            &members,
+            Some(time_dimensions),
+            &raw_data.rows[0],
+            &raw_data.columns_pos,
+        )?;
+
+        let members_map_expected = HashMap::from([
+            (
+                "ECommerceRecordsUs2021.orderDate.day".to_string(),
+                DBResponsePrimitive::String("2020-01-01T00:00:00.000".to_string()),
+            ),
+            (
+                "ECommerceRecordsUs2021.orderDate".to_string(),
+                DBResponsePrimitive::String("2020-01-01T00:00:00.000".to_string()),
+            ),
+            (
+                "ECommerceRecordsUs2021.count".to_string(),
+                DBResponsePrimitive::String("10".to_string()),
+            ),
+            (
+                "compareDateRange".to_string(),
+                DBResponsePrimitive::String(
+                    "2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999".to_string(),
+                ),
+            ),
+        ]);
+
+        assert_eq!(res.len(), members_map_expected.len());
+        for (i, val) in members.iter().enumerate() {
+            assert_eq!(res[i], members_map_expected.get(val).unwrap().clone());
+        }
+
+        let res = get_compact_row(
+            &members_to_alias_map,
+            &annotation,
+            &query_type,
+            &members,
+            Some(time_dimensions),
+            &raw_data.rows[1],
+            &raw_data.columns_pos,
+        )?;
+
+        let members_map_expected = HashMap::from([
+            (
+                "ECommerceRecordsUs2021.orderDate.day".to_string(),
+                DBResponsePrimitive::String("2020-01-02T00:00:00.000".to_string()),
+            ),
+            (
+                "ECommerceRecordsUs2021.orderDate".to_string(),
+                DBResponsePrimitive::String("2020-01-02T00:00:00.000".to_string()),
+            ),
+            (
+                "ECommerceRecordsUs2021.count".to_string(),
+                DBResponsePrimitive::String("8".to_string()),
+            ),
+            (
+                "compareDateRange".to_string(),
+                DBResponsePrimitive::String(
+                    "2020-01-01T00:00:00.000 - 2020-01-31T23:59:59.999".to_string(),
+                ),
+            ),
+        ]);
+
+        assert_eq!(res.len(), members_map_expected.len());
+        for (i, val) in members.iter().enumerate() {
+            assert_eq!(res[i], members_map_expected.get(val).unwrap().clone());
+        }
+
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_compact_row_blending_query_avg_discount() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(
+                &"blending_query_avg_discount_by_date_range_for_the_first_and_standard_ship_mode"
+                    .to_string(),
+            )
+            .unwrap()
+            .clone();
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = test_data.request.query.clone();
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+        let time_dimensions = &test_data.request.query.time_dimensions.unwrap();
+
+        let (members_to_alias_map, members) = get_members(
+            query_type,
+            &query,
+            &raw_data,
+            alias_to_member_name_map,
+            annotation,
+        )?;
+        let res = get_compact_row(
+            &members_to_alias_map,
+            &annotation,
+            &query_type,
+            &members,
+            Some(time_dimensions),
+            &raw_data.rows[0],
+            &raw_data.columns_pos,
+        )?;
+
+        let members_map_expected = HashMap::from([
+            (
+                "ECommerceRecordsUs2021.orderDate.month".to_string(),
+                DBResponsePrimitive::String("2020-01-01T00:00:00.000".to_string()),
+            ),
+            (
+                "ECommerceRecordsUs2021.orderDate".to_string(),
+                DBResponsePrimitive::String("2020-01-01T00:00:00.000".to_string()),
+            ),
+            (
+                "ECommerceRecordsUs2021.avg_discount".to_string(),
+                DBResponsePrimitive::String("0.15638297872340425532".to_string()),
+            ),
+            (
+                "time.month".to_string(),
+                DBResponsePrimitive::String("2020-01-01T00:00:00.000".to_string()),
+            ),
+        ]);
+
+        assert_eq!(res.len(), members_map_expected.len());
+        for (i, val) in members.iter().enumerate() {
+            assert_eq!(res[i], members_map_expected.get(val).unwrap().clone());
+        }
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_vanilla_row_regular_discount_by_city() -> Result<()> {
+        let test_data = TEST_SUITE_DATA
+            .get(&"regular_discount_by_city".to_string())
+            .unwrap()
+            .clone();
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = test_data.request.query.clone();
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+
+        let res = get_vanilla_row(
+            &alias_to_member_name_map,
+            &annotation,
+            &query_type,
+            &query,
+            &raw_data.rows[0],
+            &raw_data.columns_pos,
+        )?;
+        let expected = HashMap::from([
+            (
+                "ECommerceRecordsUs2021.city".to_string(),
+                DBResponsePrimitive::String("Missouri City".to_string()),
+            ),
+            (
+                "ECommerceRecordsUs2021.avg_discount".to_string(),
+                DBResponsePrimitive::String("0.80000000000000000000".to_string()),
+            ),
+        ]);
+        assert_eq!(res, expected);
+        Ok(())
+    }
+
+    #[test]
+    fn test_get_vanilla_row_regular_discount_by_city_to_fail_member() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"regular_discount_by_city".to_string())
+            .unwrap()
+            .clone();
+        test_data
+            .request
+            .alias_to_member_name_map
+            .remove(&"e_commerce_records_us2021__avg_discount".to_string());
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = test_data.request.query.clone();
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+
+        match get_vanilla_row(
+            &alias_to_member_name_map,
+            &annotation,
+            &query_type,
+            &query,
+            &raw_data.rows[0],
+            &raw_data.columns_pos,
+        ) {
+            Ok(_) => Err(TestError("get_vanilla_row() should fail ".to_string()).into()),
+            Err(err) => {
+                assert!(err.to_string().contains("Missing member name for alias"));
+                Ok(())
+            }
+        }
+    }
+
+    #[test]
+    fn test_get_vanilla_row_regular_discount_by_city_to_fail_annotation() -> Result<()> {
+        let mut test_data = TEST_SUITE_DATA
+            .get(&"regular_discount_by_city".to_string())
+            .unwrap()
+            .clone();
+        test_data
+            .request
+            .annotation
+            .remove(&"ECommerceRecordsUs2021.avg_discount".to_string());
+        let raw_data = QueryResult::from_js_raw_data(test_data.query_result.clone())?;
+        let alias_to_member_name_map = &test_data.request.alias_to_member_name_map;
+        let annotation = &test_data.request.annotation;
+        let query = test_data.request.query.clone();
+        let query_type = &test_data.request.query_type.clone().unwrap_or_default();
+
+        match get_vanilla_row(
+            &alias_to_member_name_map,
+            &annotation,
+            &query_type,
+            &query,
+            &raw_data.rows[0],
+            &raw_data.columns_pos,
+        ) {
+            Ok(_) => Err(TestError("get_vanilla_row() should fail ".to_string()).into()),
+            Err(err) => {
+                assert!(err.to_string().contains("You requested hidden member"));
+                Ok(())
+            }
+        }
+    }
 }

From 23efa8084b35536ca1058f1ad423e3086eb40cbb Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 20 Dec 2024 13:47:01 +0200
Subject: [PATCH 092/128] =?UTF-8?q?run=20rust=20unit=20tests=20on=C2=A0pus?=
 =?UTF-8?q?h?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/push.yml | 54 +++++++++++++++++++++++++++++++++++++-
 1 file changed, 53 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/push.yml b/.github/workflows/push.yml
index 9207790e43cb4..a26ce32017392 100644
--- a/.github/workflows/push.yml
+++ b/.github/workflows/push.yml
@@ -9,6 +9,10 @@ on:
       - 'packages/**'
       - 'rust/cubestore/**'
       - 'rust/cubesql/**'
+      - 'rust/cubenativeutils/**'
+      - 'rust/cubeorchestrator/**'
+      - 'rust/cubeshared/**'
+      - 'rust/cubesqlplanner/**'
       - '.eslintrc.js'
       - '.prettierrc'
       - 'package.json'
@@ -24,6 +28,10 @@ on:
       - 'packages/**'
       - 'rust/cubestore/**'
       - 'rust/cubesql/**'
+      - 'rust/cubenativeutils/**'
+      - 'rust/cubeorchestrator/**'
+      - 'rust/cubeshared/**'
+      - 'rust/cubesqlplanner/**'
       - '.eslintrc.js'
       - '.prettierrc'
       - 'package.json'
@@ -104,7 +112,6 @@ jobs:
         working-directory: ./packages/cubejs-backend-native
         env:
           PYO3_PYTHON: python${{ matrix.python-version }}
-
       - name: Lerna test
         run: yarn lerna run --concurrency 1 --stream --no-prefix unit
 #      - uses: codecov/codecov-action@v1
@@ -113,6 +120,51 @@ jobs:
 #          files: ./packages/*/coverage/clover.xml
 #          flags: cube-backend
 #          verbose: true # optional (default = false)
+      - name: Cargo fmt cubeorchestrator
+        run: |
+          cargo fmt --manifest-path rust/cubeorchestrator/Cargo.toml -- --check
+      - name: Cargo build cubeorchestrator
+        run: |
+          cargo build --manifest-path rust/cubeorchestrator/Cargo.toml -j 4
+      - name: Cargo test cubeorchestrator
+        run: |
+          cargo test --manifest-path rust/cubeorchestrator/Cargo.toml -j 1
+      - name: Cargo fmt cubenativeutils
+        run: |
+          cargo fmt --manifest-path rust/cubenativeutils/Cargo.toml -- --check
+      - name: Cargo build cubenativeutils
+        run: |
+          cargo build --manifest-path rust/cubenativeutils/Cargo.toml -j 4
+      - name: Cargo test cubenativeutils
+        run: |
+          cargo test --manifest-path rust/cubenativeutils/Cargo.toml -j 1
+      - name: Cargo fmt cubeshared
+        run: |
+          cargo fmt --manifest-path rust/cubeshared/Cargo.toml -- --check
+      - name: Cargo build cubeshared
+        run: |
+          cargo build --manifest-path rust/cubeshared/Cargo.toml -j 4
+      - name: Cargo test cubeshared
+        run: |
+          cargo test --manifest-path rust/cubeshared/Cargo.toml -j 1
+      - name: Cargo fmt cubesql
+        run: |
+          cargo fmt --manifest-path rust/cubesql/Cargo.toml -- --check
+      - name: Cargo build cubesql
+        run: |
+          cargo build --manifest-path rust/cubesql/Cargo.toml -j 4
+      - name: Cargo test cubesql
+        run: |
+          cargo test --manifest-path rust/cubesql/Cargo.toml -j 1
+      - name: Cargo fmt cubesqlplanner
+        run: |
+          cargo fmt --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -- --check
+      - name: Cargo build cubesqlplanner
+        run: |
+          cargo build --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -j 4
+      - name: Cargo test cubesqlplanner
+        run: |
+          cargo test --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -j 1
 
   lint:
     runs-on: ubuntu-20.04

From 52d284fa6ae8abca369746b2796e36f329fd0018 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 20 Dec 2024 13:55:51 +0200
Subject: [PATCH 093/128] =?UTF-8?q?commented=20out=C2=A0cargo=20fmt/build/?=
 =?UTF-8?q?test=20for=C2=A0cubesql,=20cubesqlplanner?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/push.yml | 36 ++++++++++++++++++------------------
 1 file changed, 18 insertions(+), 18 deletions(-)

diff --git a/.github/workflows/push.yml b/.github/workflows/push.yml
index a26ce32017392..0cf313e1b0d48 100644
--- a/.github/workflows/push.yml
+++ b/.github/workflows/push.yml
@@ -147,24 +147,24 @@ jobs:
       - name: Cargo test cubeshared
         run: |
           cargo test --manifest-path rust/cubeshared/Cargo.toml -j 1
-      - name: Cargo fmt cubesql
-        run: |
-          cargo fmt --manifest-path rust/cubesql/Cargo.toml -- --check
-      - name: Cargo build cubesql
-        run: |
-          cargo build --manifest-path rust/cubesql/Cargo.toml -j 4
-      - name: Cargo test cubesql
-        run: |
-          cargo test --manifest-path rust/cubesql/Cargo.toml -j 1
-      - name: Cargo fmt cubesqlplanner
-        run: |
-          cargo fmt --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -- --check
-      - name: Cargo build cubesqlplanner
-        run: |
-          cargo build --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -j 4
-      - name: Cargo test cubesqlplanner
-        run: |
-          cargo test --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -j 1
+#      - name: Cargo fmt cubesql
+#        run: |
+#          cargo fmt --manifest-path rust/cubesql/Cargo.toml -- --check
+#      - name: Cargo build cubesql
+#        run: |
+#          cargo build --manifest-path rust/cubesql/Cargo.toml -j 4
+#      - name: Cargo test cubesql
+#        run: |
+#          cargo test --manifest-path rust/cubesql/Cargo.toml -j 1
+#      - name: Cargo fmt cubesqlplanner
+#        run: |
+#          cargo fmt --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -- --check
+#      - name: Cargo build cubesqlplanner
+#        run: |
+#          cargo build --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -j 4
+#      - name: Cargo test cubesqlplanner
+#        run: |
+#          cargo test --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -j 1
 
   lint:
     runs-on: ubuntu-20.04

From 8a117270b28bd28505397a299ed727b7707e2a8b Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 20 Dec 2024 13:59:38 +0200
Subject: [PATCH 094/128] remove transformdata JS implementation

---
 .../src/helpers/transformData.ts              | 361 ------------------
 1 file changed, 361 deletions(-)
 delete mode 100644 packages/cubejs-api-gateway/src/helpers/transformData.ts

diff --git a/packages/cubejs-api-gateway/src/helpers/transformData.ts b/packages/cubejs-api-gateway/src/helpers/transformData.ts
deleted file mode 100644
index 5e2a49752a462..0000000000000
--- a/packages/cubejs-api-gateway/src/helpers/transformData.ts
+++ /dev/null
@@ -1,361 +0,0 @@
-/**
- * @license Apache-2.0
- * @copyright Cube Dev, Inc.
- * @fileoverview
- * transformData function and related types definition.
- */
-
-import R from 'ramda';
-import moment, { MomentInput } from 'moment';
-import { UserError } from '../UserError';
-import { ConfigItem } from './prepareAnnotation';
-import { NormalizedQuery, QueryTimeDimension } from '../types/query';
-import { QueryType, ResultType, } from '../types/strings';
-import { QueryType as QueryTypeEnum, ResultType as ResultTypeEnum, } from '../types/enums';
-import { AliasToMemberMap, DBResponsePrimitive, DBResponseValue, TransformDataResponse } from '../types/responses';
-
-const COMPARE_DATE_RANGE_FIELD = 'compareDateRange';
-const COMPARE_DATE_RANGE_SEPARATOR = ' - ';
-const BLENDING_QUERY_KEY_PREFIX = 'time.';
-const BLENDING_QUERY_RES_SEPARATOR = '.';
-const MEMBER_SEPARATOR = '.';
-
-/**
- * Parse date range value from time dimension.
- * @internal
- */
-function getDateRangeValue(
-  timeDimensions?: QueryTimeDimension[]
-): string {
-  if (!timeDimensions) {
-    throw new UserError(
-      'QueryTimeDimension should be specified ' +
-      'for the compare date range query.'
-    );
-  } else {
-    const [dim] = timeDimensions;
-    if (!dim.dateRange) {
-      throw new UserError(
-        `${'Inconsistent QueryTimeDimension configuration ' +
-        'for the compare date range query, dateRange required: '}${
-          dim}`
-      );
-    } else if (typeof dim.dateRange === 'string') {
-      throw new UserError(
-        'Inconsistent dateRange configuration for the ' +
-        `compare date range query: ${dim.dateRange}`
-      );
-    } else {
-      return dim.dateRange.join(COMPARE_DATE_RANGE_SEPARATOR);
-    }
-  }
-}
-
-/**
- * Parse blending query key from time dimension granularity.
- * @internal
- */
-function getBlendingQueryKey(
-  timeDimensions?: QueryTimeDimension[]
-): string {
-  if (!timeDimensions) {
-    throw new UserError(
-      'QueryTimeDimension should be specified ' +
-      'for the blending query.'
-    );
-  } else {
-    const [dim] = timeDimensions;
-    if (!dim.granularity) {
-      throw new UserError(
-        'Inconsistent QueryTimeDimension configuration ' +
-        `for the blending query, granularity required: ${dim}`
-      );
-    } else {
-      return BLENDING_QUERY_KEY_PREFIX + dim.granularity;
-    }
-  }
-}
-
-/**
- * Parse blending response key from time dimension and granularity.
- * @internal
- */
-function getBlendingResponseKey(
-  timeDimensions?: QueryTimeDimension[]
-): string {
-  if (!timeDimensions) {
-    throw new UserError(
-      'QueryTimeDimension should be specified ' +
-      'for the blending query.'
-    );
-  } else {
-    const [dim] = timeDimensions;
-    if (!dim.granularity) {
-      throw new UserError(
-        'Inconsistent QueryTimeDimension configuration ' +
-        `for the blending query, granularity required: ${dim}`
-      );
-    } else if (!dim.dimension) {
-      throw new UserError(
-        'Inconsistent QueryTimeDimension configuration ' +
-        `for the blending query, dimension required: ${dim}`
-      );
-    } else {
-      return dim.dimension +
-        BLENDING_QUERY_RES_SEPARATOR +
-        dim.granularity;
-    }
-  }
-}
-
-/**
- * Parse members names from request/response.
- * @internal
- */
-function getMembers(
-  queryType: QueryType,
-  query: NormalizedQuery,
-  dbData: { [sqlAlias: string]: DBResponseValue }[],
-  aliasToMemberNameMap: AliasToMemberMap,
-  annotation: { [member: string]: ConfigItem },
-): { [member: string]: string } {
-  const members: { [member: string]: string } = {};
-  if (!dbData.length) {
-    return members;
-  }
-  const columns = Object.keys(dbData[0]);
-  columns.forEach((column) => {
-    if (!aliasToMemberNameMap[column] || !annotation[aliasToMemberNameMap[column]]) {
-      throw new UserError(
-        `You requested hidden member: '${
-          column
-        }'. Please make it visible using \`shown: true\`. ` +
-        'Please note primaryKey fields are `shown: false` by ' +
-        'default: https://cube.dev/docs/schema/reference/joins#' +
-        'setting-a-primary-key.'
-      );
-    }
-    members[aliasToMemberNameMap[column]] = column;
-    const path = aliasToMemberNameMap[column]
-      .split(MEMBER_SEPARATOR);
-    const calcMember =
-      [path[0], path[1]].join(MEMBER_SEPARATOR);
-    if (
-      path.length === 3 &&
-      query.dimensions?.indexOf(calcMember) === -1
-    ) {
-      members[calcMember] = column;
-    }
-  });
-  if (queryType === QueryTypeEnum.COMPARE_DATE_RANGE_QUERY) {
-    members[COMPARE_DATE_RANGE_FIELD] =
-      QueryTypeEnum.COMPARE_DATE_RANGE_QUERY;
-  } else if (queryType === QueryTypeEnum.BLENDING_QUERY) {
-    members[getBlendingQueryKey(query.timeDimensions)] =
-      // @ts-ignore
-      members[query.timeDimensions[0].dimension];
-  }
-  return members;
-}
-
-/**
- * Transform specified `value` with specified `type` to the network
- * protocol type.
- */
-function transformValue(
-  value: DBResponseValue,
-  type: string
-): DBResponsePrimitive {
-  // TODO: support for max time
-  if (value && (type === 'time' || value instanceof Date)) {
-    return (
-      value instanceof Date
-        ? moment(value)
-        : moment.utc(value as MomentInput)
-    ).format(moment.HTML5_FMT.DATETIME_LOCAL_MS);
-  }
-  return value as DBResponsePrimitive;
-}
-
-/**
- * Convert DB response object to the compact output format.
- * @internal
- * @todo should we use transformValue for blending query?
- */
-function getCompactRow(
-  membersToAliasMap: { [member: string]: string },
-  annotation: { [member: string]: ConfigItem },
-  queryType: QueryType,
-  members: string[],
-  timeDimensions: QueryTimeDimension[] | undefined,
-  dbRow: { [sqlAlias: string]: DBResponseValue },
-): DBResponsePrimitive[] {
-  const row: DBResponsePrimitive[] = [];
-  members.forEach((m: string) => {
-    if (annotation[m]) {
-      row.push(
-        transformValue(
-          dbRow[membersToAliasMap[m]],
-          annotation[m].type
-        ),
-      );
-    }
-  });
-  if (queryType === QueryTypeEnum.COMPARE_DATE_RANGE_QUERY) {
-    row.push(
-      getDateRangeValue(timeDimensions)
-    );
-  } else if (queryType === QueryTypeEnum.BLENDING_QUERY) {
-    row.push(
-      dbRow[
-        membersToAliasMap[
-          getBlendingResponseKey(timeDimensions)
-        ]
-      ] as DBResponsePrimitive
-    );
-  }
-  return row;
-}
-
-/**
- * Convert DB response object to the vanilla output format.
- * @internal
- */
-function getVanillaRow(
-  aliasToMemberNameMap: AliasToMemberMap,
-  annotation: { [member: string]: ConfigItem },
-  queryType: QueryType,
-  query: NormalizedQuery,
-  dbRow: { [sqlAlias: string]: DBResponseValue },
-): { [member: string]: DBResponsePrimitive } {
-  const row = Object
-    .entries(dbRow)
-    .reduce((acc, [sqlAlias, value]) => {
-      const memberName = aliasToMemberNameMap[sqlAlias];
-      const annotationForMember = annotation[memberName];
-
-      if (!annotationForMember) {
-        throw new UserError(
-          `You requested hidden member: '${sqlAlias}'. ` +
-          'Please make it visible using `shown: true`. ' +
-          'Please note primaryKey fields are `shown: false` by default: ' +
-          'https://cube.dev/docs/schema/reference/joins#setting-a-primary-key.'
-        );
-      }
-
-      const transformedValue = transformValue(value as DBResponseValue, annotationForMember.type);
-      const path = memberName.split(MEMBER_SEPARATOR);
-
-      acc[memberName] = transformedValue;
-
-      /**
-       * Handle time dimensions without granularity
-       * @deprecated
-       * @todo backward compatibility for referencing
-       */
-      const memberNameWithoutGranularity = [path[0], path[1]].join(MEMBER_SEPARATOR);
-      if (path.length === 3 &&
-        (query.dimensions || []).indexOf(memberNameWithoutGranularity) === -1) {
-        acc[memberNameWithoutGranularity] = transformedValue;
-      }
-
-      return acc;
-    }, {} as { [member: string]: DBResponsePrimitive });
-
-  if (queryType === QueryTypeEnum.COMPARE_DATE_RANGE_QUERY) {
-    return {
-      ...row,
-      compareDateRange: getDateRangeValue(query.timeDimensions)
-    };
-  }
-
-  if (queryType === QueryTypeEnum.BLENDING_QUERY) {
-    return {
-      ...row,
-      [getBlendingQueryKey(query.timeDimensions)]:
-        row[getBlendingResponseKey(query.timeDimensions)]
-    };
-  }
-
-  return row as { [member: string]: DBResponsePrimitive; };
-}
-
-/**
- * Transforms queried data array to the output format.
- */
-function transformData({
-  aliasToMemberNameMap,
-  annotation,
-  data,
-  query,
-  queryType,
-  resType,
-}: {
-  aliasToMemberNameMap: AliasToMemberMap;
-  annotation: { [member: string]: ConfigItem };
-  data: { [sqlAlias: string]: unknown }[];
-  query: NormalizedQuery;
-  queryType: QueryType;
-  resType?: ResultType;
-}): TransformDataResponse {
-  const d = data as { [sqlAlias: string]: DBResponseValue }[];
-  const membersToAliasMap = getMembers(
-    queryType,
-    query,
-    d,
-    aliasToMemberNameMap,
-    annotation,
-  );
-  const members: string[] = Object.keys(membersToAliasMap);
-  const dataset: DBResponsePrimitive[][] | {
-    [member: string]: DBResponsePrimitive
-  }[] = d.map((r) => {
-    const row: DBResponsePrimitive[] | {
-      [member: string]: DBResponsePrimitive
-    } = resType === ResultTypeEnum.COMPACT
-      ? getCompactRow(
-        membersToAliasMap,
-        annotation,
-        queryType,
-        members,
-        query.timeDimensions,
-        r,
-      )
-      : getVanillaRow(
-        aliasToMemberNameMap,
-        annotation,
-        queryType,
-        query,
-        r,
-      );
-    return row;
-  }) as DBResponsePrimitive[][] | {
-    [member: string]: DBResponsePrimitive
-  }[];
-  return (resType === ResultTypeEnum.COMPACT
-    ? { members, dataset }
-    : dataset
-  ) as {
-    members: string[],
-    dataset: DBResponsePrimitive[][]
-  } | {
-    [member: string]: DBResponsePrimitive
-  }[];
-}
-
-export default transformData;
-export {
-  COMPARE_DATE_RANGE_FIELD,
-  COMPARE_DATE_RANGE_SEPARATOR,
-  BLENDING_QUERY_KEY_PREFIX,
-  BLENDING_QUERY_RES_SEPARATOR,
-  MEMBER_SEPARATOR,
-  getDateRangeValue,
-  getBlendingQueryKey,
-  getBlendingResponseKey,
-  getMembers,
-  getCompactRow,
-  getVanillaRow,
-  transformData,
-  transformValue,
-};

From 2198a6389f42b6d8842064274337fcb92bbfab6f Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 20 Dec 2024 16:38:27 +0200
Subject: [PATCH 095/128] refactor push CI jobs

---
 .github/workflows/push.yml | 60 +++++++++++++++++++-------------------
 1 file changed, 30 insertions(+), 30 deletions(-)

diff --git a/.github/workflows/push.yml b/.github/workflows/push.yml
index 0cf313e1b0d48..5976c1f29b84d 100644
--- a/.github/workflows/push.yml
+++ b/.github/workflows/push.yml
@@ -120,48 +120,18 @@ jobs:
 #          files: ./packages/*/coverage/clover.xml
 #          flags: cube-backend
 #          verbose: true # optional (default = false)
-      - name: Cargo fmt cubeorchestrator
-        run: |
-          cargo fmt --manifest-path rust/cubeorchestrator/Cargo.toml -- --check
-      - name: Cargo build cubeorchestrator
-        run: |
-          cargo build --manifest-path rust/cubeorchestrator/Cargo.toml -j 4
       - name: Cargo test cubeorchestrator
         run: |
           cargo test --manifest-path rust/cubeorchestrator/Cargo.toml -j 1
-      - name: Cargo fmt cubenativeutils
-        run: |
-          cargo fmt --manifest-path rust/cubenativeutils/Cargo.toml -- --check
-      - name: Cargo build cubenativeutils
-        run: |
-          cargo build --manifest-path rust/cubenativeutils/Cargo.toml -j 4
       - name: Cargo test cubenativeutils
         run: |
           cargo test --manifest-path rust/cubenativeutils/Cargo.toml -j 1
-      - name: Cargo fmt cubeshared
-        run: |
-          cargo fmt --manifest-path rust/cubeshared/Cargo.toml -- --check
-      - name: Cargo build cubeshared
-        run: |
-          cargo build --manifest-path rust/cubeshared/Cargo.toml -j 4
       - name: Cargo test cubeshared
         run: |
           cargo test --manifest-path rust/cubeshared/Cargo.toml -j 1
-#      - name: Cargo fmt cubesql
-#        run: |
-#          cargo fmt --manifest-path rust/cubesql/Cargo.toml -- --check
-#      - name: Cargo build cubesql
-#        run: |
-#          cargo build --manifest-path rust/cubesql/Cargo.toml -j 4
 #      - name: Cargo test cubesql
 #        run: |
 #          cargo test --manifest-path rust/cubesql/Cargo.toml -j 1
-#      - name: Cargo fmt cubesqlplanner
-#        run: |
-#          cargo fmt --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -- --check
-#      - name: Cargo build cubesqlplanner
-#        run: |
-#          cargo build --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -j 4
 #      - name: Cargo test cubesqlplanner
 #        run: |
 #          cargo test --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -j 1
@@ -213,6 +183,21 @@ jobs:
         run: yarn lint:npm
       - name: Lerna lint
         run: yarn lerna run --concurrency 1 lint
+      - name: Cargo fmt cubeorchestrator
+        run: |
+          cargo fmt --manifest-path rust/cubeorchestrator/Cargo.toml -- --check
+      - name: Cargo fmt cubenativeutils
+        run: |
+          cargo fmt --manifest-path rust/cubenativeutils/Cargo.toml -- --check
+      - name: Cargo fmt cubeshared
+        run: |
+          cargo fmt --manifest-path rust/cubeshared/Cargo.toml -- --check
+#      - name: Cargo fmt cubesql
+#        run: |
+#          cargo fmt --manifest-path rust/cubesql/Cargo.toml -- --check
+#      - name: Cargo fmt cubesqlplanner
+#        run: |
+#          cargo fmt --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -- --check
 
   build:
     runs-on: ubuntu-20.04
@@ -265,6 +250,21 @@ jobs:
         run: yarn lerna run --concurrency 1 build
         env:
           NODE_OPTIONS: --max_old_space_size=4096
+      - name: Cargo build cubeorchestrator
+        run: |
+          cargo build --manifest-path rust/cubeorchestrator/Cargo.toml -j 4
+      - name: Cargo build cubenativeutils
+        run: |
+          cargo build --manifest-path rust/cubenativeutils/Cargo.toml -j 4
+      - name: Cargo build cubeshared
+        run: |
+          cargo build --manifest-path rust/cubeshared/Cargo.toml -j 4
+#      - name: Cargo build cubesql
+#        run: |
+#          cargo build --manifest-path rust/cubesql/Cargo.toml -j 4
+#      - name: Cargo build cubesqlplanner
+#        run: |
+#          cargo build --manifest-path rust/cubesqlplanner/cubesqlplanner/Cargo.toml -j 4
 
   build-cubestore:
     needs: [latest-tag-sha]

From fef607c04925893191f2e49aa4f121f493a384ed Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 7 Jan 2025 13:50:03 +0200
Subject: [PATCH 096/128] =?UTF-8?q?rename=20CubestoreResultWrapper=20?=
 =?UTF-8?q?=E2=86=92=20ResultWrapper?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../js/{CubeStoreResultWrapper.ts => ResultWrapper.ts} |  2 +-
 packages/cubejs-backend-native/js/index.ts             | 10 +++++-----
 2 files changed, 6 insertions(+), 6 deletions(-)
 rename packages/cubejs-backend-native/js/{CubeStoreResultWrapper.ts => ResultWrapper.ts} (98%)

diff --git a/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
similarity index 98%
rename from packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
rename to packages/cubejs-backend-native/js/ResultWrapper.ts
index a85215fb57ac6..9153559ac0f73 100644
--- a/packages/cubejs-backend-native/js/CubeStoreResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -1,6 +1,6 @@
 import { getCubestoreResult, ResultRow } from './index';
 
-export class CubeStoreResultWrapper {
+export class ResultWrapper {
   private readonly proxy: any;
 
   private cache: any;
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index 2f2e3327f9e7f..fe707175afa36 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -3,9 +3,9 @@ import fs from 'fs';
 import path from 'path';
 import { Writable } from 'stream';
 import type { Request as ExpressRequest } from 'express';
-import { CubeStoreResultWrapper } from './CubeStoreResultWrapper';
+import { ResultWrapper } from './ResultWrapper';
 
-export * from './CubeStoreResultWrapper';
+export * from './ResultWrapper';
 
 export interface BaseMeta {
   // postgres or mysql
@@ -363,14 +363,14 @@ export const buildSqlAndParams = (cubeEvaluator: any): String => {
 
 export type ResultRow = Record<string, string>;
 
-export const parseCubestoreResultMessage = async (message: ArrayBuffer): Promise<CubeStoreResultWrapper> => {
+export const parseCubestoreResultMessage = async (message: ArrayBuffer): Promise<ResultWrapper> => {
   const native = loadNative();
 
   const msg = await native.parseCubestoreResultMessage(message);
-  return new CubeStoreResultWrapper(msg);
+  return new ResultWrapper(msg);
 };
 
-export const getCubestoreResult = (ref: CubeStoreResultWrapper): ResultRow[] => {
+export const getCubestoreResult = (ref: ResultWrapper): ResultRow[] => {
   const native = loadNative();
 
   return native.getCubestoreResult(ref);

From 5c926c039fb9510651ff9a064ac0c13c0aeef0ae Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 7 Jan 2025 13:50:35 +0200
Subject: [PATCH 097/128] =?UTF-8?q?add=20isNative=20flag=20to=C2=A0ResultW?=
 =?UTF-8?q?rapper?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/js/ResultWrapper.ts | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 9153559ac0f73..05170b76f879a 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -7,7 +7,13 @@ export class ResultWrapper {
 
   public cached: Boolean = false;
 
+  private readonly isNative: Boolean = false;
+
   public constructor(private readonly nativeReference: any) {
+    if (nativeReference) {
+      this.isNative = true;
+    }
+
     this.proxy = new Proxy(this, {
       get: (target, prop: string | symbol) => {
         // intercept indexes
@@ -18,7 +24,7 @@ export class ResultWrapper {
 
         // intercept isNative
         if (prop === 'isNative') {
-          return true;
+          return this.isNative;
         }
 
         // intercept array props and methods

From d17df336b9ead70626ba25f17fdf89f08439a5ad Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 7 Jan 2025 13:52:31 +0200
Subject: [PATCH 098/128] =?UTF-8?q?rename=20getResultInternal=20=E2=86=92?=
 =?UTF-8?q?=20prepareResultTransformData?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-api-gateway/src/gateway.ts | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 428485f528ddc..3c9e6850fc708 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1602,11 +1602,11 @@ class ApiGateway {
   }
 
   /**
-   * Convert adapter's result and other request parameters to a final
+   * Prepare adapter's result and other transform parameters for a final
    * result object.
    * @internal
    */
-  private async getResultInternal(
+  private async prepareResultTransformData(
     context: RequestContext,
     queryType: QueryType,
     normalizedQuery: NormalizedQuery,
@@ -1785,7 +1785,7 @@ class ApiGateway {
             metaConfigResult, normalizedQuery
           );
 
-          return this.getResultInternal(
+          return this.prepareResultTransformData(
             context,
             queryType,
             normalizedQuery,
@@ -1963,7 +1963,7 @@ class ApiGateway {
               sqlQueries[index],
             );
 
-            return this.getResultInternal(
+            return this.prepareResultTransformData(
               context,
               queryType,
               normalizedQuery,

From 0db0d067220eef97bedf608c1b41b2125fdba54d Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 7 Jan 2025 15:04:46 +0200
Subject: [PATCH 099/128] =?UTF-8?q?use=20ResultWrapper=20for=C2=A0all=20re?=
 =?UTF-8?q?sults?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-api-gateway/src/gateway.ts    | 40 +++++++++++++------
 .../cubejs-backend-native/js/ResultWrapper.ts | 20 ++++++++--
 2 files changed, 45 insertions(+), 15 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 3c9e6850fc708..7cd1cb3798248 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -14,6 +14,7 @@ import {
   getFinalQueryResult,
   getFinalQueryResultArray,
   getFinalQueryResultMulti,
+  ResultWrapper,
 } from '@cubejs-backend/native';
 import type {
   Application as ExpressApplication,
@@ -120,7 +121,6 @@ function cleanupResult(result) {
   return {
     ...result,
     rawData: undefined,
-    transformDataParams: undefined,
   };
 }
 
@@ -1553,7 +1553,7 @@ class ApiGateway {
     context: RequestContext,
     normalizedQuery: NormalizedQuery,
     sqlQuery: any,
-  ) {
+  ): Promise<ResultWrapper> {
     const queries = [{
       ...sqlQuery,
       query: sqlQuery.sql[0],
@@ -1598,7 +1598,22 @@ class ApiGateway {
     response.total = normalizedQuery.total
       ? Number(total.data[0][QueryAlias.TOTAL_COUNT])
       : undefined;
-    return response;
+
+    return this.wrapAdapterQueryResultIfNeeded(response);
+  }
+
+  /**
+   * Wraps the adapter's response in unified ResultWrapper if it comes from
+   * a common driver (not a Cubestore's one, cause Cubestore Driver internally creates ResultWrapper)
+   * @param res Adapter's response
+   * @private
+   */
+  private wrapAdapterQueryResultIfNeeded(res: any): ResultWrapper {
+    if (!(res.data instanceof ResultWrapper)) {
+      res.data = new ResultWrapper(null, res.data);
+    }
+
+    return res;
   }
 
   /**
@@ -1640,11 +1655,12 @@ class ApiGateway {
       resType: responseType,
     };
 
+    response.data.setTransformData(transformDataParams);
+
     // We postpone data transformation until the last minute
     return {
       query: normalizedQuery,
       rawData: response.data,
-      transformDataParams,
       lastRefreshTime: response.lastRefreshTime?.toISOString(),
       ...(
         getEnv('devMode') ||
@@ -1826,8 +1842,8 @@ class ApiGateway {
         // We prepare the final json result on native side
         const [transformDataJson, rawDataRef, cleanResultList] = results.reduce<[Object[], any[], Object[]]>(
           ([transformList, rawList, resultList], r) => {
-            transformList.push(r.transformDataParams);
-            rawList.push(r.rawData.isNative ? r.rawData.getNativeRef() : r.rawData);
+            transformList.push(r.rawData.getTransformData());
+            rawList.push(r.rawData.getRawData());
             resultList.push(cleanupResult(r));
             return [transformList, rawList, resultList];
           },
@@ -1844,8 +1860,9 @@ class ApiGateway {
       } else {
         // We prepare the full final json result on native side
         const r = results[0];
-        const rawData = r.rawData.isNative ? r.rawData.getNativeRef() : r.rawData;
-        res(await getFinalQueryResult(r.transformDataParams, rawData, cleanupResult(r)));
+        res(await getFinalQueryResult(
+          r.rawData.getTransformData(), r.rawData.getRawData(), cleanupResult(r)
+        ));
       }
     } catch (e: any) {
       this.handleError({
@@ -1980,12 +1997,11 @@ class ApiGateway {
         } else {
           // We prepare the final json result on native side
           const [transformDataJson, rawData, resultDataJson] = (results as {
-            transformDataParams: any;
-            rawData: { isNative: boolean, getNativeRef: () => any };
+            rawData: { getTransformData: () => any, getRawData: () => any };
           }[]).reduce<[Object[], any[], Object[]]>(
             ([transformList, rawList, resultList], r) => {
-              transformList.push(r.transformDataParams);
-              rawList.push(r.rawData.isNative ? r.rawData.getNativeRef() : r.rawData);
+              transformList.push(r.rawData.getTransformData());
+              rawList.push(r.rawData.getRawData());
               resultList.push(cleanupResult(r));
               return [transformList, rawList, resultList];
             },
diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 05170b76f879a..de62be9cf9961 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -9,7 +9,9 @@ export class ResultWrapper {
 
   private readonly isNative: Boolean = false;
 
-  public constructor(private readonly nativeReference: any) {
+  private transformData: any;
+
+  public constructor(private readonly nativeReference: any, private readonly jsResult: any = null) {
     if (nativeReference) {
       this.isNative = true;
     }
@@ -81,7 +83,19 @@ export class ResultWrapper {
     return (array as any)[method](...args);
   }
 
-  public getNativeRef() {
-    return this.nativeReference;
+  public getRawData() {
+    if (this.isNative) {
+      return this.nativeReference;
+    }
+
+    return this.jsResult;
+  }
+
+  public setTransformData(td: any) {
+    this.transformData = td;
+  }
+
+  public getTransformData(): any {
+    return this.transformData;
   }
 }

From 4224f58a6079879bd81eb36eaad127d1fdc6a659 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 7 Jan 2025 15:09:15 +0200
Subject: [PATCH 100/128] =?UTF-8?q?fix=20getArray=20in=C2=A0ResultWrapper?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/js/ResultWrapper.ts | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index de62be9cf9961..9d324c3b12c04 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -72,7 +72,11 @@ export class ResultWrapper {
 
   private getArray(): ResultRow[] {
     if (!this.cache) {
-      this.cache = getCubestoreResult(this.nativeReference);
+      if (this.isNative) {
+        this.cache = getCubestoreResult(this.nativeReference);
+      } else {
+        this.cache = this.jsResult;
+      }
       this.cached = true;
     }
     return this.cache;

From fadc3e9b5185e8fc6a8954359d40920d5b26b77c Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 7 Jan 2025 18:19:05 +0200
Subject: [PATCH 101/128] lint fix

---
 packages/cubejs-server/src/websocket-server.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/cubejs-server/src/websocket-server.ts b/packages/cubejs-server/src/websocket-server.ts
index 971c04db1d19f..68820df1d7b19 100644
--- a/packages/cubejs-server/src/websocket-server.ts
+++ b/packages/cubejs-server/src/websocket-server.ts
@@ -45,7 +45,7 @@ export class WebSocketServer {
         const resMsg = new TextDecoder().decode(message.message);
         message.message = "~XXXXX~";
         messageStr = JSON.stringify(message);
-        messageStr = messageStr.replace(`"~XXXXX~"`, resMsg);
+        messageStr = messageStr.replace('"~XXXXX~"', resMsg);
       } else {
         messageStr = JSON.stringify(message);
       }

From 4e9a5403e7fa3582640ab7199971419b71d10786 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 7 Jan 2025 18:49:56 +0200
Subject: [PATCH 102/128] =?UTF-8?q?encapsulate=20rootResultObject=20into?=
 =?UTF-8?q?=C2=A0ResultWrapper?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-api-gateway/src/gateway.ts    | 48 ++++++++-----------
 .../cubejs-backend-native/js/ResultWrapper.ts | 10 ++++
 2 files changed, 30 insertions(+), 28 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 7cd1cb3798248..57d078290ac1c 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -117,13 +117,6 @@ function systemAsyncHandler(handler: (req: Request & { context: ExtendedRequestC
   };
 }
 
-function cleanupResult(result) {
-  return {
-    ...result,
-    rawData: undefined,
-  };
-}
-
 // Prepared CheckAuthFn, default or from config: always async, returns nothing
 type PreparedCheckAuthFn = (ctx: any, authorization?: string) => Promise<void>;
 
@@ -1621,7 +1614,7 @@ class ApiGateway {
    * result object.
    * @internal
    */
-  private async prepareResultTransformData(
+  private prepareResultTransformData(
     context: RequestContext,
     queryType: QueryType,
     normalizedQuery: NormalizedQuery,
@@ -1642,7 +1635,9 @@ class ApiGateway {
     },
     response: any,
     responseType?: ResultType,
-  ) {
+  ): ResultWrapper {
+    const resultWrapper = response.data;
+
     const transformDataParams = {
       aliasToMemberNameMap: sqlQuery.aliasNameToMember,
       annotation: {
@@ -1655,12 +1650,8 @@ class ApiGateway {
       resType: responseType,
     };
 
-    response.data.setTransformData(transformDataParams);
-
-    // We postpone data transformation until the last minute
-    return {
+    const resObj = {
       query: normalizedQuery,
-      rawData: response.data,
       lastRefreshTime: response.lastRefreshTime?.toISOString(),
       ...(
         getEnv('devMode') ||
@@ -1681,6 +1672,11 @@ class ApiGateway {
       slowQuery: Boolean(response.slowQuery),
       total: normalizedQuery.total ? response.total : null,
     };
+
+    resultWrapper.setTransformData(transformDataParams);
+    resultWrapper.setRootResultObject(resObj);
+
+    return resultWrapper;
   }
 
   /**
@@ -1825,15 +1821,13 @@ class ApiGateway {
           queries: results.length,
           queriesWithPreAggregations:
             results.filter(
-              (r: any) => Object.keys(
-                r.usedPreAggregations || {}
-              ).length
+              (r: any) => Object.keys(r.getRootResultObject().usedPreAggregations || {}).length
             ).length,
           // Have to omit because data could be processed natively
           // so it is not known at this point
           // queriesWithData:
           //   results.filter((r: any) => r.data?.length).length,
-          dbType: results.map(r => r.dbType),
+          dbType: results.map(r => r.getRootResultObject().dbType),
         },
         context,
       );
@@ -1842,9 +1836,9 @@ class ApiGateway {
         // We prepare the final json result on native side
         const [transformDataJson, rawDataRef, cleanResultList] = results.reduce<[Object[], any[], Object[]]>(
           ([transformList, rawList, resultList], r) => {
-            transformList.push(r.rawData.getTransformData());
-            rawList.push(r.rawData.getRawData());
-            resultList.push(cleanupResult(r));
+            transformList.push(r.getTransformData());
+            rawList.push(r.getRawData());
+            resultList.push(r.getRootResultObject());
             return [transformList, rawList, resultList];
           },
           [[], [], []]
@@ -1861,7 +1855,7 @@ class ApiGateway {
         // We prepare the full final json result on native side
         const r = results[0];
         res(await getFinalQueryResult(
-          r.rawData.getTransformData(), r.rawData.getRawData(), cleanupResult(r)
+          r.getTransformData(), r.getRawData(), r.getRootResultObject()
         ));
       }
     } catch (e: any) {
@@ -1996,13 +1990,11 @@ class ApiGateway {
           res(results[0]);
         } else {
           // We prepare the final json result on native side
-          const [transformDataJson, rawData, resultDataJson] = (results as {
-            rawData: { getTransformData: () => any, getRawData: () => any };
-          }[]).reduce<[Object[], any[], Object[]]>(
+          const [transformDataJson, rawData, resultDataJson] = (results as ResultWrapper[]).reduce<[Object[], any[], Object[]]>(
             ([transformList, rawList, resultList], r) => {
-              transformList.push(r.rawData.getTransformData());
-              rawList.push(r.rawData.getRawData());
-              resultList.push(cleanupResult(r));
+              transformList.push(r.getTransformData());
+              rawList.push(r.getRawData());
+              resultList.push(r.getRootResultObject());
               return [transformList, rawList, resultList];
             },
             [[], [], []]
diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 9d324c3b12c04..82b3944084676 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -11,6 +11,8 @@ export class ResultWrapper {
 
   private transformData: any;
 
+  private rootResultObject: any = {};
+
   public constructor(private readonly nativeReference: any, private readonly jsResult: any = null) {
     if (nativeReference) {
       this.isNative = true;
@@ -102,4 +104,12 @@ export class ResultWrapper {
   public getTransformData(): any {
     return this.transformData;
   }
+
+  public setRootResultObject(obj: any) {
+    this.rootResultObject = obj;
+  }
+
+  public getRootResultObject(): any {
+    return this.rootResultObject;
+  }
 }

From 8b1cbf53031e0cedccab1c0c54839c828e090525 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 7 Jan 2025 20:11:54 +0200
Subject: [PATCH 103/128] =?UTF-8?q?add=20DataResult=20interface=20+=20impl?=
 =?UTF-8?q?ement=20it=20in=C2=A0result=20wrappers?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-api-gateway/src/gateway.ts    | 41 +++---------
 .../cubejs-backend-native/js/ResultWrapper.ts | 62 ++++++++++++++++++-
 2 files changed, 67 insertions(+), 36 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 57d078290ac1c..6db003b4997a4 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -11,9 +11,8 @@ import {
   QueryAlias,
 } from '@cubejs-backend/shared';
 import {
-  getFinalQueryResult,
-  getFinalQueryResultArray,
-  getFinalQueryResultMulti,
+  ResultArrayWrapper,
+  ResultMultiWrapper,
   ResultWrapper,
 } from '@cubejs-backend/native';
 import type {
@@ -1834,29 +1833,12 @@ class ApiGateway {
 
       if (props.queryType === 'multi') {
         // We prepare the final json result on native side
-        const [transformDataJson, rawDataRef, cleanResultList] = results.reduce<[Object[], any[], Object[]]>(
-          ([transformList, rawList, resultList], r) => {
-            transformList.push(r.getTransformData());
-            rawList.push(r.getRawData());
-            resultList.push(r.getRootResultObject());
-            return [transformList, rawList, resultList];
-          },
-          [[], [], []]
-        );
-
-        const responseDataObj = {
-          queryType,
-          results: cleanResultList,
-          slowQuery
-        };
-
-        res(await getFinalQueryResultMulti(transformDataJson, rawDataRef, responseDataObj));
+        const resultMulti = new ResultMultiWrapper(results, { queryType, slowQuery });
+        res(await resultMulti.getFinalResult());
       } else {
         // We prepare the full final json result on native side
         const r = results[0];
-        res(await getFinalQueryResult(
-          r.getTransformData(), r.getRawData(), r.getRootResultObject()
-        ));
+        res(await r.getFinalResult());
       }
     } catch (e: any) {
       this.handleError({
@@ -1990,17 +1972,8 @@ class ApiGateway {
           res(results[0]);
         } else {
           // We prepare the final json result on native side
-          const [transformDataJson, rawData, resultDataJson] = (results as ResultWrapper[]).reduce<[Object[], any[], Object[]]>(
-            ([transformList, rawList, resultList], r) => {
-              transformList.push(r.getTransformData());
-              rawList.push(r.getRawData());
-              resultList.push(r.getRootResultObject());
-              return [transformList, rawList, resultList];
-            },
-            [[], [], []]
-          );
-
-          res(await getFinalQueryResultArray(transformDataJson, rawData, resultDataJson));
+          const resultArray = new ResultArrayWrapper(results);
+          res(await resultArray.getFinalResult());
         }
       }
     } catch (e: any) {
diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 82b3944084676..34af111cfa74e 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -1,6 +1,16 @@
-import { getCubestoreResult, ResultRow } from './index';
+import {
+  getCubestoreResult,
+  getFinalQueryResult,
+  getFinalQueryResultArray,
+  getFinalQueryResultMulti,
+  ResultRow
+} from './index';
+
+export interface DataResult {
+  getFinalResult(): Promise<any>;
+}
 
-export class ResultWrapper {
+export class ResultWrapper implements DataResult {
   private readonly proxy: any;
 
   private cache: any;
@@ -112,4 +122,52 @@ export class ResultWrapper {
   public getRootResultObject(): any {
     return this.rootResultObject;
   }
+
+  public async getFinalResult(): Promise<any> {
+    return getFinalQueryResult(this.transformData, this.getRawData(), this.rootResultObject);
+  }
+}
+
+export class ResultMultiWrapper implements DataResult {
+  public constructor(private readonly results: ResultWrapper[], private rootResultObject: any) {
+  }
+
+  public async getFinalResult(): Promise<any> {
+    const [transformDataJson, rawDataRef, cleanResultList] = this.results.reduce<[Object[], any[], Object[]]>(
+      ([transformList, rawList, resultList], r) => {
+        transformList.push(r.getTransformData());
+        rawList.push(r.getRawData());
+        resultList.push(r.getRootResultObject());
+        return [transformList, rawList, resultList];
+      },
+      [[], [], []]
+    );
+
+    const responseDataObj = {
+      queryType: this.rootResultObject.queryType,
+      results: cleanResultList,
+      slowQuery: this.rootResultObject.slowQuery,
+    };
+
+    return getFinalQueryResultMulti(transformDataJson, rawDataRef, responseDataObj);
+  }
+}
+
+export class ResultArrayWrapper implements DataResult {
+  public constructor(private readonly results: ResultWrapper[]) {
+  }
+
+  public async getFinalResult(): Promise<any> {
+    const [transformDataJson, rawData, resultDataJson] = this.results.reduce<[Object[], any[], Object[]]>(
+      ([transformList, rawList, resultList], r) => {
+        transformList.push(r.getTransformData());
+        rawList.push(r.getRawData());
+        resultList.push(r.getRootResultObject());
+        return [transformList, rawList, resultList];
+      },
+      [[], [], []]
+    );
+
+    return getFinalQueryResultArray(transformDataJson, rawData, resultDataJson);
+  }
 }

From 8e52d69e96bf250c7435813791926f7a11c10844 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 7 Jan 2025 21:15:11 +0200
Subject: [PATCH 104/128] =?UTF-8?q?add=20isWrapper=20property=20to=C2=A0wr?=
 =?UTF-8?q?appers?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/js/ResultWrapper.ts | 14 +++++++++++---
 1 file changed, 11 insertions(+), 3 deletions(-)

diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 34af111cfa74e..b8f1d95066a54 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -10,7 +10,11 @@ export interface DataResult {
   getFinalResult(): Promise<any>;
 }
 
-export class ResultWrapper implements DataResult {
+class BaseWrapper {
+    public readonly isWrapper: boolean = true;
+}
+
+export class ResultWrapper extends BaseWrapper implements DataResult {
   private readonly proxy: any;
 
   private cache: any;
@@ -24,6 +28,8 @@ export class ResultWrapper implements DataResult {
   private rootResultObject: any = {};
 
   public constructor(private readonly nativeReference: any, private readonly jsResult: any = null) {
+    super();
+
     if (nativeReference) {
       this.isNative = true;
     }
@@ -128,8 +134,9 @@ export class ResultWrapper implements DataResult {
   }
 }
 
-export class ResultMultiWrapper implements DataResult {
+export class ResultMultiWrapper extends BaseWrapper implements DataResult {
   public constructor(private readonly results: ResultWrapper[], private rootResultObject: any) {
+    super();
   }
 
   public async getFinalResult(): Promise<any> {
@@ -153,8 +160,9 @@ export class ResultMultiWrapper implements DataResult {
   }
 }
 
-export class ResultArrayWrapper implements DataResult {
+export class ResultArrayWrapper extends BaseWrapper implements DataResult {
   public constructor(private readonly results: ResultWrapper[]) {
+    super();
   }
 
   public async getFinalResult(): Promise<any> {

From 86121a510ab059e4eb3d1f6fc2e3cb60d92a17a5 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 7 Jan 2025 21:56:18 +0200
Subject: [PATCH 105/128] transform wrapped result later before returning the
 response

---
 packages/cubejs-api-gateway/src/gateway.ts        | 15 +++++++--------
 packages/cubejs-api-gateway/src/sql-server.ts     |  7 +------
 packages/cubejs-api-gateway/src/types/request.ts  |  3 ++-
 .../cubejs-backend-native/js/ResultWrapper.ts     |  1 +
 packages/cubejs-backend-native/js/index.ts        |  5 ++++-
 5 files changed, 15 insertions(+), 16 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 6db003b4997a4..5e9eb942850ce 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1834,11 +1834,10 @@ class ApiGateway {
       if (props.queryType === 'multi') {
         // We prepare the final json result on native side
         const resultMulti = new ResultMultiWrapper(results, { queryType, slowQuery });
-        res(await resultMulti.getFinalResult());
+        res(resultMulti);
       } else {
         // We prepare the full final json result on native side
-        const r = results[0];
-        res(await r.getFinalResult());
+        res(results[0]);
       }
     } catch (e: any) {
       this.handleError({
@@ -1973,7 +1972,7 @@ class ApiGateway {
         } else {
           // We prepare the final json result on native side
           const resultArray = new ResultArrayWrapper(results);
-          res(await resultArray.getFinalResult());
+          res(resultArray);
         }
       }
     } catch (e: any) {
@@ -2021,7 +2020,7 @@ class ApiGateway {
         query,
         context,
         res: (message, opts) => {
-          if (!Array.isArray(message) && message.error) {
+          if (!Array.isArray(message) && 'error' in message && message.error) {
             error = { message, opts };
           } else {
             result = { message, opts };
@@ -2045,14 +2044,14 @@ class ApiGateway {
   }
 
   protected resToResultFn(res: ExpressResponse) {
-    return (message, { status }: { status?: number } = {}) => {
+    return async (message, { status }: { status?: number } = {}) => {
       if (status) {
         res.status(status);
       }
 
-      if (message instanceof ArrayBuffer) {
+      if (message.isWrapper) {
         res.set('Content-Type', 'application/json');
-        res.send(Buffer.from(message));
+        res.send(Buffer.from(await message.getFinalResult()));
       } else {
         res.json(message);
       }
diff --git a/packages/cubejs-api-gateway/src/sql-server.ts b/packages/cubejs-api-gateway/src/sql-server.ts
index 49a404706fe43..32e7d37e1e19c 100644
--- a/packages/cubejs-api-gateway/src/sql-server.ts
+++ b/packages/cubejs-api-gateway/src/sql-server.ts
@@ -193,12 +193,7 @@ export class SQLServer {
                   return;
                 }
 
-                if (response instanceof ArrayBuffer) {
-                  const json = JSON.parse(new TextDecoder().decode(response));
-                  resolve(json);
-                } else {
-                  resolve(response);
-                }
+                resolve(response);
               },
               apiType: 'sql',
             });
diff --git a/packages/cubejs-api-gateway/src/types/request.ts b/packages/cubejs-api-gateway/src/types/request.ts
index ed6c5bbd80174..3393554fd8d65 100644
--- a/packages/cubejs-api-gateway/src/types/request.ts
+++ b/packages/cubejs-api-gateway/src/types/request.ts
@@ -6,6 +6,7 @@
  */
 
 import type { Request as ExpressRequest } from 'express';
+import type { DataResult } from '@cubejs-backend/native';
 import { RequestType, ApiType, ResultType } from './strings';
 import { Query } from './query';
 
@@ -105,7 +106,7 @@ type MetaResponseResultFn = (message: MetaResponse | ErrorResponse) => void;
  */
 type ResponseResultFn =
   (
-    message: (Record<string, any> | Record<string, any>[]) | ErrorResponse,
+    message: (Record<string, any> | Record<string, any>[]) | DataResult | ErrorResponse,
     extra?: { status: number }
   ) => void;
 
diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index b8f1d95066a54..c68b335b2a2a4 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -7,6 +7,7 @@ import {
 } from './index';
 
 export interface DataResult {
+  isWrapper: boolean;
   getFinalResult(): Promise<any>;
 }
 
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index fe707175afa36..252571aefddf7 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -266,8 +266,11 @@ function wrapNativeFunctionWithStream(
         });
       } else if (response.error) {
         writerOrChannel.reject(errorString(response));
+      } else if (response.isWrapper) { // Native wrapped result
+        const resArBuf = await response.getFinalResult();
+        const resStr = new TextDecoder().decode(resArBuf);
+        writerOrChannel.resolve(resStr);
       } else {
-        // TODO remove JSON.stringify()
         writerOrChannel.resolve(JSON.stringify(response));
       }
     } catch (e: any) {

From 3ecc87f0f1ad1277359c9d9447914dc2012511aa Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 8 Jan 2025 21:07:01 +0200
Subject: [PATCH 106/128] fix lint warn

---
 packages/cubejs-api-gateway/src/gateway.ts         | 4 ++++
 packages/cubejs-backend-native/js/ResultWrapper.ts | 2 +-
 packages/cubejs-server/src/websocket-server.ts     | 2 +-
 3 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 5e9eb942850ce..a4869555d3237 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1843,6 +1843,8 @@ class ApiGateway {
       this.handleError({
         e, context, query, res, requestStarted
       });
+
+      return null;
     }
   }
 
@@ -1979,6 +1981,8 @@ class ApiGateway {
       this.handleError({
         e, context, query, res, requestStarted
       });
+
+      return null;
     }
   }
 
diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index c68b335b2a2a4..c0bf150a35e08 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -12,7 +12,7 @@ export interface DataResult {
 }
 
 class BaseWrapper {
-    public readonly isWrapper: boolean = true;
+  public readonly isWrapper: boolean = true;
 }
 
 export class ResultWrapper extends BaseWrapper implements DataResult {
diff --git a/packages/cubejs-server/src/websocket-server.ts b/packages/cubejs-server/src/websocket-server.ts
index 68820df1d7b19..00ee1c61e8dbd 100644
--- a/packages/cubejs-server/src/websocket-server.ts
+++ b/packages/cubejs-server/src/websocket-server.ts
@@ -43,7 +43,7 @@ export class WebSocketServer {
         // it again - it's too expensive, instead we serialize the rest of the message and then
         // inject query result json into message.
         const resMsg = new TextDecoder().decode(message.message);
-        message.message = "~XXXXX~";
+        message.message = '~XXXXX~';
         messageStr = JSON.stringify(message);
         messageStr = messageStr.replace('"~XXXXX~"', resMsg);
       } else {

From 587725656fea6c765b4171db838f0a4999aed88a Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Wed, 8 Jan 2025 23:20:06 +0200
Subject: [PATCH 107/128] fix async request porcessing

---
 packages/cubejs-api-gateway/src/gateway.ts | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index a4869555d3237..eb921325e2a24 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1834,10 +1834,10 @@ class ApiGateway {
       if (props.queryType === 'multi') {
         // We prepare the final json result on native side
         const resultMulti = new ResultMultiWrapper(results, { queryType, slowQuery });
-        res(resultMulti);
+        return res(resultMulti);
       } else {
         // We prepare the full final json result on native side
-        res(results[0]);
+        return res(results[0]);
       }
     } catch (e: any) {
       this.handleError({
@@ -1936,7 +1936,7 @@ class ApiGateway {
           }];
         }
 
-        res(request.streaming ? results[0] : { results });
+        return res(request.streaming ? results[0] : { results });
       } else {
         results = await Promise.all(
           normalizedQueries.map(async (normalizedQuery, index) => {
@@ -1970,11 +1970,11 @@ class ApiGateway {
         );
 
         if (request.streaming) {
-          res(results[0]);
+          return res(results[0]);
         } else {
           // We prepare the final json result on native side
           const resultArray = new ResultArrayWrapper(results);
-          res(resultArray);
+          return res(resultArray);
         }
       }
     } catch (e: any) {

From 5145660d531a0005a9a4f9f638016cbf9dc4415b Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 00:21:33 +0200
Subject: [PATCH 108/128] some node version fix

---
 packages/cubejs-backend-shared/package.json | 2 +-
 packages/cubejs-mssql-driver/package.json   | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/packages/cubejs-backend-shared/package.json b/packages/cubejs-backend-shared/package.json
index d0a59c6b98f42..f701cc0e68c71 100644
--- a/packages/cubejs-backend-shared/package.json
+++ b/packages/cubejs-backend-shared/package.json
@@ -27,7 +27,7 @@
     "@types/cli-progress": "^3.9.1",
     "@types/decompress": "^4.2.3",
     "@types/jest": "^27",
-    "@types/node": "^12",
+    "@types/node": "^18",
     "@types/node-fetch": "^2.5.8",
     "@types/shelljs": "^0.8.5",
     "@types/throttle-debounce": "^2.1.0",
diff --git a/packages/cubejs-mssql-driver/package.json b/packages/cubejs-mssql-driver/package.json
index 7da816a863e4d..ca078718e4a2b 100644
--- a/packages/cubejs-mssql-driver/package.json
+++ b/packages/cubejs-mssql-driver/package.json
@@ -18,7 +18,7 @@
   },
   "devDependencies": {
     "@types/mssql": "^9.1.5",
-    "@types/node": "^16"
+    "@types/node": "^18"
   },
   "jest": {
     "testEnvironment": "node"

From a346d9af2795ca7bd83ac86d95937000fc838115 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 00:26:04 +0200
Subject: [PATCH 109/128] weird yarn.lock change. Wtf?

---
 yarn.lock | 16 +++++++++++++++-
 1 file changed, 15 insertions(+), 1 deletion(-)

diff --git a/yarn.lock b/yarn.lock
index e81a341037e3c..e1e0c15cc95f7 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -5303,6 +5303,11 @@
     tiny-invariant "^1.3.3"
     valid-url "^1.0.9"
 
+"@cubejs-backend/cubesql@1.1.12":
+  version "1.1.12"
+  resolved "https://registry.yarnpkg.com/@cubejs-backend/cubesql/-/cubesql-1.1.12.tgz#d3be0c09b41864424e2c41341c6d286b1343f1f7"
+  integrity sha512-JTuxZHdz+8+Jyj8mFCkXsNcaw3n4J3BLCNuijwF+7dw6AD3ZO+LOExtB65lyMrE05VGD5YeYSXuRg9RY9wXVXA==
+
 "@cubejs-backend/dotenv@^9.0.2":
   version "9.0.2"
   resolved "https://registry.yarnpkg.com/@cubejs-backend/dotenv/-/dotenv-9.0.2.tgz#c3679091b702f0fd38de120c5a63943fcdc0dcbf"
@@ -5319,6 +5324,15 @@
     uuid "9.0.0"
     winston "3.8.2"
 
+"@cubejs-backend/native@1.1.12":
+  version "1.1.12"
+  resolved "https://registry.yarnpkg.com/@cubejs-backend/native/-/native-1.1.12.tgz#150974208f7c7af2924ab7b1e834e00786e236b7"
+  integrity sha512-uKdUHjSEl4U2Maaq7Q/y14mDE0+pLvGrL43KbsTdS84ZaTt3nabOmoWfaZ8kUdJCu9ZvdTwbEKrdm1UcOC5WAQ==
+  dependencies:
+    "@cubejs-backend/cubesql" "1.1.12"
+    "@cubejs-backend/shared" "1.1.12"
+    "@cubejs-infra/post-installer" "^0.0.7"
+
 "@cubejs-backend/shared@0.33.20":
   version "0.33.20"
   resolved "https://registry.yarnpkg.com/@cubejs-backend/shared/-/shared-0.33.20.tgz#3d9fa60041599cca9fe4c04df05daa4b8ab8675f"
@@ -10123,7 +10137,7 @@
   dependencies:
     "@types/node" "*"
 
-"@types/node@*", "@types/node@12.12.50", "@types/node@^12", "@types/node@^16", "@types/node@^18":
+"@types/node@*", "@types/node@12.12.50", "@types/node@^12", "@types/node@^18":
   version "18.19.46"
   resolved "https://registry.yarnpkg.com/@types/node/-/node-18.19.46.tgz#51801396c01153e0626e36f43386e83bc768b072"
   integrity sha512-vnRgMS7W6cKa1/0G3/DTtQYpVrZ8c0Xm6UkLaVFrb9jtcVC3okokW09Ki1Qdrj9ISokszD69nY4WDLRlvHlhAA==

From 4f595d5a72905989eaeb56615d34bbcefe86446e Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Thu, 9 Jan 2025 21:18:27 +0200
Subject: [PATCH 110/128] =?UTF-8?q?full=20transition=20of=C2=A0result=20na?=
 =?UTF-8?q?tive-js-native?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/Cargo.lock     |   1 +
 packages/cubejs-backend-native/Cargo.toml     |   2 +-
 .../cubejs-backend-native/js/ResultWrapper.ts |   6 +-
 packages/cubejs-backend-native/js/index.ts    |   4 +-
 packages/cubejs-backend-native/src/channel.rs |  10 +-
 .../cubejs-backend-native/src/orchestrator.rs |  81 ++++++---
 .../cubejs-backend-native/src/transport.rs    | 135 +++++++++++----
 rust/cubenativeutils/Cargo.lock               | 111 +++++++++----
 .../src/query_result_transform.rs             |   2 +-
 rust/cubesql/Cargo.lock                       | 157 +++++++++++++++---
 rust/cubesql/cubeclient/Cargo.toml            |   1 +
 .../cubeclient/src/models/v1_load_result.rs   |  54 ++++++
 rust/cubesqlplanner/Cargo.lock                | 115 +++++++++----
 13 files changed, 523 insertions(+), 156 deletions(-)

diff --git a/packages/cubejs-backend-native/Cargo.lock b/packages/cubejs-backend-native/Cargo.lock
index 65113ac0e7061..0a3b208a6d86b 100644
--- a/packages/cubejs-backend-native/Cargo.lock
+++ b/packages/cubejs-backend-native/Cargo.lock
@@ -718,6 +718,7 @@ version = "0.1.0"
 dependencies = [
  "anyhow",
  "async-trait",
+ "cubeorchestrator",
  "log",
  "reqwest",
  "reqwest-middleware",
diff --git a/packages/cubejs-backend-native/Cargo.toml b/packages/cubejs-backend-native/Cargo.toml
index 80e12da1f88ae..37ddb4094c1c1 100644
--- a/packages/cubejs-backend-native/Cargo.toml
+++ b/packages/cubejs-backend-native/Cargo.toml
@@ -19,12 +19,12 @@ crate-type = ["cdylib", "lib"]
 cubesqlplanner = { path = "../../rust/cubesqlplanner/cubesqlplanner" }
 cubeorchestrator = { path = "../../rust/cubeorchestrator" }
 cubenativeutils = { path = "../../rust/cubenativeutils" }
+cubesql = { path = "../../rust/cubesql/cubesql" }
 anyhow = "1.0"
 async-channel = { version = "2" }
 async-trait = "0.1.36"
 convert_case = "0.6.0"
 pin-project = "1.1.5"
-cubesql = { path = "../../rust/cubesql/cubesql" }
 findshlibs = "0.10.2"
 futures = "0.3.30"
 http-body-util = "0.1"
diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index c0bf150a35e08..54bfdca4205a0 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -161,6 +161,7 @@ export class ResultMultiWrapper extends BaseWrapper implements DataResult {
   }
 }
 
+// This is consumed by native side via Transport Bridge
 export class ResultArrayWrapper extends BaseWrapper implements DataResult {
   public constructor(private readonly results: ResultWrapper[]) {
     super();
@@ -177,6 +178,9 @@ export class ResultArrayWrapper extends BaseWrapper implements DataResult {
       [[], [], []]
     );
 
-    return getFinalQueryResultArray(transformDataJson, rawData, resultDataJson);
+    // It seems this is not needed anymore
+    // return getFinalQueryResultArray(transformDataJson, rawData, resultDataJson);
+
+    return [transformDataJson, rawData, resultDataJson];
   }
 }
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index 252571aefddf7..c528823156a2c 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -267,9 +267,7 @@ function wrapNativeFunctionWithStream(
       } else if (response.error) {
         writerOrChannel.reject(errorString(response));
       } else if (response.isWrapper) { // Native wrapped result
-        const resArBuf = await response.getFinalResult();
-        const resStr = new TextDecoder().decode(resArBuf);
-        writerOrChannel.resolve(resStr);
+        writerOrChannel.resolve(await response.getFinalResult());
       } else {
         writerOrChannel.resolve(JSON.stringify(response));
       }
diff --git a/packages/cubejs-backend-native/src/channel.rs b/packages/cubejs-backend-native/src/channel.rs
index 9394d8e9b27e3..0a073bc894323 100644
--- a/packages/cubejs-backend-native/src/channel.rs
+++ b/packages/cubejs-backend-native/src/channel.rs
@@ -5,7 +5,9 @@ use std::sync::atomic::{AtomicU64, Ordering};
 use std::sync::Arc;
 
 use crate::transport::MapCubeErrExt;
+use crate::utils::bind_method;
 use async_trait::async_trait;
+use cubeorchestrator::query_result_transform::RequestResultArray;
 use cubesql::transport::{SqlGenerator, SqlTemplates};
 use cubesql::CubeError;
 #[cfg(debug_assertions)]
@@ -13,8 +15,6 @@ use log::trace;
 use neon::prelude::*;
 use tokio::sync::oneshot;
 
-use crate::utils::bind_method;
-
 type JsAsyncStringChannelCallback =
     Box<dyn FnOnce(Result<String, CubeError>) -> Result<(), CubeError> + Send>;
 type JsAsyncChannelCallback = Box<
@@ -194,6 +194,12 @@ where
     rx.await?
 }
 
+#[derive(Debug)]
+pub enum ValueFromJs {
+    String(String),
+    RequestResultArray(RequestResultArray),
+}
+
 #[allow(clippy::type_complexity)]
 pub async fn call_raw_js_with_channel_as_callback<T, R>(
     channel: Arc<Channel>,
diff --git a/packages/cubejs-backend-native/src/orchestrator.rs b/packages/cubejs-backend-native/src/orchestrator.rs
index 2395a93ff4955..46527a1de2d45 100644
--- a/packages/cubejs-backend-native/src/orchestrator.rs
+++ b/packages/cubejs-backend-native/src/orchestrator.rs
@@ -144,51 +144,78 @@ pub fn final_query_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
     Ok(promise)
 }
 
-pub fn final_query_result_array(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let transform_data_array = cx.argument::<JsValue>(0)?;
-    let deserializer = JsValueDeserializer::new(&mut cx, transform_data_array);
+pub type JsResultDataVectors = (
+    Vec<TransformDataRequest>,
+    Vec<Arc<QueryResult>>,
+    Vec<RequestResultData>,
+);
+
+pub fn convert_final_query_result_array_from_js(
+    cx: &mut FunctionContext<'_>,
+    transform_data_array: Handle<JsValue>,
+    data_array: Handle<JsArray>,
+    results_data_array: Handle<JsValue>,
+) -> NeonResult<JsResultDataVectors> {
+    let deserializer = JsValueDeserializer::new(cx, transform_data_array);
     let transform_requests: Vec<TransformDataRequest> = match Deserialize::deserialize(deserializer)
     {
         Ok(data) => data,
         Err(err) => return cx.throw_error(err.to_string()),
     };
 
-    let data_array = cx.argument::<JsArray>(1)?;
     let mut cube_store_results: Vec<Arc<QueryResult>> = vec![];
-    for data_arg in data_array.to_vec(&mut cx)? {
-        match extract_query_result(&mut cx, data_arg) {
+    for data_arg in data_array.to_vec(cx)? {
+        match extract_query_result(cx, data_arg) {
             Ok(query_result) => cube_store_results.push(query_result),
             Err(err) => return cx.throw_error(err.to_string()),
         };
     }
 
-    let results_data_array = cx.argument::<JsValue>(2)?;
-    let deserializer = JsValueDeserializer::new(&mut cx, results_data_array);
-    let mut request_results: Vec<RequestResultData> = match Deserialize::deserialize(deserializer) {
+    let deserializer = JsValueDeserializer::new(cx, results_data_array);
+    let request_results: Vec<RequestResultData> = match Deserialize::deserialize(deserializer) {
         Ok(data) => data,
         Err(err) => return cx.throw_error(err.to_string()),
     };
 
-    let promise = cx
-        .task(move || {
-            get_final_cubestore_result_array(
-                &transform_requests,
-                &cube_store_results,
-                &mut request_results,
-            )?;
-
-            let final_obj = RequestResultArray {
-                results: request_results,
-            };
+    Ok((transform_requests, cube_store_results, request_results))
+}
 
-            match serde_json::to_string(&final_obj) {
-                Ok(json) => Ok(json),
-                Err(err) => Err(anyhow::Error::from(err)),
-            }
-        })
-        .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
+pub fn final_query_result_array(mut cx: FunctionContext) -> JsResult<JsPromise> {
+    let transform_data_array = cx.argument::<JsValue>(0)?;
+    let data_array = cx.argument::<JsArray>(1)?;
+    let results_data_array = cx.argument::<JsValue>(2)?;
 
-    Ok(promise)
+    let convert_res = convert_final_query_result_array_from_js(
+        &mut cx,
+        transform_data_array,
+        data_array,
+        results_data_array,
+    );
+    match convert_res {
+        Ok((transform_requests, cube_store_results, mut request_results)) => {
+            let promise = cx
+                .task(move || {
+                    get_final_cubestore_result_array(
+                        &transform_requests,
+                        &cube_store_results,
+                        &mut request_results,
+                    )?;
+
+                    let final_obj = RequestResultArray {
+                        results: request_results,
+                    };
+
+                    match serde_json::to_string(&final_obj) {
+                        Ok(json) => Ok(json),
+                        Err(err) => Err(anyhow::Error::from(err)),
+                    }
+                })
+                .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
+
+            Ok(promise)
+        }
+        Err(err) => cx.throw_error(err.to_string()),
+    }
 }
 
 pub fn final_query_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise> {
diff --git a/packages/cubejs-backend-native/src/transport.rs b/packages/cubejs-backend-native/src/transport.rs
index 30c5fbc1b84e5..2d1cebc7f46b3 100644
--- a/packages/cubejs-backend-native/src/transport.rs
+++ b/packages/cubejs-backend-native/src/transport.rs
@@ -3,7 +3,18 @@ use neon::prelude::*;
 use std::collections::HashMap;
 use std::fmt::Display;
 
+use crate::auth::NativeAuthContext;
+use crate::channel::{call_raw_js_with_channel_as_callback, NodeSqlGenerator, ValueFromJs};
+use crate::node_obj_serializer::NodeObjSerializer;
+use crate::orchestrator::convert_final_query_result_array_from_js;
+use crate::{
+    auth::TransportRequest, channel::call_js_with_channel_as_callback,
+    stream::call_js_with_stream_as_callback,
+};
 use async_trait::async_trait;
+use cubeorchestrator::query_result_transform::{
+    get_final_cubestore_result_array, RequestResultArray,
+};
 use cubesql::compile::engine::df::scan::{MemberField, SchemaRef};
 use cubesql::compile::engine::df::wrapper::SqlQuery;
 use cubesql::transport::{
@@ -20,14 +31,6 @@ use serde::Serialize;
 use std::sync::Arc;
 use uuid::Uuid;
 
-use crate::auth::NativeAuthContext;
-use crate::channel::{call_raw_js_with_channel_as_callback, NodeSqlGenerator};
-use crate::node_obj_serializer::NodeObjSerializer;
-use crate::{
-    auth::TransportRequest, channel::call_js_with_channel_as_callback,
-    stream::call_js_with_stream_as_callback,
-};
-
 #[derive(Debug)]
 pub struct NodeBridgeTransport {
     channel: Arc<Channel>,
@@ -369,54 +372,116 @@ impl TransportService for NodeBridgeTransport {
                 streaming: false,
             })?;
 
-            let result = call_js_with_channel_as_callback(
+            let result = call_raw_js_with_channel_as_callback(
                 self.channel.clone(),
                 self.on_sql_api_load.clone(),
-                Some(extra),
+                extra,
+                Box::new(|cx, v| Ok(cx.string(v).as_value(cx))),
+                Box::new(move |cx, v| {
+                    // It's too heavy/slow to get instance of ResultArrayWrapper from JS
+                    // and then call/await the .getFinalResult() method which needs be
+                    // executed again on JS side to get the actual needed date,
+                    // instead we pass it directly from JS side.
+                    // In case of wrapped result it's actually a tuple of
+                    // (transformDataJson[], rawData[], resultDataJson[])
+                    if let Ok(result_wrapped) = v.downcast::<JsArray, _>(cx) {
+                        let res_wrapped_vec = result_wrapped.to_vec(cx).map_cube_err("Can't convert JS result to array")?;
+
+                        if res_wrapped_vec.len() != 3 {
+                            return Err(CubeError::internal("Expected a tuple with 3 elements: transformDataJson[], rawData[], resultDataJson[]".to_string()));
+                        }
+
+                        let transform_data_array = res_wrapped_vec.first().unwrap();
+                        let data_array = res_wrapped_vec.get(1).unwrap()
+                            .downcast_or_throw::<JsArray, _>(cx).map_cube_err("Can't downcast js data to array")?;
+                        let results_data_array = res_wrapped_vec.get(2).unwrap();
+
+                        match convert_final_query_result_array_from_js(
+                            cx,
+                            *transform_data_array,
+                            data_array,
+                            *results_data_array,
+                        ) {
+                            Ok((transform_requests, cube_store_results, mut request_results)) => {
+                                get_final_cubestore_result_array(
+                                    &transform_requests,
+                                    &cube_store_results,
+                                    &mut request_results,
+                                ).map_cube_err("Can't build result array")?;
+
+                                Ok(ValueFromJs::RequestResultArray(RequestResultArray {
+                                    results: request_results,
+                                }))
+                            }
+                            Err(err) => {
+                                Err(CubeError::internal(format!("Error converting result data: {:?}", err.to_string())))
+                            }
+                        }
+
+                    } else if let Ok(str) = v.downcast::<JsString, _>(cx) {
+                        Ok(ValueFromJs::String(str.value(cx)))
+                    } else {
+                        Err(CubeError::internal("Can't downcast callback argument to string or resultWrapper object".to_string()))
+                    }
+                })
             )
             .await;
+
             if let Err(e) = &result {
                 if e.message.to_lowercase().contains("continue wait") {
                     continue;
                 }
             }
 
-            let response: serde_json::Value = result?;
+            match result? {
+                ValueFromJs::String(result) => {
+                    let response: serde_json::Value = serde_json::Value::String(result);
 
-            #[cfg(debug_assertions)]
-            trace!("[transport] Request <- {:?}", response);
-            #[cfg(not(debug_assertions))]
-            trace!("[transport] Request <- <hidden>");
+                    #[cfg(debug_assertions)]
+                    trace!("[transport] Request <- {:?}", response);
+                    #[cfg(not(debug_assertions))]
+                    trace!("[transport] Request <- <hidden>");
 
-            if let Some(error_value) = response.get("error") {
-                match error_value {
-                    serde_json::Value::String(error) => {
-                        if error.to_lowercase() == *"continue wait" {
-                            debug!(
+                    if let Some(error_value) = response.get("error") {
+                        match error_value {
+                            serde_json::Value::String(error) => {
+                                if error.to_lowercase() == *"continue wait" {
+                                    debug!(
                                 "[transport] load - retrying request (continue wait) requestId: {}",
                                 request_id
                             );
 
-                            continue;
-                        } else {
-                            return Err(CubeError::user(error.clone()));
-                        }
-                    }
-                    other => {
-                        error!(
+                                    continue;
+                                } else {
+                                    return Err(CubeError::user(error.clone()));
+                                }
+                            }
+                            other => {
+                                error!(
                             "[transport] load - strange response, success which contains error: {:?}",
                             other
                         );
 
-                        return Err(CubeError::internal(
-                            "Error response with broken data inside".to_string(),
-                        ));
-                    }
-                }
-            };
+                                return Err(CubeError::internal(
+                                    "Error response with broken data inside".to_string(),
+                                ));
+                            }
+                        }
+                    };
 
-            break serde_json::from_value::<TransportLoadResponse>(response)
-                .map_err(|err| CubeError::user(err.to_string()));
+                    break serde_json::from_value::<TransportLoadResponse>(response)
+                        .map_err(|err| CubeError::user(err.to_string()));
+                }
+                ValueFromJs::RequestResultArray(result) => {
+                    let response = TransportLoadResponse {
+                        pivot_query: None,
+                        slow_query: None,
+                        query_type: None,
+                        results: result.results.into_iter().map(|v| v.into()).collect(),
+                    };
+                    break Ok(response);
+                }
+            }
         }
     }
 
diff --git a/rust/cubenativeutils/Cargo.lock b/rust/cubenativeutils/Cargo.lock
index 0959a0f2888e6..3375af83939d8 100644
--- a/rust/cubenativeutils/Cargo.lock
+++ b/rust/cubenativeutils/Cargo.lock
@@ -118,7 +118,7 @@ dependencies = [
  "chrono",
  "comfy-table 5.0.1",
  "csv",
- "flatbuffers",
+ "flatbuffers 2.1.2",
  "half",
  "hex",
  "indexmap 1.9.3",
@@ -165,7 +165,7 @@ checksum = "16e62a023e7c117e27523144c5d2459f4397fcc3cab0085af8e2224f643a0193"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -176,7 +176,7 @@ checksum = "c6fa2087f2753a7da8cc1c0dbfcf89579dd57458e36769de5ac750b4671737ca"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -326,7 +326,7 @@ dependencies = [
  "proc-macro-crate",
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
  "syn_derive",
 ]
 
@@ -440,6 +440,7 @@ dependencies = [
  "iana-time-zone",
  "js-sys",
  "num-traits",
+ "serde",
  "wasm-bindgen",
  "windows-targets 0.52.6",
 ]
@@ -643,6 +644,7 @@ version = "0.1.0"
 dependencies = [
  "anyhow",
  "async-trait",
+ "cubeorchestrator",
  "log",
  "reqwest",
  "reqwest-middleware",
@@ -673,6 +675,26 @@ dependencies = [
  "uuid 0.8.2",
 ]
 
+[[package]]
+name = "cubeorchestrator"
+version = "0.1.0"
+dependencies = [
+ "anyhow",
+ "chrono",
+ "cubeshared",
+ "itertools 0.13.0",
+ "neon",
+ "serde",
+ "serde_json",
+]
+
+[[package]]
+name = "cubeshared"
+version = "0.1.0"
+dependencies = [
+ "flatbuffers 23.5.26",
+]
+
 [[package]]
 name = "cubesql"
 version = "0.28.0"
@@ -699,7 +721,7 @@ dependencies = [
  "futures-util",
  "hashbrown 0.14.5",
  "indexmap 1.9.3",
- "itertools",
+ "itertools 0.10.5",
  "log",
  "lru",
  "minijinja",
@@ -740,7 +762,7 @@ dependencies = [
  "datafusion-physical-expr",
  "futures",
  "hashbrown 0.12.3",
- "itertools",
+ "itertools 0.10.5",
  "lazy_static",
  "log",
  "num_cpus",
@@ -937,6 +959,16 @@ dependencies = [
  "thiserror",
 ]
 
+[[package]]
+name = "flatbuffers"
+version = "23.5.26"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4dac53e22462d78c16d64a1cd22371b54cc3fe94aa15e7886a2fa6e5d1ab8640"
+dependencies = [
+ "bitflags 1.3.2",
+ "rustc_version",
+]
+
 [[package]]
 name = "flate2"
 version = "1.0.30"
@@ -1048,7 +1080,7 @@ checksum = "87750cf4b7a4c0625b1529e4c543c2182106e4dedc60a2a6455e00d212c489ac"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -1420,6 +1452,15 @@ dependencies = [
  "either",
 ]
 
+[[package]]
+name = "itertools"
+version = "0.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "413ee7dfc52ee1a4949ceeb7dbc8a33f2d6c088194d9f922fb8318faf1f01186"
+dependencies = [
+ "either",
+]
+
 [[package]]
 name = "itoa"
 version = "1.0.11"
@@ -1726,7 +1767,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c6813fde79b646e47e7ad75f480aa80ef76a5d9599e2717407961531169ee38b"
 dependencies = [
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
  "syn-mid",
 ]
 
@@ -1963,7 +2004,7 @@ dependencies = [
  "pest_meta",
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2046,7 +2087,7 @@ checksum = "2f38a4412a78282e09a2cf38d195ea5420d15ba0602cb375210efbc877243965"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2165,9 +2206,9 @@ dependencies = [
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.86"
+version = "1.0.92"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5e719e8df665df0d1c8fbfd238015744736151d4445ec0836b8e628aae103b77"
+checksum = "37d3544b3f2748c54e147655edb5025752e2303145b5aefb3c3ea2c78b973bb0"
 dependencies = [
  "unicode-ident",
 ]
@@ -2467,6 +2508,15 @@ version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08d43f7aa6b08d49f382cde6a7982047c3426db949b1424bc4b7ec9ae12c6ce2"
 
+[[package]]
+name = "rustc_version"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92"
+dependencies = [
+ "semver",
+]
+
 [[package]]
 name = "rustix"
 version = "0.38.34"
@@ -2580,32 +2630,33 @@ checksum = "cd0b0ec5f1c1ca621c432a25813d8d60c88abe6d3e08a3eb9cf37d97a0fe3d73"
 
 [[package]]
 name = "serde"
-version = "1.0.209"
+version = "1.0.217"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99fce0ffe7310761ca6bf9faf5115afbc19688edd00171d81b1bb1b116c63e09"
+checksum = "02fc4265df13d6fa1d00ecff087228cc0a2b5f3c0e87e258d8b94a156e984c70"
 dependencies = [
  "serde_derive",
 ]
 
 [[package]]
 name = "serde_derive"
-version = "1.0.209"
+version = "1.0.217"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5831b979fd7b5439637af1752d535ff49f4860c0f341d1baeb6faf0f4242170"
+checksum = "5a9bf7cf98d04a2b28aead066b7496853d4779c9cc183c440dbac457641e19a0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.120"
+version = "1.0.135"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4e0d21c9a8cae1235ad58a00c11cb40d4b1e5c784f1ef2c537876ed6ffd8b7c5"
+checksum = "2b0d7ba2887406110130a978386c4e1befb98c674b4fba677954e4db976630d9"
 dependencies = [
  "indexmap 2.2.6",
  "itoa",
+ "memchr",
  "ryu",
  "serde",
 ]
@@ -2770,7 +2821,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2809,9 +2860,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.68"
+version = "2.0.95"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "901fa70d88b9d6c98022e23b4136f9f3e54e4662c3bc1bd1d84a42a9a0f0c1e9"
+checksum = "46f71c0377baf4ef1cc3e3402ded576dccc315800fbc62dfc7fe04b009773b4a"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2826,7 +2877,7 @@ checksum = "b5dc35bb08dd1ca3dfb09dce91fd2d13294d6711c88897d9a9d60acf39bce049"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2838,7 +2889,7 @@ dependencies = [
  "proc-macro-error",
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2904,7 +2955,7 @@ checksum = "46c3384250002a6d5af4d114f2845d37b57521033f30d5c3f46c4d70e1197533"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2972,7 +3023,7 @@ checksum = "5f5ae998a069d4b5aba8ee9dad856af7d520c3699e6159b185c2acd48155d39a"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -3074,7 +3125,7 @@ checksum = "34704c8d6ebcbc939824180af020566b01a7c01f80641264eba0999f6c2b6be7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -3308,7 +3359,7 @@ dependencies = [
  "once_cell",
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
  "wasm-bindgen-shared",
 ]
 
@@ -3342,7 +3393,7 @@ checksum = "e94f17b526d0a461a191c78ea52bbce64071ed5c04c9ffe424dcb38f74171bb7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
  "wasm-bindgen-backend",
  "wasm-bindgen-shared",
 ]
@@ -3596,7 +3647,7 @@ checksum = "fa4f8080344d4671fb4e831a13ad1e68092748387dfc4f55e356242fae12ce3e"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.68",
+ "syn 2.0.95",
 ]
 
 [[package]]
diff --git a/rust/cubeorchestrator/src/query_result_transform.rs b/rust/cubeorchestrator/src/query_result_transform.rs
index e6dd5cfc74487..22e18a889327b 100644
--- a/rust/cubeorchestrator/src/query_result_transform.rs
+++ b/rust/cubeorchestrator/src/query_result_transform.rs
@@ -572,7 +572,7 @@ pub struct RequestResultData {
     #[serde(skip_serializing_if = "Option::is_none")]
     pub last_refresh_time: Option<String>,
     #[serde(skip_serializing_if = "Option::is_none")]
-    pub refresh_key_values: Option<Value>,
+    pub refresh_key_values: Option<Vec<Value>>,
     #[serde(skip_serializing_if = "Option::is_none")]
     pub used_pre_aggregations: Option<Value>,
     #[serde(skip_serializing_if = "Option::is_none")]
diff --git a/rust/cubesql/Cargo.lock b/rust/cubesql/Cargo.lock
index 1cb06b84594cd..793a6b6345c92 100644
--- a/rust/cubesql/Cargo.lock
+++ b/rust/cubesql/Cargo.lock
@@ -133,7 +133,7 @@ dependencies = [
  "chrono",
  "comfy-table 5.0.1",
  "csv",
- "flatbuffers",
+ "flatbuffers 2.1.2",
  "half",
  "hex",
  "indexmap 1.9.3",
@@ -188,7 +188,7 @@ checksum = "531b97fb4cd3dfdce92c35dedbfdc1f0b9d8091c8ca943d6dae340ef5012d514"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
@@ -412,6 +412,7 @@ dependencies = [
  "iana-time-zone",
  "js-sys",
  "num-traits",
+ "serde",
  "wasm-bindgen",
  "windows-targets 0.48.1",
 ]
@@ -585,7 +586,7 @@ dependencies = [
  "ciborium",
  "clap",
  "criterion-plot",
- "itertools",
+ "itertools 0.10.3",
  "lazy_static",
  "num-traits",
  "oorandom",
@@ -606,7 +607,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6b50826342786a51a89e2da3a28f1c32b06e387201bc2d19791f622c673706b1"
 dependencies = [
  "cast",
- "itertools",
+ "itertools 0.10.3",
 ]
 
 [[package]]
@@ -735,6 +736,7 @@ version = "0.1.0"
 dependencies = [
  "anyhow",
  "async-trait",
+ "cubeorchestrator",
  "log",
  "reqwest",
  "reqwest-middleware",
@@ -747,6 +749,26 @@ dependencies = [
  "wiremock",
 ]
 
+[[package]]
+name = "cubeorchestrator"
+version = "0.1.0"
+dependencies = [
+ "anyhow",
+ "chrono",
+ "cubeshared",
+ "itertools 0.13.0",
+ "neon",
+ "serde",
+ "serde_json",
+]
+
+[[package]]
+name = "cubeshared"
+version = "0.1.0"
+dependencies = [
+ "flatbuffers 23.5.26",
+]
+
 [[package]]
 name = "cubesql"
 version = "0.28.0"
@@ -775,7 +797,7 @@ dependencies = [
  "hashbrown 0.14.3",
  "indexmap 1.9.3",
  "insta",
- "itertools",
+ "itertools 0.10.3",
  "log",
  "lru",
  "minijinja",
@@ -829,7 +851,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "scratch",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
@@ -846,7 +868,7 @@ checksum = "a26acccf6f445af85ea056362561a24ef56cdc15fcc685f03aec50b9c702cb6d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
@@ -864,7 +886,7 @@ dependencies = [
  "datafusion-physical-expr",
  "futures",
  "hashbrown 0.12.1",
- "itertools",
+ "itertools 0.10.3",
  "lazy_static",
  "log",
  "num_cpus",
@@ -1063,6 +1085,16 @@ dependencies = [
  "thiserror",
 ]
 
+[[package]]
+name = "flatbuffers"
+version = "23.5.26"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4dac53e22462d78c16d64a1cd22371b54cc3fe94aa15e7886a2fa6e5d1ab8640"
+dependencies = [
+ "bitflags 1.3.2",
+ "rustc_version",
+]
+
 [[package]]
 name = "flate2"
 version = "1.0.22"
@@ -1161,7 +1193,7 @@ checksum = "87750cf4b7a4c0625b1529e4c543c2182106e4dedc60a2a6455e00d212c489ac"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
@@ -1560,6 +1592,15 @@ dependencies = [
  "either",
 ]
 
+[[package]]
+name = "itertools"
+version = "0.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "413ee7dfc52ee1a4949ceeb7dbc8a33f2d6c088194d9f922fb8318faf1f01186"
+dependencies = [
+ "either",
+]
+
 [[package]]
 name = "itoa"
 version = "0.4.8"
@@ -1666,6 +1707,16 @@ version = "0.2.151"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "302d7ab3130588088d277783b1e2d2e10c9e9e4a16dd9050e6ec93fb3e7048f4"
 
+[[package]]
+name = "libloading"
+version = "0.8.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fc2f4eb4bc735547cfed7c0a4922cbd04a4655978c09b54f1f7b228750664c34"
+dependencies = [
+ "cfg-if 1.0.0",
+ "windows-targets 0.52.6",
+]
+
 [[package]]
 name = "libm"
 version = "0.2.8"
@@ -1858,6 +1909,32 @@ dependencies = [
  "syn 1.0.90",
 ]
 
+[[package]]
+name = "neon"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7d75440242411c87dc39847b0e33e961ec1f10326a9d8ecf9c1ea64a3b3c13dc"
+dependencies = [
+ "libloading",
+ "neon-macros",
+ "once_cell",
+ "semver",
+ "send_wrapper",
+ "smallvec",
+ "tokio",
+]
+
+[[package]]
+name = "neon-macros"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c6813fde79b646e47e7ad75f480aa80ef76a5d9599e2717407961531169ee38b"
+dependencies = [
+ "quote",
+ "syn 2.0.87",
+ "syn-mid",
+]
+
 [[package]]
 name = "normalize-line-endings"
 version = "0.3.0"
@@ -2221,7 +2298,7 @@ checksum = "4359fd9c9171ec6e8c62926d6faaf553a8dc3f64e1507e76da7911b4f6a04405"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
@@ -2624,6 +2701,15 @@ version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08d43f7aa6b08d49f382cde6a7982047c3426db949b1424bc4b7ec9ae12c6ce2"
 
+[[package]]
+name = "rustc_version"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92"
+dependencies = [
+ "semver",
+]
+
 [[package]]
 name = "rustls"
 version = "0.23.11"
@@ -2710,31 +2796,43 @@ version = "1.0.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "58bf37232d3bb9a2c4e641ca2a11d83b5062066f88df7fed36c28772046d65ba"
 
+[[package]]
+name = "semver"
+version = "1.0.24"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3cb6eb87a131f756572d7fb904f6e7b68633f09cca868c5df1c4b8d1a694bbba"
+
+[[package]]
+name = "send_wrapper"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cd0b0ec5f1c1ca621c432a25813d8d60c88abe6d3e08a3eb9cf37d97a0fe3d73"
+
 [[package]]
 name = "serde"
-version = "1.0.209"
+version = "1.0.217"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99fce0ffe7310761ca6bf9faf5115afbc19688edd00171d81b1bb1b116c63e09"
+checksum = "02fc4265df13d6fa1d00ecff087228cc0a2b5f3c0e87e258d8b94a156e984c70"
 dependencies = [
  "serde_derive",
 ]
 
 [[package]]
 name = "serde_derive"
-version = "1.0.209"
+version = "1.0.217"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5831b979fd7b5439637af1752d535ff49f4860c0f341d1baeb6faf0f4242170"
+checksum = "5a9bf7cf98d04a2b28aead066b7496853d4779c9cc183c440dbac457641e19a0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.127"
+version = "1.0.135"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8043c06d9f82bd7271361ed64f415fe5e12a77fdb52e573e7f06a516dea329ad"
+checksum = "2b0d7ba2887406110130a978386c4e1befb98c674b4fba677954e4db976630d9"
 dependencies = [
  "indexmap 2.4.0",
  "itoa 1.0.10",
@@ -2932,7 +3030,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
@@ -2971,15 +3069,26 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.76"
+version = "2.0.87"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "578e081a14e0cefc3279b0472138c513f37b41a08d5a3cca9b6e4e8ceb6cd525"
+checksum = "25aa4ce346d03a6dcd68dd8b4010bcb74e54e62c90c573f394c46eae99aba32d"
 dependencies = [
  "proc-macro2",
  "quote",
  "unicode-ident",
 ]
 
+[[package]]
+name = "syn-mid"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b5dc35bb08dd1ca3dfb09dce91fd2d13294d6711c88897d9a9d60acf39bce049"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.87",
+]
+
 [[package]]
 name = "sync_wrapper"
 version = "1.0.1"
@@ -3064,7 +3173,7 @@ checksum = "266b2e40bc00e5a6c09c3584011e08b06f123c00362c92b975ba9843aaaa14b8"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
@@ -3151,7 +3260,7 @@ checksum = "5b8a1e28f2deaa14e508979454cb3a223b10b938b45af148bc0986de36f1923b"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
@@ -3260,7 +3369,7 @@ checksum = "34704c8d6ebcbc939824180af020566b01a7c01f80641264eba0999f6c2b6be7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
@@ -3842,7 +3951,7 @@ checksum = "9ce1b18ccd8e73a9321186f97e46f9f04b778851177567b1975109d26a08d2a6"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.76",
+ "syn 2.0.87",
 ]
 
 [[package]]
diff --git a/rust/cubesql/cubeclient/Cargo.toml b/rust/cubesql/cubeclient/Cargo.toml
index 1e7797cd9bf98..6f57b1a5050e6 100644
--- a/rust/cubesql/cubeclient/Cargo.toml
+++ b/rust/cubesql/cubeclient/Cargo.toml
@@ -19,6 +19,7 @@ async-trait = "0.1.51"
 tokio = { version = "1.6", features = ["time"] }
 uuid = { version = "1", features = ["v4"] }
 log = "0.4"
+cubeorchestrator = { path = "../../cubeorchestrator" }
 
 [dependencies.reqwest]
 version = "0.12.5"
diff --git a/rust/cubesql/cubeclient/src/models/v1_load_result.rs b/rust/cubesql/cubeclient/src/models/v1_load_result.rs
index be2a78fbee94b..2731518d9eaef 100644
--- a/rust/cubesql/cubeclient/src/models/v1_load_result.rs
+++ b/rust/cubesql/cubeclient/src/models/v1_load_result.rs
@@ -7,6 +7,7 @@
  *
  * Generated by: https://openapi-generator.tech
  */
+use cubeorchestrator::query_result_transform::{RequestResultData, TransformedData};
 
 #[derive(Clone, Debug, PartialEq, Default, Serialize, Deserialize)]
 pub struct V1LoadResult {
@@ -33,3 +34,56 @@ impl V1LoadResult {
         }
     }
 }
+
+impl From<RequestResultData> for V1LoadResult {
+    fn from(rrd: RequestResultData) -> Self {
+        let data = match rrd.data {
+            None => {
+                vec![]
+            }
+            Some(d) => {
+                match d {
+                    TransformedData::Compact {
+                        members: _members,
+                        dataset: _dataset,
+                    } => {
+                        // TODO V1LoadResult expects only Vanilla results?
+                        vec![]
+                    }
+                    TransformedData::Vanilla(v) => v
+                        .iter()
+                        .map(|item| serde_json::to_value(item).unwrap_or(serde_json::Value::Null))
+                        .collect(),
+                }
+            }
+        };
+        let annotation = crate::models::V1LoadResultAnnotation {
+            measures: rrd
+                .annotation
+                .get("measures")
+                .map(|v| serde_json::to_value(v).unwrap_or(serde_json::Value::Null))
+                .unwrap_or(serde_json::Value::Null),
+            dimensions: rrd
+                .annotation
+                .get("dimensions")
+                .map(|v| serde_json::to_value(v).unwrap_or(serde_json::Value::Null))
+                .unwrap_or(serde_json::Value::Null),
+            segments: rrd
+                .annotation
+                .get("segments")
+                .map(|v| serde_json::to_value(v).unwrap_or(serde_json::Value::Null))
+                .unwrap_or(serde_json::Value::Null),
+            time_dimensions: rrd
+                .annotation
+                .get("timeDimensions")
+                .map(|v| serde_json::to_value(v).unwrap_or(serde_json::Value::Null))
+                .unwrap_or(serde_json::Value::Null),
+        };
+        V1LoadResult {
+            data_source: rrd.data_source,
+            annotation: Box::new(annotation),
+            data,
+            refresh_key_values: rrd.refresh_key_values,
+        }
+    }
+}
diff --git a/rust/cubesqlplanner/Cargo.lock b/rust/cubesqlplanner/Cargo.lock
index 55b1401878539..1712cc95c7815 100644
--- a/rust/cubesqlplanner/Cargo.lock
+++ b/rust/cubesqlplanner/Cargo.lock
@@ -128,7 +128,7 @@ dependencies = [
  "chrono",
  "comfy-table 5.0.1",
  "csv",
- "flatbuffers",
+ "flatbuffers 2.1.2",
  "half",
  "hex",
  "indexmap 1.9.3",
@@ -175,7 +175,7 @@ checksum = "16e62a023e7c117e27523144c5d2459f4397fcc3cab0085af8e2224f643a0193"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -186,7 +186,7 @@ checksum = "6e0c28dcc82d7c8ead5cb13beb15405b57b8546e93215673ff8ca0349a028107"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -336,7 +336,7 @@ dependencies = [
  "proc-macro-crate",
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
  "syn_derive",
 ]
 
@@ -450,6 +450,7 @@ dependencies = [
  "iana-time-zone",
  "js-sys",
  "num-traits",
+ "serde",
  "wasm-bindgen",
  "windows-targets 0.52.6",
 ]
@@ -675,6 +676,7 @@ version = "0.1.0"
 dependencies = [
  "anyhow",
  "async-trait",
+ "cubeorchestrator",
  "log",
  "reqwest",
  "reqwest-middleware",
@@ -705,6 +707,26 @@ dependencies = [
  "uuid 0.8.2",
 ]
 
+[[package]]
+name = "cubeorchestrator"
+version = "0.1.0"
+dependencies = [
+ "anyhow",
+ "chrono",
+ "cubeshared",
+ "itertools 0.13.0",
+ "neon",
+ "serde",
+ "serde_json",
+]
+
+[[package]]
+name = "cubeshared"
+version = "0.1.0"
+dependencies = [
+ "flatbuffers 23.5.26",
+]
+
 [[package]]
 name = "cubesql"
 version = "0.28.0"
@@ -731,7 +753,7 @@ dependencies = [
  "futures-util",
  "hashbrown 0.14.5",
  "indexmap 1.9.3",
- "itertools",
+ "itertools 0.10.5",
  "log",
  "lru",
  "minijinja",
@@ -768,7 +790,7 @@ dependencies = [
  "cubeclient",
  "cubenativeutils",
  "datafusion",
- "itertools",
+ "itertools 0.10.5",
  "lazy_static",
  "minijinja",
  "nativebridge",
@@ -794,7 +816,7 @@ dependencies = [
  "datafusion-physical-expr",
  "futures",
  "hashbrown 0.12.3",
- "itertools",
+ "itertools 0.10.5",
  "lazy_static",
  "log",
  "num_cpus",
@@ -991,6 +1013,16 @@ dependencies = [
  "thiserror",
 ]
 
+[[package]]
+name = "flatbuffers"
+version = "23.5.26"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4dac53e22462d78c16d64a1cd22371b54cc3fe94aa15e7886a2fa6e5d1ab8640"
+dependencies = [
+ "bitflags 1.3.2",
+ "rustc_version",
+]
+
 [[package]]
 name = "flate2"
 version = "1.0.30"
@@ -1102,7 +1134,7 @@ checksum = "87750cf4b7a4c0625b1529e4c543c2182106e4dedc60a2a6455e00d212c489ac"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -1474,6 +1506,15 @@ dependencies = [
  "either",
 ]
 
+[[package]]
+name = "itertools"
+version = "0.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "413ee7dfc52ee1a4949ceeb7dbc8a33f2d6c088194d9f922fb8318faf1f01186"
+dependencies = [
+ "either",
+]
+
 [[package]]
 name = "itoa"
 version = "1.0.11"
@@ -1765,7 +1806,7 @@ dependencies = [
  "Inflector",
  "async-trait",
  "byteorder",
- "itertools",
+ "itertools 0.10.5",
  "proc-macro2",
  "quote",
  "syn 1.0.109",
@@ -1793,7 +1834,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c6813fde79b646e47e7ad75f480aa80ef76a5d9599e2717407961531169ee38b"
 dependencies = [
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
  "syn-mid",
 ]
 
@@ -2030,7 +2071,7 @@ dependencies = [
  "pest_meta",
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2113,7 +2154,7 @@ checksum = "2f38a4412a78282e09a2cf38d195ea5420d15ba0602cb375210efbc877243965"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2232,9 +2273,9 @@ dependencies = [
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.86"
+version = "1.0.92"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5e719e8df665df0d1c8fbfd238015744736151d4445ec0836b8e628aae103b77"
+checksum = "37d3544b3f2748c54e147655edb5025752e2303145b5aefb3c3ea2c78b973bb0"
 dependencies = [
  "unicode-ident",
 ]
@@ -2534,6 +2575,15 @@ version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08d43f7aa6b08d49f382cde6a7982047c3426db949b1424bc4b7ec9ae12c6ce2"
 
+[[package]]
+name = "rustc_version"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92"
+dependencies = [
+ "semver",
+]
+
 [[package]]
 name = "rustix"
 version = "0.38.34"
@@ -2647,32 +2697,33 @@ checksum = "cd0b0ec5f1c1ca621c432a25813d8d60c88abe6d3e08a3eb9cf37d97a0fe3d73"
 
 [[package]]
 name = "serde"
-version = "1.0.209"
+version = "1.0.217"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99fce0ffe7310761ca6bf9faf5115afbc19688edd00171d81b1bb1b116c63e09"
+checksum = "02fc4265df13d6fa1d00ecff087228cc0a2b5f3c0e87e258d8b94a156e984c70"
 dependencies = [
  "serde_derive",
 ]
 
 [[package]]
 name = "serde_derive"
-version = "1.0.209"
+version = "1.0.217"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a5831b979fd7b5439637af1752d535ff49f4860c0f341d1baeb6faf0f4242170"
+checksum = "5a9bf7cf98d04a2b28aead066b7496853d4779c9cc183c440dbac457641e19a0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.120"
+version = "1.0.135"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4e0d21c9a8cae1235ad58a00c11cb40d4b1e5c784f1ef2c537876ed6ffd8b7c5"
+checksum = "2b0d7ba2887406110130a978386c4e1befb98c674b4fba677954e4db976630d9"
 dependencies = [
  "indexmap 2.2.6",
  "itoa",
+ "memchr",
  "ryu",
  "serde",
 ]
@@ -2837,7 +2888,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2876,9 +2927,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.69"
+version = "2.0.95"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "201fcda3845c23e8212cd466bfebf0bd20694490fc0356ae8e428e0824a915a6"
+checksum = "46f71c0377baf4ef1cc3e3402ded576dccc315800fbc62dfc7fe04b009773b4a"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -2893,7 +2944,7 @@ checksum = "b5dc35bb08dd1ca3dfb09dce91fd2d13294d6711c88897d9a9d60acf39bce049"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2905,7 +2956,7 @@ dependencies = [
  "proc-macro-error",
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -2971,7 +3022,7 @@ checksum = "46c3384250002a6d5af4d114f2845d37b57521033f30d5c3f46c4d70e1197533"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -3039,7 +3090,7 @@ checksum = "5f5ae998a069d4b5aba8ee9dad856af7d520c3699e6159b185c2acd48155d39a"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -3141,7 +3192,7 @@ checksum = "34704c8d6ebcbc939824180af020566b01a7c01f80641264eba0999f6c2b6be7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]
@@ -3375,7 +3426,7 @@ dependencies = [
  "once_cell",
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
  "wasm-bindgen-shared",
 ]
 
@@ -3409,7 +3460,7 @@ checksum = "e94f17b526d0a461a191c78ea52bbce64071ed5c04c9ffe424dcb38f74171bb7"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
  "wasm-bindgen-backend",
  "wasm-bindgen-shared",
 ]
@@ -3663,7 +3714,7 @@ checksum = "fa4f8080344d4671fb4e831a13ad1e68092748387dfc4f55e356242fae12ce3e"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.69",
+ "syn 2.0.95",
 ]
 
 [[package]]

From ef3e833769d232a0960f734f6f03ba27a91eb1f3 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 11:52:05 +0200
Subject: [PATCH 111/128] fix @cubejs-backend/native version ref

---
 packages/cubejs-cubestore-driver/package.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/cubejs-cubestore-driver/package.json b/packages/cubejs-cubestore-driver/package.json
index 8722abaca23c8..b4c12f857b4e3 100644
--- a/packages/cubejs-cubestore-driver/package.json
+++ b/packages/cubejs-cubestore-driver/package.json
@@ -29,7 +29,7 @@
     "@cubejs-backend/base-driver": "1.1.12",
     "@cubejs-backend/cubestore": "1.1.12",
     "@cubejs-backend/shared": "1.1.12",
-    "@cubejs-backend/native": "1.1.12",
+    "@cubejs-backend/native": "1.1.14",
     "csv-write-stream": "^2.0.0",
     "flatbuffers": "23.3.3",
     "fs-extra": "^9.1.0",

From 5d2b95c61f7f093423a1522bb7856d4e42c374ea Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 11:52:49 +0200
Subject: [PATCH 112/128] refactor ResultWrapper constructor

---
 packages/cubejs-api-gateway/src/gateway.ts        |  4 +---
 .../cubejs-backend-native/js/ResultWrapper.ts     | 15 +++++++++++++--
 2 files changed, 14 insertions(+), 5 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index eb921325e2a24..e845c72a466d8 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1601,9 +1601,7 @@ class ApiGateway {
    * @private
    */
   private wrapAdapterQueryResultIfNeeded(res: any): ResultWrapper {
-    if (!(res.data instanceof ResultWrapper)) {
-      res.data = new ResultWrapper(null, res.data);
-    }
+    res.data = new ResultWrapper(res.data);
 
     return res;
   }
diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 54bfdca4205a0..59aa186815b25 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -24,15 +24,26 @@ export class ResultWrapper extends BaseWrapper implements DataResult {
 
   private readonly isNative: Boolean = false;
 
+  private readonly nativeReference: any;
+
+  private readonly jsResult: any = null;
+
   private transformData: any;
 
   private rootResultObject: any = {};
 
-  public constructor(private readonly nativeReference: any, private readonly jsResult: any = null) {
+  public constructor(input: any) {
     super();
 
-    if (nativeReference) {
+    if (input.isWrapper) {
+      return input;
+    }
+
+    if (Array.isArray(input)) {
+      this.jsResult = input;
+    } else {
       this.isNative = true;
+      this.nativeReference = input;
     }
 
     this.proxy = new Proxy(this, {

From 52687b328229fc96617470cafd42586a5929edf1 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 13:05:42 +0200
Subject: [PATCH 113/128] =?UTF-8?q?fix=20string=20deserialize=20in=C2=A0tr?=
 =?UTF-8?q?ansport?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/src/transport.rs | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/packages/cubejs-backend-native/src/transport.rs b/packages/cubejs-backend-native/src/transport.rs
index 2d1cebc7f46b3..cbfeef037806a 100644
--- a/packages/cubejs-backend-native/src/transport.rs
+++ b/packages/cubejs-backend-native/src/transport.rs
@@ -435,7 +435,10 @@ impl TransportService for NodeBridgeTransport {
 
             match result? {
                 ValueFromJs::String(result) => {
-                    let response: serde_json::Value = serde_json::Value::String(result);
+                    let response: serde_json::Value = match serde_json::from_str(&result) {
+                        Ok(json) => json,
+                        Err(err) => return Err(CubeError::internal(err.to_string())),
+                    };
 
                     #[cfg(debug_assertions)]
                     trace!("[transport] Request <- {:?}", response);

From 744c03e6d0c477d170f248a356d1bf67b49989db Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 13:46:22 +0200
Subject: [PATCH 114/128] extend DataResult interface

---
 packages/cubejs-api-gateway/src/gateway.ts    |  4 +-
 .../cubejs-backend-native/js/ResultWrapper.ts | 55 ++++++++++++++-----
 2 files changed, 43 insertions(+), 16 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index e845c72a466d8..0c37d59561173 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1818,13 +1818,13 @@ class ApiGateway {
           queries: results.length,
           queriesWithPreAggregations:
             results.filter(
-              (r: any) => Object.keys(r.getRootResultObject().usedPreAggregations || {}).length
+              (r: any) => Object.keys(r.getRootResultObject()[0].usedPreAggregations || {}).length
             ).length,
           // Have to omit because data could be processed natively
           // so it is not known at this point
           // queriesWithData:
           //   results.filter((r: any) => r.data?.length).length,
-          dbType: results.map(r => r.getRootResultObject().dbType),
+          dbType: results.map(r => r.getRootResultObject()[0].dbType),
         },
         context,
       );
diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 59aa186815b25..1bf5ce30d3e4d 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -9,6 +9,9 @@ import {
 export interface DataResult {
   isWrapper: boolean;
   getFinalResult(): Promise<any>;
+  getRawData(): any[];
+  getTransformData(): any[];
+  getRootResultObject(): any[];
 }
 
 class BaseWrapper {
@@ -117,32 +120,32 @@ export class ResultWrapper extends BaseWrapper implements DataResult {
     return (array as any)[method](...args);
   }
 
-  public getRawData() {
+  public getRawData(): any[] {
     if (this.isNative) {
-      return this.nativeReference;
+      return [this.nativeReference];
     }
 
-    return this.jsResult;
+    return [this.jsResult];
   }
 
   public setTransformData(td: any) {
     this.transformData = td;
   }
 
-  public getTransformData(): any {
-    return this.transformData;
+  public getTransformData(): any[] {
+    return [this.transformData];
   }
 
   public setRootResultObject(obj: any) {
     this.rootResultObject = obj;
   }
 
-  public getRootResultObject(): any {
-    return this.rootResultObject;
+  public getRootResultObject(): any[] {
+    return [this.rootResultObject];
   }
 
   public async getFinalResult(): Promise<any> {
-    return getFinalQueryResult(this.transformData, this.getRawData(), this.rootResultObject);
+    return getFinalQueryResult(this.transformData, this.getRawData()[0], this.rootResultObject);
   }
 }
 
@@ -154,9 +157,9 @@ export class ResultMultiWrapper extends BaseWrapper implements DataResult {
   public async getFinalResult(): Promise<any> {
     const [transformDataJson, rawDataRef, cleanResultList] = this.results.reduce<[Object[], any[], Object[]]>(
       ([transformList, rawList, resultList], r) => {
-        transformList.push(r.getTransformData());
-        rawList.push(r.getRawData());
-        resultList.push(r.getRootResultObject());
+        transformList.push(r.getTransformData()[0]);
+        rawList.push(r.getRawData()[0]);
+        resultList.push(r.getRootResultObject()[0]);
         return [transformList, rawList, resultList];
       },
       [[], [], []]
@@ -170,6 +173,18 @@ export class ResultMultiWrapper extends BaseWrapper implements DataResult {
 
     return getFinalQueryResultMulti(transformDataJson, rawDataRef, responseDataObj);
   }
+
+  public getTransformData(): any[] {
+    return this.results.map(r => r.getTransformData()[0]);
+  }
+
+  public getRawData(): any[] {
+    return this.results.map(r => r.getRawData()[0]);
+  }
+
+  public getRootResultObject(): any[] {
+    return this.results.map(r => r.getRootResultObject()[0]);
+  }
 }
 
 // This is consumed by native side via Transport Bridge
@@ -181,9 +196,9 @@ export class ResultArrayWrapper extends BaseWrapper implements DataResult {
   public async getFinalResult(): Promise<any> {
     const [transformDataJson, rawData, resultDataJson] = this.results.reduce<[Object[], any[], Object[]]>(
       ([transformList, rawList, resultList], r) => {
-        transformList.push(r.getTransformData());
-        rawList.push(r.getRawData());
-        resultList.push(r.getRootResultObject());
+        transformList.push(r.getTransformData()[0]);
+        rawList.push(r.getRawData()[0]);
+        resultList.push(r.getRootResultObject()[0]);
         return [transformList, rawList, resultList];
       },
       [[], [], []]
@@ -194,4 +209,16 @@ export class ResultArrayWrapper extends BaseWrapper implements DataResult {
 
     return [transformDataJson, rawData, resultDataJson];
   }
+
+  public getTransformData(): any[] {
+    return this.results.map(r => r.getTransformData()[0]);
+  }
+
+  public getRawData(): any[] {
+    return this.results.map(r => r.getRawData()[0]);
+  }
+
+  public getRootResultObject(): any[] {
+    return this.results.map(r => r.getRootResultObject()[0]);
+  }
 }

From f5e78e22b0cfa22cf2831aa6a70c24325f57347c Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 14:15:51 +0200
Subject: [PATCH 115/128] =?UTF-8?q?support=20iterative=20access=20in=C2=A0?=
 =?UTF-8?q?ResultWrapper?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/js/ResultWrapper.ts | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 1bf5ce30d3e4d..eeb354a54e378 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -51,6 +51,18 @@ export class ResultWrapper extends BaseWrapper implements DataResult {
 
     this.proxy = new Proxy(this, {
       get: (target, prop: string | symbol) => {
+        // To support iterative access
+        if (prop === Symbol.iterator) {
+          const array = this.getArray();
+          const l = array.length;
+
+          return function* () {
+            for (let i = 0; i < l; i++) {
+              yield array[i];
+            }
+          };
+        }
+
         // intercept indexes
         if (typeof prop === 'string' && !Number.isNaN(Number(prop))) {
           const array = this.getArray();

From ff1a03db757c821c5808610030ecc592855140f9 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 15:01:26 +0200
Subject: [PATCH 116/128] refactor ResultWrapper classes

---
 .../cubejs-backend-native/js/ResultWrapper.ts | 65 +++++++++----------
 1 file changed, 32 insertions(+), 33 deletions(-)

diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index eeb354a54e378..1e592ee688913 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -12,6 +12,8 @@ export interface DataResult {
   getRawData(): any[];
   getTransformData(): any[];
   getRootResultObject(): any[];
+  // eslint-disable-next-line no-use-before-define
+  getResults(): ResultWrapper[];
 }
 
 class BaseWrapper {
@@ -159,15 +161,19 @@ export class ResultWrapper extends BaseWrapper implements DataResult {
   public async getFinalResult(): Promise<any> {
     return getFinalQueryResult(this.transformData, this.getRawData()[0], this.rootResultObject);
   }
+
+  public getResults(): ResultWrapper[] {
+    return [this];
+  }
 }
 
-export class ResultMultiWrapper extends BaseWrapper implements DataResult {
-  public constructor(private readonly results: ResultWrapper[], private rootResultObject: any) {
+class BaseWrapperArray extends BaseWrapper {
+  public constructor(protected readonly results: ResultWrapper[]) {
     super();
   }
 
-  public async getFinalResult(): Promise<any> {
-    const [transformDataJson, rawDataRef, cleanResultList] = this.results.reduce<[Object[], any[], Object[]]>(
+  protected getInternalDataArrays(): any[] {
+    const [transformDataJson, rawData, resultDataJson] = this.results.reduce<[Object[], any[], Object[]]>(
       ([transformList, rawList, resultList], r) => {
         transformList.push(r.getTransformData()[0]);
         rawList.push(r.getRawData()[0]);
@@ -177,13 +183,11 @@ export class ResultMultiWrapper extends BaseWrapper implements DataResult {
       [[], [], []]
     );
 
-    const responseDataObj = {
-      queryType: this.rootResultObject.queryType,
-      results: cleanResultList,
-      slowQuery: this.rootResultObject.slowQuery,
-    };
+    return [transformDataJson, rawData, resultDataJson];
+  }
 
-    return getFinalQueryResultMulti(transformDataJson, rawDataRef, responseDataObj);
+  public getResults(): ResultWrapper[] {
+    return this.results;
   }
 
   public getTransformData(): any[] {
@@ -199,38 +203,33 @@ export class ResultMultiWrapper extends BaseWrapper implements DataResult {
   }
 }
 
-// This is consumed by native side via Transport Bridge
-export class ResultArrayWrapper extends BaseWrapper implements DataResult {
-  public constructor(private readonly results: ResultWrapper[]) {
-    super();
+export class ResultMultiWrapper extends BaseWrapperArray implements DataResult {
+  public constructor(results: ResultWrapper[], private rootResultObject: any) {
+    super(results);
   }
 
   public async getFinalResult(): Promise<any> {
-    const [transformDataJson, rawData, resultDataJson] = this.results.reduce<[Object[], any[], Object[]]>(
-      ([transformList, rawList, resultList], r) => {
-        transformList.push(r.getTransformData()[0]);
-        rawList.push(r.getRawData()[0]);
-        resultList.push(r.getRootResultObject()[0]);
-        return [transformList, rawList, resultList];
-      },
-      [[], [], []]
-    );
+    const [transformDataJson, rawDataRef, cleanResultList] = this.getInternalDataArrays();
 
-    // It seems this is not needed anymore
-    // return getFinalQueryResultArray(transformDataJson, rawData, resultDataJson);
+    const responseDataObj = {
+      queryType: this.rootResultObject.queryType,
+      results: cleanResultList,
+      slowQuery: this.rootResultObject.slowQuery,
+    };
 
-    return [transformDataJson, rawData, resultDataJson];
+    return getFinalQueryResultMulti(transformDataJson, rawDataRef, responseDataObj);
   }
+}
 
-  public getTransformData(): any[] {
-    return this.results.map(r => r.getTransformData()[0]);
+// This is consumed by native side via Transport Bridge
+export class ResultArrayWrapper extends BaseWrapperArray implements DataResult {
+  public constructor(results: ResultWrapper[]) {
+    super(results);
   }
 
-  public getRawData(): any[] {
-    return this.results.map(r => r.getRawData()[0]);
-  }
+  public async getFinalResult(): Promise<any> {
+    const [transformDataJson, rawDataRef, cleanResultList] = this.getInternalDataArrays();
 
-  public getRootResultObject(): any[] {
-    return this.results.map(r => r.getRootResultObject()[0]);
+    return [transformDataJson, rawDataRef, cleanResultList];
   }
 }

From 8d29729f0251037166980a0071783a8400ee7e92 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 18:02:33 +0200
Subject: [PATCH 117/128] =?UTF-8?q?pass=20ResultWrapper=20to=C2=A0native?=
 =?UTF-8?q?=20and=C2=A0offload=20transformData=20from=20the=C2=A0eventloop?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../cubejs-backend-native/js/ResultWrapper.ts |   2 +
 packages/cubejs-backend-native/js/index.ts    |   2 +-
 packages/cubejs-backend-native/src/channel.rs |   4 +-
 .../cubejs-backend-native/src/orchestrator.rs | 116 ++++++++++++++++--
 .../cubejs-backend-native/src/transport.rs    |  84 ++++++-------
 .../cubeclient/src/models/v1_load_result.rs   |  61 +++------
 6 files changed, 170 insertions(+), 99 deletions(-)

diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 1e592ee688913..3b1fecfa9aef7 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -186,6 +186,8 @@ class BaseWrapperArray extends BaseWrapper {
     return [transformDataJson, rawData, resultDataJson];
   }
 
+  // Is invoked from the native side to get
+  // an array of all raw wrapped results
   public getResults(): ResultWrapper[] {
     return this.results;
   }
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index c528823156a2c..a2aefda61f2ea 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -267,7 +267,7 @@ function wrapNativeFunctionWithStream(
       } else if (response.error) {
         writerOrChannel.reject(errorString(response));
       } else if (response.isWrapper) { // Native wrapped result
-        writerOrChannel.resolve(await response.getFinalResult());
+        writerOrChannel.resolve(response);
       } else {
         writerOrChannel.resolve(JSON.stringify(response));
       }
diff --git a/packages/cubejs-backend-native/src/channel.rs b/packages/cubejs-backend-native/src/channel.rs
index 0a073bc894323..607631c68c661 100644
--- a/packages/cubejs-backend-native/src/channel.rs
+++ b/packages/cubejs-backend-native/src/channel.rs
@@ -4,10 +4,10 @@ use std::collections::HashMap;
 use std::sync::atomic::{AtomicU64, Ordering};
 use std::sync::Arc;
 
+use crate::orchestrator::ResultWrapper;
 use crate::transport::MapCubeErrExt;
 use crate::utils::bind_method;
 use async_trait::async_trait;
-use cubeorchestrator::query_result_transform::RequestResultArray;
 use cubesql::transport::{SqlGenerator, SqlTemplates};
 use cubesql::CubeError;
 #[cfg(debug_assertions)]
@@ -197,7 +197,7 @@ where
 #[derive(Debug)]
 pub enum ValueFromJs {
     String(String),
-    RequestResultArray(RequestResultArray),
+    ResultWrapper(Vec<ResultWrapper>),
 }
 
 #[allow(clippy::type_complexity)]
diff --git a/packages/cubejs-backend-native/src/orchestrator.rs b/packages/cubejs-backend-native/src/orchestrator.rs
index 46527a1de2d45..3b3742223ed76 100644
--- a/packages/cubejs-backend-native/src/orchestrator.rs
+++ b/packages/cubejs-backend-native/src/orchestrator.rs
@@ -1,14 +1,18 @@
 use crate::node_obj_deserializer::JsValueDeserializer;
+use crate::transport::MapCubeErrExt;
 use cubeorchestrator::query_message_parser::QueryResult;
 use cubeorchestrator::query_result_transform::{
-    get_final_cubestore_result_array, RequestResultArray, RequestResultData, RequestResultDataMulti,
+    get_final_cubestore_result_array, RequestResultArray, RequestResultData,
+    RequestResultDataMulti, TransformedData,
 };
 use cubeorchestrator::transport::{JsRawData, TransformDataRequest};
+use cubesql::CubeError;
 use neon::context::{Context, FunctionContext, ModuleContext};
 use neon::handle::Handle;
 use neon::object::Object;
 use neon::prelude::{
-    JsArray, JsArrayBuffer, JsBox, JsBuffer, JsObject, JsPromise, JsResult, JsValue, NeonResult,
+    JsArray, JsArrayBuffer, JsBox, JsBuffer, JsFunction, JsObject, JsPromise, JsResult, JsValue,
+    NeonResult,
 };
 use neon::types::buffer::TypedArray;
 use serde::Deserialize;
@@ -27,6 +31,108 @@ pub fn register_module(cx: &mut ModuleContext) -> NeonResult<()> {
     Ok(())
 }
 
+// #[derive(Debug, Clone)]
+// pub enum ResultWrapperData {
+//     JsObj(RecordBatch),
+//     Native()
+// }
+
+#[derive(Debug, Clone)]
+pub struct ResultWrapper {
+    transform_data: TransformDataRequest,
+    data: Arc<QueryResult>,
+}
+
+impl ResultWrapper {
+    pub fn from_js_result_wrapper(
+        cx: &mut FunctionContext<'_>,
+        js_result_wrapper_val: Handle<JsValue>,
+    ) -> Result<Self, CubeError> {
+        let js_result_wrapper = js_result_wrapper_val
+            .downcast::<JsObject, _>(cx)
+            .map_cube_err("Can't downcast JS ResultWrapper to object")?;
+
+        let get_transform_data_js_method: Handle<JsFunction> = js_result_wrapper
+            .get(cx, "getTransformData")
+            .map_cube_err("Can't get getTransformData() method from JS ResultWrapper object")?;
+
+        let transform_data_js_arr = get_transform_data_js_method
+            .call(cx, js_result_wrapper.upcast::<JsValue>(), [])
+            .map_cube_err("Error calling getTransformData() method of ResultWrapper object")?
+            .downcast::<JsArray, _>(cx)
+            .map_cube_err("Can't downcast JS transformData to array")?
+            .to_vec(cx)
+            .map_cube_err("Can't convert JS transformData to array")?;
+
+        let transform_data_js = transform_data_js_arr.first().unwrap();
+
+        let deserializer = JsValueDeserializer::new(cx, *transform_data_js);
+        let transform_request: TransformDataRequest = match Deserialize::deserialize(deserializer) {
+            Ok(data) => data,
+            Err(_) => {
+                return Err(CubeError::internal(
+                    "Can't deserialize transformData from JS ResultWrapper object".to_string(),
+                ))
+            }
+        };
+
+        let get_raw_data_js_method: Handle<JsFunction> = js_result_wrapper
+            .get(cx, "getRawData")
+            .map_cube_err("Can't get getRawData() method from JS ResultWrapper object")?;
+
+        let raw_data_js_arr = get_raw_data_js_method
+            .call(cx, js_result_wrapper.upcast::<JsValue>(), [])
+            .map_cube_err("Error calling getRawData() method of ResultWrapper object")?
+            .downcast::<JsArray, _>(cx)
+            .map_cube_err("Can't downcast JS rawData to array")?
+            .to_vec(cx)
+            .map_cube_err("Can't convert JS rawData to array")?;
+
+        let raw_data_js = raw_data_js_arr.first().unwrap();
+
+        let query_result =
+            if let Ok(js_box) = raw_data_js.downcast::<JsBox<Arc<QueryResult>>, _>(cx) {
+                Arc::clone(&js_box)
+            } else if let Ok(js_array) = raw_data_js.downcast::<JsArray, _>(cx) {
+                let deserializer = JsValueDeserializer::new(cx, js_array.upcast());
+                let js_raw_data: JsRawData = match Deserialize::deserialize(deserializer) {
+                    Ok(data) => data,
+                    Err(_) => {
+                        return Err(CubeError::internal(
+                            "Can't deserialize results raw data from JS ResultWrapper object".to_string(),
+                        ));
+                    }
+                };
+
+                QueryResult::from_js_raw_data(js_raw_data)
+                    .map(Arc::new)
+                    .map_cube_err("Can't build results data from JS rawData")?
+            } else {
+                return Err(CubeError::internal(
+                    "Can't deserialize results raw data from JS ResultWrapper object".to_string(),
+                ));
+            };
+
+        Ok(Self {
+            transform_data: transform_request,
+            data: query_result,
+        })
+    }
+
+    pub fn transform_result(&self) -> Result<TransformedData, CubeError> {
+        let transformed = TransformedData::transform(&self.transform_data, &self.data)
+            .map_cube_err("Can't prepare transformed data")?;
+
+        Ok(transformed)
+    }
+}
+
+pub type JsResultDataVectors = (
+    Vec<TransformDataRequest>,
+    Vec<Arc<QueryResult>>,
+    Vec<RequestResultData>,
+);
+
 fn json_to_array_buffer<'a, C>(
     mut cx: C,
     json_data: Result<String, anyhow::Error>,
@@ -144,12 +250,6 @@ pub fn final_query_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
     Ok(promise)
 }
 
-pub type JsResultDataVectors = (
-    Vec<TransformDataRequest>,
-    Vec<Arc<QueryResult>>,
-    Vec<RequestResultData>,
-);
-
 pub fn convert_final_query_result_array_from_js(
     cx: &mut FunctionContext<'_>,
     transform_data_array: Handle<JsValue>,
diff --git a/packages/cubejs-backend-native/src/transport.rs b/packages/cubejs-backend-native/src/transport.rs
index cbfeef037806a..c14612e9bf438 100644
--- a/packages/cubejs-backend-native/src/transport.rs
+++ b/packages/cubejs-backend-native/src/transport.rs
@@ -6,15 +6,12 @@ use std::fmt::Display;
 use crate::auth::NativeAuthContext;
 use crate::channel::{call_raw_js_with_channel_as_callback, NodeSqlGenerator, ValueFromJs};
 use crate::node_obj_serializer::NodeObjSerializer;
-use crate::orchestrator::convert_final_query_result_array_from_js;
+use crate::orchestrator::ResultWrapper;
 use crate::{
     auth::TransportRequest, channel::call_js_with_channel_as_callback,
     stream::call_js_with_stream_as_callback,
 };
 use async_trait::async_trait;
-use cubeorchestrator::query_result_transform::{
-    get_final_cubestore_result_array, RequestResultArray,
-};
 use cubesql::compile::engine::df::scan::{MemberField, SchemaRef};
 use cubesql::compile::engine::df::wrapper::SqlQuery;
 use cubesql::transport::{
@@ -337,6 +334,7 @@ impl TransportService for NodeBridgeTransport {
         sql_query: Option<SqlQuery>,
         ctx: AuthContextRef,
         meta: LoadRequestMeta,
+    // ) -> Result<Vec<RecordBatch>, CubeError> {
     ) -> Result<TransportLoadResponse, CubeError> {
         trace!("[transport] Request ->");
 
@@ -378,52 +376,43 @@ impl TransportService for NodeBridgeTransport {
                 extra,
                 Box::new(|cx, v| Ok(cx.string(v).as_value(cx))),
                 Box::new(move |cx, v| {
-                    // It's too heavy/slow to get instance of ResultArrayWrapper from JS
-                    // and then call/await the .getFinalResult() method which needs be
-                    // executed again on JS side to get the actual needed date,
-                    // instead we pass it directly from JS side.
-                    // In case of wrapped result it's actually a tuple of
-                    // (transformDataJson[], rawData[], resultDataJson[])
-                    if let Ok(result_wrapped) = v.downcast::<JsArray, _>(cx) {
-                        let res_wrapped_vec = result_wrapped.to_vec(cx).map_cube_err("Can't convert JS result to array")?;
-
-                        if res_wrapped_vec.len() != 3 {
-                            return Err(CubeError::internal("Expected a tuple with 3 elements: transformDataJson[], rawData[], resultDataJson[]".to_string()));
-                        }
+                    if let Ok(js_result_wrapped) = v.downcast::<JsObject, _>(cx) {
+                        let get_results_js_method: Handle<JsFunction> = js_result_wrapped
+                            .get(cx, "getResults")
+                            .map_cube_err(
+                                "Can't get getResults() method from JS ResultWrapper object",
+                            )?;
 
-                        let transform_data_array = res_wrapped_vec.first().unwrap();
-                        let data_array = res_wrapped_vec.get(1).unwrap()
-                            .downcast_or_throw::<JsArray, _>(cx).map_cube_err("Can't downcast js data to array")?;
-                        let results_data_array = res_wrapped_vec.get(2).unwrap();
-
-                        match convert_final_query_result_array_from_js(
-                            cx,
-                            *transform_data_array,
-                            data_array,
-                            *results_data_array,
-                        ) {
-                            Ok((transform_requests, cube_store_results, mut request_results)) => {
-                                get_final_cubestore_result_array(
-                                    &transform_requests,
-                                    &cube_store_results,
-                                    &mut request_results,
-                                ).map_cube_err("Can't build result array")?;
-
-                                Ok(ValueFromJs::RequestResultArray(RequestResultArray {
-                                    results: request_results,
-                                }))
-                            }
-                            Err(err) => {
-                                Err(CubeError::internal(format!("Error converting result data: {:?}", err.to_string())))
-                            }
-                        }
+                        let results = get_results_js_method
+                            .call(cx, js_result_wrapped.upcast::<JsValue>(), [])
+                            .map_cube_err(
+                                "Error calling getResults() method of ResultWrapper object",
+                            )?;
 
+                        let js_res_wrapped_vec = results
+                            .downcast::<JsArray, _>(cx)
+                            .map_cube_err("Can't downcast JS result to array")?
+                            .to_vec(cx)
+                            .map_cube_err("Can't convert JS result to array")?;
+
+                        let native_wrapped_results = js_res_wrapped_vec
+                            .iter()
+                            .map(|r| ResultWrapper::from_js_result_wrapper(cx, *r))
+                            .collect::<Result<Vec<_>, _>>()
+                            .map_cube_err(
+                                "Can't construct result wrapper from JS ResultWrapper object",
+                            )?;
+
+                        Ok(ValueFromJs::ResultWrapper(native_wrapped_results))
                     } else if let Ok(str) = v.downcast::<JsString, _>(cx) {
                         Ok(ValueFromJs::String(str.value(cx)))
                     } else {
-                        Err(CubeError::internal("Can't downcast callback argument to string or resultWrapper object".to_string()))
+                        Err(CubeError::internal(
+                            "Can't downcast callback argument to string or resultWrapper object"
+                                .to_string(),
+                        ))
                     }
-                })
+                }),
             )
             .await;
 
@@ -475,12 +464,15 @@ impl TransportService for NodeBridgeTransport {
                     break serde_json::from_value::<TransportLoadResponse>(response)
                         .map_err(|err| CubeError::user(err.to_string()));
                 }
-                ValueFromJs::RequestResultArray(result) => {
+                ValueFromJs::ResultWrapper(result_wrappers) => {
                     let response = TransportLoadResponse {
                         pivot_query: None,
                         slow_query: None,
                         query_type: None,
-                        results: result.results.into_iter().map(|v| v.into()).collect(),
+                        results: result_wrappers
+                            .into_iter()
+                            .map(|v| v.transform_result().unwrap().into())
+                            .collect(),
                     };
                     break Ok(response);
                 }
diff --git a/rust/cubesql/cubeclient/src/models/v1_load_result.rs b/rust/cubesql/cubeclient/src/models/v1_load_result.rs
index 2731518d9eaef..67867689800d9 100644
--- a/rust/cubesql/cubeclient/src/models/v1_load_result.rs
+++ b/rust/cubesql/cubeclient/src/models/v1_load_result.rs
@@ -7,7 +7,7 @@
  *
  * Generated by: https://openapi-generator.tech
  */
-use cubeorchestrator::query_result_transform::{RequestResultData, TransformedData};
+use cubeorchestrator::query_result_transform::TransformedData;
 
 #[derive(Clone, Debug, PartialEq, Default, Serialize, Deserialize)]
 pub struct V1LoadResult {
@@ -35,55 +35,32 @@ impl V1LoadResult {
     }
 }
 
-impl From<RequestResultData> for V1LoadResult {
-    fn from(rrd: RequestResultData) -> Self {
-        let data = match rrd.data {
-            None => {
+impl From<TransformedData> for V1LoadResult {
+    fn from(d: TransformedData) -> Self {
+        let data = match d {
+            TransformedData::Compact {
+                members: _members,
+                dataset: _dataset,
+            } => {
+                // TODO V1LoadResult expects only Vanilla results?
                 vec![]
             }
-            Some(d) => {
-                match d {
-                    TransformedData::Compact {
-                        members: _members,
-                        dataset: _dataset,
-                    } => {
-                        // TODO V1LoadResult expects only Vanilla results?
-                        vec![]
-                    }
-                    TransformedData::Vanilla(v) => v
-                        .iter()
-                        .map(|item| serde_json::to_value(item).unwrap_or(serde_json::Value::Null))
-                        .collect(),
-                }
-            }
+            TransformedData::Vanilla(v) => v
+                .iter()
+                .map(|item| serde_json::to_value(item).unwrap_or(serde_json::Value::Null))
+                .collect(),
         };
         let annotation = crate::models::V1LoadResultAnnotation {
-            measures: rrd
-                .annotation
-                .get("measures")
-                .map(|v| serde_json::to_value(v).unwrap_or(serde_json::Value::Null))
-                .unwrap_or(serde_json::Value::Null),
-            dimensions: rrd
-                .annotation
-                .get("dimensions")
-                .map(|v| serde_json::to_value(v).unwrap_or(serde_json::Value::Null))
-                .unwrap_or(serde_json::Value::Null),
-            segments: rrd
-                .annotation
-                .get("segments")
-                .map(|v| serde_json::to_value(v).unwrap_or(serde_json::Value::Null))
-                .unwrap_or(serde_json::Value::Null),
-            time_dimensions: rrd
-                .annotation
-                .get("timeDimensions")
-                .map(|v| serde_json::to_value(v).unwrap_or(serde_json::Value::Null))
-                .unwrap_or(serde_json::Value::Null),
+            measures: serde_json::Value::Null,
+            dimensions: serde_json::Value::Null,
+            segments: serde_json::Value::Null,
+            time_dimensions: serde_json::Value::Null,
         };
         V1LoadResult {
-            data_source: rrd.data_source,
+            data_source: None,
             annotation: Box::new(annotation),
             data,
-            refresh_key_values: rrd.refresh_key_values,
+            refresh_key_values: None,
         }
     }
 }

From 60716476947639a2bd27b6860b7e2aff33ef61a8 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 18:10:02 +0200
Subject: [PATCH 118/128] remove obsolete getFinalQueryResultArray

---
 .../cubejs-backend-native/js/ResultWrapper.ts |  1 -
 packages/cubejs-backend-native/js/index.ts    | 14 ----
 .../cubejs-backend-native/src/orchestrator.rs | 81 +------------------
 .../cubejs-backend-native/src/transport.rs    |  7 +-
 4 files changed, 6 insertions(+), 97 deletions(-)

diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 3b1fecfa9aef7..7adfb7f7f5163 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -1,7 +1,6 @@
 import {
   getCubestoreResult,
   getFinalQueryResult,
-  getFinalQueryResultArray,
   getFinalQueryResultMulti,
   ResultRow
 } from './index';
diff --git a/packages/cubejs-backend-native/js/index.ts b/packages/cubejs-backend-native/js/index.ts
index a2aefda61f2ea..f6c54477f463f 100644
--- a/packages/cubejs-backend-native/js/index.ts
+++ b/packages/cubejs-backend-native/js/index.ts
@@ -391,20 +391,6 @@ export const getFinalQueryResult = (transformDataObj: Object, rows: any, resultD
   return native.getFinalQueryResult(transformDataObj, rows, resultData);
 };
 
-/**
- * Transform and prepare multiple query final results data that is sent to the client (used in sqlApiLoad).
- *
- * @param transformDataArr Array of data needed to transform raw query results
- * @param rows Array of raw data received from the source DB via driver or reference to native CubeStore response results
- * @param resultDataArr Array of final query result structures without actual data
- * @return {Promise<ArrayBuffer>} ArrayBuffer with json-serialized data which should be directly sent to the client
- */
-export const getFinalQueryResultArray = (transformDataArr: Object[], rows: any[], resultDataArr: Object[]): Promise<ArrayBuffer> => {
-  const native = loadNative();
-
-  return native.getFinalQueryResultArray(transformDataArr, rows, resultDataArr);
-};
-
 /**
  * Transform and prepare multiple query final results data into a single response structure.
  *
diff --git a/packages/cubejs-backend-native/src/orchestrator.rs b/packages/cubejs-backend-native/src/orchestrator.rs
index 3b3742223ed76..cc5e06b2f48d4 100644
--- a/packages/cubejs-backend-native/src/orchestrator.rs
+++ b/packages/cubejs-backend-native/src/orchestrator.rs
@@ -2,8 +2,7 @@ use crate::node_obj_deserializer::JsValueDeserializer;
 use crate::transport::MapCubeErrExt;
 use cubeorchestrator::query_message_parser::QueryResult;
 use cubeorchestrator::query_result_transform::{
-    get_final_cubestore_result_array, RequestResultArray, RequestResultData,
-    RequestResultDataMulti, TransformedData,
+    RequestResultData, RequestResultDataMulti, TransformedData,
 };
 use cubeorchestrator::transport::{JsRawData, TransformDataRequest};
 use cubesql::CubeError;
@@ -26,7 +25,6 @@ pub fn register_module(cx: &mut ModuleContext) -> NeonResult<()> {
     cx.export_function("getCubestoreResult", get_cubestore_result)?;
     cx.export_function("getFinalQueryResult", final_query_result)?;
     cx.export_function("getFinalQueryResultMulti", final_query_result_multi)?;
-    cx.export_function("getFinalQueryResultArray", final_query_result_array)?;
 
     Ok(())
 }
@@ -99,7 +97,8 @@ impl ResultWrapper {
                     Ok(data) => data,
                     Err(_) => {
                         return Err(CubeError::internal(
-                            "Can't deserialize results raw data from JS ResultWrapper object".to_string(),
+                            "Can't deserialize results raw data from JS ResultWrapper object"
+                                .to_string(),
                         ));
                     }
                 };
@@ -127,12 +126,6 @@ impl ResultWrapper {
     }
 }
 
-pub type JsResultDataVectors = (
-    Vec<TransformDataRequest>,
-    Vec<Arc<QueryResult>>,
-    Vec<RequestResultData>,
-);
-
 fn json_to_array_buffer<'a, C>(
     mut cx: C,
     json_data: Result<String, anyhow::Error>,
@@ -250,74 +243,6 @@ pub fn final_query_result(mut cx: FunctionContext) -> JsResult<JsPromise> {
     Ok(promise)
 }
 
-pub fn convert_final_query_result_array_from_js(
-    cx: &mut FunctionContext<'_>,
-    transform_data_array: Handle<JsValue>,
-    data_array: Handle<JsArray>,
-    results_data_array: Handle<JsValue>,
-) -> NeonResult<JsResultDataVectors> {
-    let deserializer = JsValueDeserializer::new(cx, transform_data_array);
-    let transform_requests: Vec<TransformDataRequest> = match Deserialize::deserialize(deserializer)
-    {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
-
-    let mut cube_store_results: Vec<Arc<QueryResult>> = vec![];
-    for data_arg in data_array.to_vec(cx)? {
-        match extract_query_result(cx, data_arg) {
-            Ok(query_result) => cube_store_results.push(query_result),
-            Err(err) => return cx.throw_error(err.to_string()),
-        };
-    }
-
-    let deserializer = JsValueDeserializer::new(cx, results_data_array);
-    let request_results: Vec<RequestResultData> = match Deserialize::deserialize(deserializer) {
-        Ok(data) => data,
-        Err(err) => return cx.throw_error(err.to_string()),
-    };
-
-    Ok((transform_requests, cube_store_results, request_results))
-}
-
-pub fn final_query_result_array(mut cx: FunctionContext) -> JsResult<JsPromise> {
-    let transform_data_array = cx.argument::<JsValue>(0)?;
-    let data_array = cx.argument::<JsArray>(1)?;
-    let results_data_array = cx.argument::<JsValue>(2)?;
-
-    let convert_res = convert_final_query_result_array_from_js(
-        &mut cx,
-        transform_data_array,
-        data_array,
-        results_data_array,
-    );
-    match convert_res {
-        Ok((transform_requests, cube_store_results, mut request_results)) => {
-            let promise = cx
-                .task(move || {
-                    get_final_cubestore_result_array(
-                        &transform_requests,
-                        &cube_store_results,
-                        &mut request_results,
-                    )?;
-
-                    let final_obj = RequestResultArray {
-                        results: request_results,
-                    };
-
-                    match serde_json::to_string(&final_obj) {
-                        Ok(json) => Ok(json),
-                        Err(err) => Err(anyhow::Error::from(err)),
-                    }
-                })
-                .promise(move |cx, json_data| json_to_array_buffer(cx, json_data));
-
-            Ok(promise)
-        }
-        Err(err) => cx.throw_error(err.to_string()),
-    }
-}
-
 pub fn final_query_result_multi(mut cx: FunctionContext) -> JsResult<JsPromise> {
     let transform_data_array = cx.argument::<JsValue>(0)?;
     let deserializer = JsValueDeserializer::new(&mut cx, transform_data_array);
diff --git a/packages/cubejs-backend-native/src/transport.rs b/packages/cubejs-backend-native/src/transport.rs
index c14612e9bf438..72e512e1abf42 100644
--- a/packages/cubejs-backend-native/src/transport.rs
+++ b/packages/cubejs-backend-native/src/transport.rs
@@ -334,7 +334,7 @@ impl TransportService for NodeBridgeTransport {
         sql_query: Option<SqlQuery>,
         ctx: AuthContextRef,
         meta: LoadRequestMeta,
-    // ) -> Result<Vec<RecordBatch>, CubeError> {
+        // ) -> Result<Vec<RecordBatch>, CubeError> {
     ) -> Result<TransportLoadResponse, CubeError> {
         trace!("[transport] Request ->");
 
@@ -377,9 +377,8 @@ impl TransportService for NodeBridgeTransport {
                 Box::new(|cx, v| Ok(cx.string(v).as_value(cx))),
                 Box::new(move |cx, v| {
                     if let Ok(js_result_wrapped) = v.downcast::<JsObject, _>(cx) {
-                        let get_results_js_method: Handle<JsFunction> = js_result_wrapped
-                            .get(cx, "getResults")
-                            .map_cube_err(
+                        let get_results_js_method: Handle<JsFunction> =
+                            js_result_wrapped.get(cx, "getResults").map_cube_err(
                                 "Can't get getResults() method from JS ResultWrapper object",
                             )?;
 

From b7a398e301ed5a3dfc141cda4240dde14bc8f521 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 19:05:29 +0200
Subject: [PATCH 119/128] fix ws api subscriptionServer results processing

---
 packages/cubejs-server/src/websocket-server.ts | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/packages/cubejs-server/src/websocket-server.ts b/packages/cubejs-server/src/websocket-server.ts
index 00ee1c61e8dbd..cca6c9b44c4c7 100644
--- a/packages/cubejs-server/src/websocket-server.ts
+++ b/packages/cubejs-server/src/websocket-server.ts
@@ -31,18 +31,18 @@ export class WebSocketServer {
 
     const connectionIdToSocket: Record<string, any> = {};
 
-    this.subscriptionServer = this.serverCore.initSubscriptionServer((connectionId: string, message: any) => {
+    this.subscriptionServer = this.serverCore.initSubscriptionServer(async (connectionId: string, message: any) => {
       if (!connectionIdToSocket[connectionId]) {
         throw new Error(`Socket for ${connectionId} is not found found`);
       }
 
       let messageStr: string;
 
-      if (message.message instanceof ArrayBuffer) {
-        // In case we already have a JSON-serialized query result, we don't want to parse/stringify
+      if (message.message && message.message.isWrapper) {
+        // In case we have a wrapped query result, we don't want to parse/stringify
         // it again - it's too expensive, instead we serialize the rest of the message and then
         // inject query result json into message.
-        const resMsg = new TextDecoder().decode(message.message);
+        const resMsg = new TextDecoder().decode(await message.message.getFinalResult());
         message.message = '~XXXXX~';
         messageStr = JSON.stringify(message);
         messageStr = messageStr.replace('"~XXXXX~"', resMsg);

From 9f6ee1b8f994210b5d8ff1c796a60f1b81e7bf41 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Fri, 10 Jan 2025 19:36:38 +0200
Subject: [PATCH 120/128] =?UTF-8?q?pass=20SchemaRef=20to=C2=A0load=20metho?=
 =?UTF-8?q?ds.?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 packages/cubejs-backend-native/src/transport.rs    | 1 +
 rust/cubesql/cubesql/src/compile/engine/df/scan.rs | 7 ++++++-
 rust/cubesql/cubesql/src/compile/test/mod.rs       | 1 +
 rust/cubesql/cubesql/src/transport/service.rs      | 2 ++
 4 files changed, 10 insertions(+), 1 deletion(-)

diff --git a/packages/cubejs-backend-native/src/transport.rs b/packages/cubejs-backend-native/src/transport.rs
index 72e512e1abf42..3dd4d46e61a35 100644
--- a/packages/cubejs-backend-native/src/transport.rs
+++ b/packages/cubejs-backend-native/src/transport.rs
@@ -334,6 +334,7 @@ impl TransportService for NodeBridgeTransport {
         sql_query: Option<SqlQuery>,
         ctx: AuthContextRef,
         meta: LoadRequestMeta,
+        _schema: SchemaRef,
         // ) -> Result<Vec<RecordBatch>, CubeError> {
     ) -> Result<TransportLoadResponse, CubeError> {
         trace!("[transport] Request ->");
diff --git a/rust/cubesql/cubesql/src/compile/engine/df/scan.rs b/rust/cubesql/cubesql/src/compile/engine/df/scan.rs
index 92095825369e5..2f798b2574068 100644
--- a/rust/cubesql/cubesql/src/compile/engine/df/scan.rs
+++ b/rust/cubesql/cubesql/src/compile/engine/df/scan.rs
@@ -662,6 +662,7 @@ impl ExecutionPlan for CubeScanExecutionPlan {
                 self.auth_context.clone(),
                 self.transport.clone(),
                 meta.clone(),
+                self.schema.clone(),
                 self.options.clone(),
                 self.wrapped_sql.clone(),
             )
@@ -844,6 +845,7 @@ async fn load_data(
     auth_context: AuthContextRef,
     transport: Arc<dyn TransportService>,
     meta: LoadRequestMeta,
+    schema: SchemaRef,
     options: CubeScanOptions,
     sql_query: Option<SqlQuery>,
 ) -> ArrowResult<V1LoadResult> {
@@ -875,7 +877,7 @@ async fn load_data(
         )
     } else {
         let result = transport
-            .load(span_id, request, sql_query, auth_context, meta)
+            .load(span_id, request, sql_query, auth_context, meta, schema)
             .await;
         let mut response = result.map_err(|err| ArrowError::ComputeError(err.to_string()))?;
         if let Some(data) = response.results.pop() {
@@ -903,6 +905,7 @@ fn load_to_stream_sync(one_shot_stream: &mut CubeScanOneShotStream) -> Result<()
     let auth = one_shot_stream.auth_context.clone();
     let transport = one_shot_stream.transport.clone();
     let meta = one_shot_stream.meta.clone();
+    let schema = one_shot_stream.schema.clone();
     let options = one_shot_stream.options.clone();
     let wrapped_sql = one_shot_stream.wrapped_sql.clone();
 
@@ -914,6 +917,7 @@ fn load_to_stream_sync(one_shot_stream: &mut CubeScanOneShotStream) -> Result<()
             auth,
             transport,
             meta,
+            schema,
             options,
             wrapped_sql,
         ))
@@ -1398,6 +1402,7 @@ mod tests {
                 _sql_query: Option<SqlQuery>,
                 _ctx: AuthContextRef,
                 _meta_fields: LoadRequestMeta,
+                _schema: SchemaRef,
             ) -> Result<V1LoadResponse, CubeError> {
                 let response = r#"
                     {
diff --git a/rust/cubesql/cubesql/src/compile/test/mod.rs b/rust/cubesql/cubesql/src/compile/test/mod.rs
index 11da31a9e5f81..ea86552e15e3c 100644
--- a/rust/cubesql/cubesql/src/compile/test/mod.rs
+++ b/rust/cubesql/cubesql/src/compile/test/mod.rs
@@ -801,6 +801,7 @@ impl TransportService for TestConnectionTransport {
         sql_query: Option<SqlQuery>,
         ctx: AuthContextRef,
         meta: LoadRequestMeta,
+        _schema: SchemaRef,
     ) -> Result<TransportLoadResponse, CubeError> {
         {
             let mut calls = self.load_calls.lock().await;
diff --git a/rust/cubesql/cubesql/src/transport/service.rs b/rust/cubesql/cubesql/src/transport/service.rs
index 7812eefebe839..91ac24f50d32d 100644
--- a/rust/cubesql/cubesql/src/transport/service.rs
+++ b/rust/cubesql/cubesql/src/transport/service.rs
@@ -142,6 +142,7 @@ pub trait TransportService: Send + Sync + Debug {
         sql_query: Option<SqlQuery>,
         ctx: AuthContextRef,
         meta_fields: LoadRequestMeta,
+        schema: SchemaRef,
     ) -> Result<TransportLoadResponse, CubeError>;
 
     async fn load_stream(
@@ -280,6 +281,7 @@ impl TransportService for HttpTransport {
         _sql_query: Option<SqlQuery>,
         ctx: AuthContextRef,
         meta: LoadRequestMeta,
+        _schema: SchemaRef,
     ) -> Result<TransportLoadResponse, CubeError> {
         if meta.change_user().is_some() {
             return Err(CubeError::internal(

From 98e4418c49a74ad4e8b7fd1e54a05b579997fda0 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Sat, 11 Jan 2025 01:24:25 +0200
Subject: [PATCH 121/128] =?UTF-8?q?trying=20to=C2=A0fix=20flaky=20ws=20fai?=
 =?UTF-8?q?ling=20tests?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../cubejs-api-gateway/src/SubscriptionServer.ts   |  4 ++--
 packages/cubejs-api-gateway/src/gateway.ts         | 14 +++++---------
 2 files changed, 7 insertions(+), 11 deletions(-)

diff --git a/packages/cubejs-api-gateway/src/SubscriptionServer.ts b/packages/cubejs-api-gateway/src/SubscriptionServer.ts
index 9cf7a17b32886..c45c302915d96 100644
--- a/packages/cubejs-api-gateway/src/SubscriptionServer.ts
+++ b/packages/cubejs-api-gateway/src/SubscriptionServer.ts
@@ -19,7 +19,7 @@ const calcMessageLength = (message: unknown) => Buffer.byteLength(
   typeof message === 'string' ? message : JSON.stringify(message)
 );
 
-export type WebSocketSendMessageFn = (connectionId: string, message: any) => void;
+export type WebSocketSendMessageFn = (connectionId: string, message: any) => Promise<void>;
 
 export class SubscriptionServer {
   public constructor(
@@ -31,7 +31,7 @@ export class SubscriptionServer {
   }
 
   public resultFn(connectionId: string, messageId: string, requestId: string | undefined) {
-    return (message, { status } = { status: 200 }) => {
+    return async (message, { status } = { status: 200 }) => {
       this.apiGateway.log({
         type: 'Outgoing network usage',
         service: 'api-ws',
diff --git a/packages/cubejs-api-gateway/src/gateway.ts b/packages/cubejs-api-gateway/src/gateway.ts
index 0c37d59561173..af90986b4117b 100644
--- a/packages/cubejs-api-gateway/src/gateway.ts
+++ b/packages/cubejs-api-gateway/src/gateway.ts
@@ -1832,17 +1832,15 @@ class ApiGateway {
       if (props.queryType === 'multi') {
         // We prepare the final json result on native side
         const resultMulti = new ResultMultiWrapper(results, { queryType, slowQuery });
-        return res(resultMulti);
+        await res(resultMulti);
       } else {
         // We prepare the full final json result on native side
-        return res(results[0]);
+        await res(results[0]);
       }
     } catch (e: any) {
       this.handleError({
         e, context, query, res, requestStarted
       });
-
-      return null;
     }
   }
 
@@ -1934,7 +1932,7 @@ class ApiGateway {
           }];
         }
 
-        return res(request.streaming ? results[0] : { results });
+        await res(request.streaming ? results[0] : { results });
       } else {
         results = await Promise.all(
           normalizedQueries.map(async (normalizedQuery, index) => {
@@ -1968,19 +1966,17 @@ class ApiGateway {
         );
 
         if (request.streaming) {
-          return res(results[0]);
+          await res(results[0]);
         } else {
           // We prepare the final json result on native side
           const resultArray = new ResultArrayWrapper(results);
-          return res(resultArray);
+          await res(resultArray);
         }
       }
     } catch (e: any) {
       this.handleError({
         e, context, query, res, requestStarted
       });
-
-      return null;
     }
   }
 

From d330d7f16499e26889152d088bbfa6f682a23778 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 13 Jan 2025 15:02:35 +0200
Subject: [PATCH 122/128] remove cubeorchestrator dependency from cubesql

---
 packages/cubejs-backend-native/Cargo.lock     |   1 -
 rust/cubenativeutils/Cargo.lock               |  56 +--------
 rust/cubesql/Cargo.lock                       | 119 +-----------------
 rust/cubesql/cubeclient/Cargo.toml            |   1 -
 .../cubeclient/src/models/v1_load_result.rs   |  32 -----
 rust/cubesqlplanner/Cargo.lock                |  60 +--------
 6 files changed, 13 insertions(+), 256 deletions(-)

diff --git a/packages/cubejs-backend-native/Cargo.lock b/packages/cubejs-backend-native/Cargo.lock
index 0a3b208a6d86b..65113ac0e7061 100644
--- a/packages/cubejs-backend-native/Cargo.lock
+++ b/packages/cubejs-backend-native/Cargo.lock
@@ -718,7 +718,6 @@ version = "0.1.0"
 dependencies = [
  "anyhow",
  "async-trait",
- "cubeorchestrator",
  "log",
  "reqwest",
  "reqwest-middleware",
diff --git a/rust/cubenativeutils/Cargo.lock b/rust/cubenativeutils/Cargo.lock
index 3375af83939d8..59b5872a1fd3c 100644
--- a/rust/cubenativeutils/Cargo.lock
+++ b/rust/cubenativeutils/Cargo.lock
@@ -118,7 +118,7 @@ dependencies = [
  "chrono",
  "comfy-table 5.0.1",
  "csv",
- "flatbuffers 2.1.2",
+ "flatbuffers",
  "half",
  "hex",
  "indexmap 1.9.3",
@@ -440,7 +440,6 @@ dependencies = [
  "iana-time-zone",
  "js-sys",
  "num-traits",
- "serde",
  "wasm-bindgen",
  "windows-targets 0.52.6",
 ]
@@ -644,7 +643,6 @@ version = "0.1.0"
 dependencies = [
  "anyhow",
  "async-trait",
- "cubeorchestrator",
  "log",
  "reqwest",
  "reqwest-middleware",
@@ -675,26 +673,6 @@ dependencies = [
  "uuid 0.8.2",
 ]
 
-[[package]]
-name = "cubeorchestrator"
-version = "0.1.0"
-dependencies = [
- "anyhow",
- "chrono",
- "cubeshared",
- "itertools 0.13.0",
- "neon",
- "serde",
- "serde_json",
-]
-
-[[package]]
-name = "cubeshared"
-version = "0.1.0"
-dependencies = [
- "flatbuffers 23.5.26",
-]
-
 [[package]]
 name = "cubesql"
 version = "0.28.0"
@@ -721,7 +699,7 @@ dependencies = [
  "futures-util",
  "hashbrown 0.14.5",
  "indexmap 1.9.3",
- "itertools 0.10.5",
+ "itertools",
  "log",
  "lru",
  "minijinja",
@@ -762,7 +740,7 @@ dependencies = [
  "datafusion-physical-expr",
  "futures",
  "hashbrown 0.12.3",
- "itertools 0.10.5",
+ "itertools",
  "lazy_static",
  "log",
  "num_cpus",
@@ -959,16 +937,6 @@ dependencies = [
  "thiserror",
 ]
 
-[[package]]
-name = "flatbuffers"
-version = "23.5.26"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4dac53e22462d78c16d64a1cd22371b54cc3fe94aa15e7886a2fa6e5d1ab8640"
-dependencies = [
- "bitflags 1.3.2",
- "rustc_version",
-]
-
 [[package]]
 name = "flate2"
 version = "1.0.30"
@@ -1452,15 +1420,6 @@ dependencies = [
  "either",
 ]
 
-[[package]]
-name = "itertools"
-version = "0.13.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "413ee7dfc52ee1a4949ceeb7dbc8a33f2d6c088194d9f922fb8318faf1f01186"
-dependencies = [
- "either",
-]
-
 [[package]]
 name = "itoa"
 version = "1.0.11"
@@ -2508,15 +2467,6 @@ version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08d43f7aa6b08d49f382cde6a7982047c3426db949b1424bc4b7ec9ae12c6ce2"
 
-[[package]]
-name = "rustc_version"
-version = "0.4.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92"
-dependencies = [
- "semver",
-]
-
 [[package]]
 name = "rustix"
 version = "0.38.34"
diff --git a/rust/cubesql/Cargo.lock b/rust/cubesql/Cargo.lock
index 793a6b6345c92..51c26fde43a59 100644
--- a/rust/cubesql/Cargo.lock
+++ b/rust/cubesql/Cargo.lock
@@ -133,7 +133,7 @@ dependencies = [
  "chrono",
  "comfy-table 5.0.1",
  "csv",
- "flatbuffers 2.1.2",
+ "flatbuffers",
  "half",
  "hex",
  "indexmap 1.9.3",
@@ -412,7 +412,6 @@ dependencies = [
  "iana-time-zone",
  "js-sys",
  "num-traits",
- "serde",
  "wasm-bindgen",
  "windows-targets 0.48.1",
 ]
@@ -586,7 +585,7 @@ dependencies = [
  "ciborium",
  "clap",
  "criterion-plot",
- "itertools 0.10.3",
+ "itertools",
  "lazy_static",
  "num-traits",
  "oorandom",
@@ -607,7 +606,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6b50826342786a51a89e2da3a28f1c32b06e387201bc2d19791f622c673706b1"
 dependencies = [
  "cast",
- "itertools 0.10.3",
+ "itertools",
 ]
 
 [[package]]
@@ -736,7 +735,6 @@ version = "0.1.0"
 dependencies = [
  "anyhow",
  "async-trait",
- "cubeorchestrator",
  "log",
  "reqwest",
  "reqwest-middleware",
@@ -749,26 +747,6 @@ dependencies = [
  "wiremock",
 ]
 
-[[package]]
-name = "cubeorchestrator"
-version = "0.1.0"
-dependencies = [
- "anyhow",
- "chrono",
- "cubeshared",
- "itertools 0.13.0",
- "neon",
- "serde",
- "serde_json",
-]
-
-[[package]]
-name = "cubeshared"
-version = "0.1.0"
-dependencies = [
- "flatbuffers 23.5.26",
-]
-
 [[package]]
 name = "cubesql"
 version = "0.28.0"
@@ -797,7 +775,7 @@ dependencies = [
  "hashbrown 0.14.3",
  "indexmap 1.9.3",
  "insta",
- "itertools 0.10.3",
+ "itertools",
  "log",
  "lru",
  "minijinja",
@@ -886,7 +864,7 @@ dependencies = [
  "datafusion-physical-expr",
  "futures",
  "hashbrown 0.12.1",
- "itertools 0.10.3",
+ "itertools",
  "lazy_static",
  "log",
  "num_cpus",
@@ -1085,16 +1063,6 @@ dependencies = [
  "thiserror",
 ]
 
-[[package]]
-name = "flatbuffers"
-version = "23.5.26"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4dac53e22462d78c16d64a1cd22371b54cc3fe94aa15e7886a2fa6e5d1ab8640"
-dependencies = [
- "bitflags 1.3.2",
- "rustc_version",
-]
-
 [[package]]
 name = "flate2"
 version = "1.0.22"
@@ -1592,15 +1560,6 @@ dependencies = [
  "either",
 ]
 
-[[package]]
-name = "itertools"
-version = "0.13.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "413ee7dfc52ee1a4949ceeb7dbc8a33f2d6c088194d9f922fb8318faf1f01186"
-dependencies = [
- "either",
-]
-
 [[package]]
 name = "itoa"
 version = "0.4.8"
@@ -1707,16 +1666,6 @@ version = "0.2.151"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "302d7ab3130588088d277783b1e2d2e10c9e9e4a16dd9050e6ec93fb3e7048f4"
 
-[[package]]
-name = "libloading"
-version = "0.8.6"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fc2f4eb4bc735547cfed7c0a4922cbd04a4655978c09b54f1f7b228750664c34"
-dependencies = [
- "cfg-if 1.0.0",
- "windows-targets 0.52.6",
-]
-
 [[package]]
 name = "libm"
 version = "0.2.8"
@@ -1909,32 +1858,6 @@ dependencies = [
  "syn 1.0.90",
 ]
 
-[[package]]
-name = "neon"
-version = "1.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d75440242411c87dc39847b0e33e961ec1f10326a9d8ecf9c1ea64a3b3c13dc"
-dependencies = [
- "libloading",
- "neon-macros",
- "once_cell",
- "semver",
- "send_wrapper",
- "smallvec",
- "tokio",
-]
-
-[[package]]
-name = "neon-macros"
-version = "1.0.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c6813fde79b646e47e7ad75f480aa80ef76a5d9599e2717407961531169ee38b"
-dependencies = [
- "quote",
- "syn 2.0.87",
- "syn-mid",
-]
-
 [[package]]
 name = "normalize-line-endings"
 version = "0.3.0"
@@ -2701,15 +2624,6 @@ version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08d43f7aa6b08d49f382cde6a7982047c3426db949b1424bc4b7ec9ae12c6ce2"
 
-[[package]]
-name = "rustc_version"
-version = "0.4.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92"
-dependencies = [
- "semver",
-]
-
 [[package]]
 name = "rustls"
 version = "0.23.11"
@@ -2796,18 +2710,6 @@ version = "1.0.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "58bf37232d3bb9a2c4e641ca2a11d83b5062066f88df7fed36c28772046d65ba"
 
-[[package]]
-name = "semver"
-version = "1.0.24"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3cb6eb87a131f756572d7fb904f6e7b68633f09cca868c5df1c4b8d1a694bbba"
-
-[[package]]
-name = "send_wrapper"
-version = "0.6.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd0b0ec5f1c1ca621c432a25813d8d60c88abe6d3e08a3eb9cf37d97a0fe3d73"
-
 [[package]]
 name = "serde"
 version = "1.0.217"
@@ -3078,17 +2980,6 @@ dependencies = [
  "unicode-ident",
 ]
 
-[[package]]
-name = "syn-mid"
-version = "0.6.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b5dc35bb08dd1ca3dfb09dce91fd2d13294d6711c88897d9a9d60acf39bce049"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.87",
-]
-
 [[package]]
 name = "sync_wrapper"
 version = "1.0.1"
diff --git a/rust/cubesql/cubeclient/Cargo.toml b/rust/cubesql/cubeclient/Cargo.toml
index 6f57b1a5050e6..1e7797cd9bf98 100644
--- a/rust/cubesql/cubeclient/Cargo.toml
+++ b/rust/cubesql/cubeclient/Cargo.toml
@@ -19,7 +19,6 @@ async-trait = "0.1.51"
 tokio = { version = "1.6", features = ["time"] }
 uuid = { version = "1", features = ["v4"] }
 log = "0.4"
-cubeorchestrator = { path = "../../cubeorchestrator" }
 
 [dependencies.reqwest]
 version = "0.12.5"
diff --git a/rust/cubesql/cubeclient/src/models/v1_load_result.rs b/rust/cubesql/cubeclient/src/models/v1_load_result.rs
index 67867689800d9..7b50ab1633e59 100644
--- a/rust/cubesql/cubeclient/src/models/v1_load_result.rs
+++ b/rust/cubesql/cubeclient/src/models/v1_load_result.rs
@@ -7,8 +7,6 @@
  *
  * Generated by: https://openapi-generator.tech
  */
-use cubeorchestrator::query_result_transform::TransformedData;
-
 #[derive(Clone, Debug, PartialEq, Default, Serialize, Deserialize)]
 pub struct V1LoadResult {
     #[serde(rename = "dataSource", skip_serializing_if = "Option::is_none")]
@@ -34,33 +32,3 @@ impl V1LoadResult {
         }
     }
 }
-
-impl From<TransformedData> for V1LoadResult {
-    fn from(d: TransformedData) -> Self {
-        let data = match d {
-            TransformedData::Compact {
-                members: _members,
-                dataset: _dataset,
-            } => {
-                // TODO V1LoadResult expects only Vanilla results?
-                vec![]
-            }
-            TransformedData::Vanilla(v) => v
-                .iter()
-                .map(|item| serde_json::to_value(item).unwrap_or(serde_json::Value::Null))
-                .collect(),
-        };
-        let annotation = crate::models::V1LoadResultAnnotation {
-            measures: serde_json::Value::Null,
-            dimensions: serde_json::Value::Null,
-            segments: serde_json::Value::Null,
-            time_dimensions: serde_json::Value::Null,
-        };
-        V1LoadResult {
-            data_source: None,
-            annotation: Box::new(annotation),
-            data,
-            refresh_key_values: None,
-        }
-    }
-}
diff --git a/rust/cubesqlplanner/Cargo.lock b/rust/cubesqlplanner/Cargo.lock
index 1712cc95c7815..c2732a97cef95 100644
--- a/rust/cubesqlplanner/Cargo.lock
+++ b/rust/cubesqlplanner/Cargo.lock
@@ -128,7 +128,7 @@ dependencies = [
  "chrono",
  "comfy-table 5.0.1",
  "csv",
- "flatbuffers 2.1.2",
+ "flatbuffers",
  "half",
  "hex",
  "indexmap 1.9.3",
@@ -450,7 +450,6 @@ dependencies = [
  "iana-time-zone",
  "js-sys",
  "num-traits",
- "serde",
  "wasm-bindgen",
  "windows-targets 0.52.6",
 ]
@@ -676,7 +675,6 @@ version = "0.1.0"
 dependencies = [
  "anyhow",
  "async-trait",
- "cubeorchestrator",
  "log",
  "reqwest",
  "reqwest-middleware",
@@ -707,26 +705,6 @@ dependencies = [
  "uuid 0.8.2",
 ]
 
-[[package]]
-name = "cubeorchestrator"
-version = "0.1.0"
-dependencies = [
- "anyhow",
- "chrono",
- "cubeshared",
- "itertools 0.13.0",
- "neon",
- "serde",
- "serde_json",
-]
-
-[[package]]
-name = "cubeshared"
-version = "0.1.0"
-dependencies = [
- "flatbuffers 23.5.26",
-]
-
 [[package]]
 name = "cubesql"
 version = "0.28.0"
@@ -753,7 +731,7 @@ dependencies = [
  "futures-util",
  "hashbrown 0.14.5",
  "indexmap 1.9.3",
- "itertools 0.10.5",
+ "itertools",
  "log",
  "lru",
  "minijinja",
@@ -790,7 +768,7 @@ dependencies = [
  "cubeclient",
  "cubenativeutils",
  "datafusion",
- "itertools 0.10.5",
+ "itertools",
  "lazy_static",
  "minijinja",
  "nativebridge",
@@ -816,7 +794,7 @@ dependencies = [
  "datafusion-physical-expr",
  "futures",
  "hashbrown 0.12.3",
- "itertools 0.10.5",
+ "itertools",
  "lazy_static",
  "log",
  "num_cpus",
@@ -1013,16 +991,6 @@ dependencies = [
  "thiserror",
 ]
 
-[[package]]
-name = "flatbuffers"
-version = "23.5.26"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4dac53e22462d78c16d64a1cd22371b54cc3fe94aa15e7886a2fa6e5d1ab8640"
-dependencies = [
- "bitflags 1.3.2",
- "rustc_version",
-]
-
 [[package]]
 name = "flate2"
 version = "1.0.30"
@@ -1506,15 +1474,6 @@ dependencies = [
  "either",
 ]
 
-[[package]]
-name = "itertools"
-version = "0.13.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "413ee7dfc52ee1a4949ceeb7dbc8a33f2d6c088194d9f922fb8318faf1f01186"
-dependencies = [
- "either",
-]
-
 [[package]]
 name = "itoa"
 version = "1.0.11"
@@ -1806,7 +1765,7 @@ dependencies = [
  "Inflector",
  "async-trait",
  "byteorder",
- "itertools 0.10.5",
+ "itertools",
  "proc-macro2",
  "quote",
  "syn 1.0.109",
@@ -2575,15 +2534,6 @@ version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "08d43f7aa6b08d49f382cde6a7982047c3426db949b1424bc4b7ec9ae12c6ce2"
 
-[[package]]
-name = "rustc_version"
-version = "0.4.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92"
-dependencies = [
- "semver",
-]
-
 [[package]]
 name = "rustix"
 version = "0.38.34"

From 5f40798413a077cd783b42336ad6fea46c69120b Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Mon, 13 Jan 2025 22:40:16 +0200
Subject: [PATCH 123/128] =?UTF-8?q?rewrite=20all=20load=20api=20calls=20to?=
 =?UTF-8?q?=C2=A0return=20RecordBatch?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../cubejs-backend-native/src/orchestrator.rs |  79 ++++++++++-
 .../cubejs-backend-native/src/transport.rs    |  35 +++--
 .../cubesql/src/compile/engine/df/scan.rs     | 134 ++++++++++--------
 rust/cubesql/cubesql/src/compile/test/mod.rs  |  19 ++-
 rust/cubesql/cubesql/src/transport/service.rs |  16 +--
 5 files changed, 188 insertions(+), 95 deletions(-)

diff --git a/packages/cubejs-backend-native/src/orchestrator.rs b/packages/cubejs-backend-native/src/orchestrator.rs
index cc5e06b2f48d4..f7c569219f89d 100644
--- a/packages/cubejs-backend-native/src/orchestrator.rs
+++ b/packages/cubejs-backend-native/src/orchestrator.rs
@@ -2,9 +2,10 @@ use crate::node_obj_deserializer::JsValueDeserializer;
 use crate::transport::MapCubeErrExt;
 use cubeorchestrator::query_message_parser::QueryResult;
 use cubeorchestrator::query_result_transform::{
-    RequestResultData, RequestResultDataMulti, TransformedData,
+    DBResponsePrimitive, RequestResultData, RequestResultDataMulti, TransformedData,
 };
 use cubeorchestrator::transport::{JsRawData, TransformDataRequest};
+use cubesql::compile::engine::df::scan::{FieldValue, ValueObject};
 use cubesql::CubeError;
 use neon::context::{Context, FunctionContext, ModuleContext};
 use neon::handle::Handle;
@@ -15,6 +16,7 @@ use neon::prelude::{
 };
 use neon::types::buffer::TypedArray;
 use serde::Deserialize;
+use std::borrow::Cow;
 use std::sync::Arc;
 
 pub fn register_module(cx: &mut ModuleContext) -> NeonResult<()> {
@@ -39,6 +41,7 @@ pub fn register_module(cx: &mut ModuleContext) -> NeonResult<()> {
 pub struct ResultWrapper {
     transform_data: TransformDataRequest,
     data: Arc<QueryResult>,
+    transformed_data: Option<TransformedData>,
 }
 
 impl ResultWrapper {
@@ -115,14 +118,80 @@ impl ResultWrapper {
         Ok(Self {
             transform_data: transform_request,
             data: query_result,
+            transformed_data: None,
         })
     }
 
-    pub fn transform_result(&self) -> Result<TransformedData, CubeError> {
-        let transformed = TransformedData::transform(&self.transform_data, &self.data)
-            .map_cube_err("Can't prepare transformed data")?;
+    pub fn transform_result(&mut self) -> Result<(), CubeError> {
+        self.transformed_data = Some(
+            TransformedData::transform(&self.transform_data, &self.data)
+                .map_cube_err("Can't prepare transformed data")?,
+        );
 
-        Ok(transformed)
+        Ok(())
+    }
+}
+
+impl ValueObject for ResultWrapper {
+    fn len(&mut self) -> Result<usize, CubeError> {
+        if self.transformed_data.is_none() {
+            self.transform_result()?;
+        }
+
+        let data = self.transformed_data.as_ref().unwrap();
+
+        match data {
+            TransformedData::Compact {
+                members: _members,
+                dataset,
+            } => Ok(dataset.len()),
+            TransformedData::Vanilla(dataset) => Ok(dataset.len()),
+        }
+    }
+
+    fn get(&mut self, index: usize, field_name: &str) -> Result<FieldValue, CubeError> {
+        if self.transformed_data.is_none() {
+            self.transform_result()?;
+        }
+
+        let data = self.transformed_data.as_ref().unwrap();
+
+        let value = match data {
+            TransformedData::Compact { members, dataset } => {
+                let Some(row) = dataset.get(index) else {
+                    return Err(CubeError::user(format!(
+                        "Unexpected response from Cube, can't get {} row",
+                        index
+                    )));
+                };
+
+                let Some(member_index) = members.iter().position(|m| m == field_name) else {
+                    return Err(CubeError::user(format!(
+                        "Field name '{}' not found in members",
+                        field_name
+                    )));
+                };
+
+                row.get(member_index).unwrap_or(&DBResponsePrimitive::Null)
+            }
+            TransformedData::Vanilla(dataset) => {
+                let Some(row) = dataset.get(index) else {
+                    return Err(CubeError::user(format!(
+                        "Unexpected response from Cube, can't get {} row",
+                        index
+                    )));
+                };
+
+                row.get(field_name).unwrap_or(&DBResponsePrimitive::Null)
+            }
+        };
+
+        Ok(match value {
+            DBResponsePrimitive::String(s) => FieldValue::String(Cow::Borrowed(s)),
+            DBResponsePrimitive::Number(n) => FieldValue::Number(*n),
+            DBResponsePrimitive::Boolean(b) => FieldValue::Bool(*b),
+            DBResponsePrimitive::Null => FieldValue::Null,
+        })
     }
 }
 
diff --git a/packages/cubejs-backend-native/src/transport.rs b/packages/cubejs-backend-native/src/transport.rs
index 3dd4d46e61a35..a54aa3f46bda3 100644
--- a/packages/cubejs-backend-native/src/transport.rs
+++ b/packages/cubejs-backend-native/src/transport.rs
@@ -12,7 +12,9 @@ use crate::{
     stream::call_js_with_stream_as_callback,
 };
 use async_trait::async_trait;
-use cubesql::compile::engine::df::scan::{MemberField, SchemaRef};
+use cubesql::compile::engine::df::scan::{
+    convert_transport_response, transform_response, MemberField, RecordBatch, SchemaRef,
+};
 use cubesql::compile::engine::df::wrapper::SqlQuery;
 use cubesql::transport::{
     SpanId, SqlGenerator, SqlResponse, TransportLoadRequestQuery, TransportLoadResponse,
@@ -334,9 +336,9 @@ impl TransportService for NodeBridgeTransport {
         sql_query: Option<SqlQuery>,
         ctx: AuthContextRef,
         meta: LoadRequestMeta,
-        _schema: SchemaRef,
-        // ) -> Result<Vec<RecordBatch>, CubeError> {
-    ) -> Result<TransportLoadResponse, CubeError> {
+        schema: SchemaRef,
+        member_fields: Vec<MemberField>,
+    ) -> Result<Vec<RecordBatch>, CubeError> {
         trace!("[transport] Request ->");
 
         let native_auth = ctx
@@ -461,20 +463,23 @@ impl TransportService for NodeBridgeTransport {
                         }
                     };
 
-                    break serde_json::from_value::<TransportLoadResponse>(response)
+                    let response = match serde_json::from_value::<TransportLoadResponse>(response) {
+                        Ok(v) => v,
+                        Err(err) => {
+                            return Err(CubeError::user(err.to_string()));
+                        }
+                    };
+
+                    break convert_transport_response(response, schema.clone(), member_fields)
                         .map_err(|err| CubeError::user(err.to_string()));
                 }
                 ValueFromJs::ResultWrapper(result_wrappers) => {
-                    let response = TransportLoadResponse {
-                        pivot_query: None,
-                        slow_query: None,
-                        query_type: None,
-                        results: result_wrappers
-                            .into_iter()
-                            .map(|v| v.transform_result().unwrap().into())
-                            .collect(),
-                    };
-                    break Ok(response);
+                    break result_wrappers
+                        .into_iter()
+                        .map(|mut wrapper| {
+                            transform_response(&mut wrapper, schema.clone(), &member_fields)
+                        })
+                        .collect::<Result<Vec<_>, _>>();
                 }
             }
         }
diff --git a/rust/cubesql/cubesql/src/compile/engine/df/scan.rs b/rust/cubesql/cubesql/src/compile/engine/df/scan.rs
index 2f798b2574068..8ba818e7ea0bc 100644
--- a/rust/cubesql/cubesql/src/compile/engine/df/scan.rs
+++ b/rust/cubesql/cubesql/src/compile/engine/df/scan.rs
@@ -1,5 +1,5 @@
 use async_trait::async_trait;
-use cubeclient::models::{V1LoadRequestQuery, V1LoadResult, V1LoadResultAnnotation};
+use cubeclient::models::{V1LoadRequestQuery, V1LoadResponse};
 pub use datafusion::{
     arrow::{
         array::{
@@ -52,7 +52,7 @@ use datafusion::{
     logical_plan::JoinType,
     scalar::ScalarValue,
 };
-use serde_json::{json, Value};
+use serde_json::Value;
 
 #[derive(Debug, Clone, Eq, PartialEq)]
 pub enum MemberField {
@@ -655,28 +655,22 @@ impl ExecutionPlan for CubeScanExecutionPlan {
             )));
         }
 
-        let mut response = JsonValueObject::new(
-            load_data(
-                self.span_id.clone(),
-                request,
-                self.auth_context.clone(),
-                self.transport.clone(),
-                meta.clone(),
-                self.schema.clone(),
-                self.options.clone(),
-                self.wrapped_sql.clone(),
-            )
-            .await?
-            .data,
-        );
-        one_shot_stream.data = Some(
-            transform_response(
-                &mut response,
-                one_shot_stream.schema.clone(),
-                &one_shot_stream.member_fields,
-            )
-            .map_err(|e| DataFusionError::Execution(e.message.to_string()))?,
-        );
+        let response = load_data(
+            self.span_id.clone(),
+            request,
+            self.auth_context.clone(),
+            self.transport.clone(),
+            meta.clone(),
+            self.schema.clone(),
+            self.member_fields.clone(),
+            self.options.clone(),
+            self.wrapped_sql.clone(),
+        )
+        .await?;
+
+        // For now execute method executes only one query at a time, so we
+        // take the first result
+        one_shot_stream.data = Some(response.first().unwrap().clone());
 
         Ok(Box::pin(CubeScanStreamRouter::new(
             None,
@@ -846,9 +840,10 @@ async fn load_data(
     transport: Arc<dyn TransportService>,
     meta: LoadRequestMeta,
     schema: SchemaRef,
+    member_fields: Vec<MemberField>,
     options: CubeScanOptions,
     sql_query: Option<SqlQuery>,
-) -> ArrowResult<V1LoadResult> {
+) -> ArrowResult<Vec<RecordBatch>> {
     let no_members_query = request.measures.as_ref().map(|v| v.len()).unwrap_or(0) == 0
         && request.dimensions.as_ref().map(|v| v.len()).unwrap_or(0) == 0
         && request
@@ -866,22 +861,27 @@ async fn load_data(
             data.push(serde_json::Value::Null)
         }
 
-        V1LoadResult::new(
-            V1LoadResultAnnotation {
-                measures: json!(Vec::<serde_json::Value>::new()),
-                dimensions: json!(Vec::<serde_json::Value>::new()),
-                segments: json!(Vec::<serde_json::Value>::new()),
-                time_dimensions: json!(Vec::<serde_json::Value>::new()),
-            },
-            data,
-        )
+        let mut response = JsonValueObject::new(data);
+        let rec = transform_response(&mut response, schema.clone(), &member_fields)
+            .map_err(|e| DataFusionError::Execution(e.message.to_string()))?;
+
+        rec
     } else {
         let result = transport
-            .load(span_id, request, sql_query, auth_context, meta, schema)
-            .await;
-        let mut response = result.map_err(|err| ArrowError::ComputeError(err.to_string()))?;
-        if let Some(data) = response.results.pop() {
-            match (options.max_records, data.data.len()) {
+            .load(
+                span_id,
+                request,
+                sql_query,
+                auth_context,
+                meta,
+                schema,
+                member_fields,
+            )
+            .await
+            .map_err(|err| ArrowError::ComputeError(err.to_string()))?;
+        let response = result.first();
+        if let Some(data) = response.cloned() {
+            match (options.max_records, data.num_rows()) {
                 (Some(max_records), len) if len >= max_records => {
                     return Err(ArrowError::ComputeError(format!("One of the Cube queries exceeded the maximum row limit ({}). JOIN/UNION is not possible as it will produce incorrect results. Try filtering the results more precisely or moving post-processing functions to an outer query.", max_records)));
                 }
@@ -896,7 +896,7 @@ async fn load_data(
         }
     };
 
-    Ok(result)
+    Ok(vec![result])
 }
 
 fn load_to_stream_sync(one_shot_stream: &mut CubeScanOneShotStream) -> Result<()> {
@@ -906,6 +906,7 @@ fn load_to_stream_sync(one_shot_stream: &mut CubeScanOneShotStream) -> Result<()
     let transport = one_shot_stream.transport.clone();
     let meta = one_shot_stream.meta.clone();
     let schema = one_shot_stream.schema.clone();
+    let member_fields = one_shot_stream.member_fields.clone();
     let options = one_shot_stream.options.clone();
     let wrapped_sql = one_shot_stream.wrapped_sql.clone();
 
@@ -918,22 +919,16 @@ fn load_to_stream_sync(one_shot_stream: &mut CubeScanOneShotStream) -> Result<()
             transport,
             meta,
             schema,
+            member_fields,
             options,
             wrapped_sql,
         ))
     })
     .join()
-    .map_err(|_| DataFusionError::Execution(format!("Can't load to stream")))?;
-
-    let mut response = JsonValueObject::new(res.unwrap().data);
-    one_shot_stream.data = Some(
-        transform_response(
-            &mut response,
-            one_shot_stream.schema.clone(),
-            &one_shot_stream.member_fields,
-        )
-        .map_err(|e| DataFusionError::Execution(e.message.to_string()))?,
-    );
+    .map_err(|_| DataFusionError::Execution(format!("Can't load to stream")))??;
+
+    let response = res.first();
+    one_shot_stream.data = Some(response.cloned().unwrap());
 
     Ok(())
 }
@@ -1339,6 +1334,21 @@ pub fn transform_response<V: ValueObject>(
     Ok(RecordBatch::try_new(schema.clone(), columns)?)
 }
 
+pub fn convert_transport_response(
+    response: V1LoadResponse,
+    schema: SchemaRef,
+    member_fields: Vec<MemberField>,
+) -> std::result::Result<Vec<RecordBatch>, CubeError> {
+    response
+        .results
+        .into_iter()
+        .map(|r| {
+            let mut response = JsonValueObject::new(r.data.clone());
+            transform_response(&mut response, schema.clone(), &member_fields)
+        })
+        .collect::<std::result::Result<Vec<RecordBatch>, CubeError>>()
+}
+
 #[cfg(test)]
 mod tests {
     use super::*;
@@ -1402,10 +1412,12 @@ mod tests {
                 _sql_query: Option<SqlQuery>,
                 _ctx: AuthContextRef,
                 _meta_fields: LoadRequestMeta,
-                _schema: SchemaRef,
-            ) -> Result<V1LoadResponse, CubeError> {
+                schema: SchemaRef,
+                member_fields: Vec<MemberField>,
+            ) -> Result<Vec<RecordBatch>, CubeError> {
                 let response = r#"
-                    {
+                {
+                    "results": [{
                         "annotation": {
                             "measures": [],
                             "dimensions": [],
@@ -1419,17 +1431,13 @@ mod tests {
                             {"KibanaSampleDataEcommerce.count": null, "KibanaSampleDataEcommerce.maxPrice": null, "KibanaSampleDataEcommerce.isBool": "true", "KibanaSampleDataEcommerce.orderDate": "9999-12-31 00:00:00.000", "KibanaSampleDataEcommerce.city": "City 4"},
                             {"KibanaSampleDataEcommerce.count": null, "KibanaSampleDataEcommerce.maxPrice": null, "KibanaSampleDataEcommerce.isBool": "false", "KibanaSampleDataEcommerce.orderDate": null, "KibanaSampleDataEcommerce.city": null}
                         ]
-                    }
+                    }]
+                }
                 "#;
 
-                let result: V1LoadResult = serde_json::from_str(response).unwrap();
-
-                Ok(V1LoadResponse {
-                    pivot_query: None,
-                    slow_query: None,
-                    query_type: None,
-                    results: vec![result],
-                })
+                let result: V1LoadResponse = serde_json::from_str(response).unwrap();
+                convert_transport_response(result, schema.clone(), member_fields)
+                    .map_err(|err| CubeError::user(err.to_string()))
             }
 
             async fn load_stream(
diff --git a/rust/cubesql/cubesql/src/compile/test/mod.rs b/rust/cubesql/cubesql/src/compile/test/mod.rs
index ea86552e15e3c..d264b36e46426 100644
--- a/rust/cubesql/cubesql/src/compile/test/mod.rs
+++ b/rust/cubesql/cubesql/src/compile/test/mod.rs
@@ -42,6 +42,9 @@ pub mod test_user_change;
 #[cfg(test)]
 pub mod test_wrapper;
 pub mod utils;
+use crate::compile::{
+    arrow::record_batch::RecordBatch, engine::df::scan::convert_transport_response,
+};
 pub use utils::*;
 
 pub fn get_test_meta() -> Vec<CubeMeta> {
@@ -801,8 +804,9 @@ impl TransportService for TestConnectionTransport {
         sql_query: Option<SqlQuery>,
         ctx: AuthContextRef,
         meta: LoadRequestMeta,
-        _schema: SchemaRef,
-    ) -> Result<TransportLoadResponse, CubeError> {
+        schema: SchemaRef,
+        member_fields: Vec<MemberField>,
+    ) -> Result<Vec<RecordBatch>, CubeError> {
         {
             let mut calls = self.load_calls.lock().await;
             calls.push(TestTransportLoadCall {
@@ -820,12 +824,19 @@ impl TransportService for TestConnectionTransport {
         }
 
         let mocks = self.load_mocks.lock().await;
-        let Some((_req, res)) = mocks.iter().find(|(req, _res)| req == &query) else {
+        let Some(res) = mocks
+            .iter()
+            .find(|(req, _res)| req == &query)
+            .map(|(_req, res)| {
+                convert_transport_response(res.clone(), schema.clone(), member_fields)
+            })
+        else {
             return Err(CubeError::internal(format!(
                 "Unexpected query in test transport: {query:?}"
             )));
         };
-        Ok(res.clone())
+
+        res
     }
 
     async fn load_stream(
diff --git a/rust/cubesql/cubesql/src/transport/service.rs b/rust/cubesql/cubesql/src/transport/service.rs
index 91ac24f50d32d..85d9d270910f9 100644
--- a/rust/cubesql/cubesql/src/transport/service.rs
+++ b/rust/cubesql/cubesql/src/transport/service.rs
@@ -28,15 +28,13 @@ use uuid::Uuid;
 use crate::{
     compile::{
         engine::df::{
-            scan::MemberField,
+            scan::{convert_transport_response, MemberField},
             wrapper::{GroupingSetDesc, GroupingSetType, SqlQuery},
         },
         rewrite::LikeType,
     },
     sql::{AuthContextRef, HttpAuthContext},
-    transport::{
-        MetaContext, TransportLoadRequest, TransportLoadRequestQuery, TransportLoadResponse,
-    },
+    transport::{MetaContext, TransportLoadRequest, TransportLoadRequestQuery},
     CubeError, RWLockAsync,
 };
 
@@ -143,7 +141,8 @@ pub trait TransportService: Send + Sync + Debug {
         ctx: AuthContextRef,
         meta_fields: LoadRequestMeta,
         schema: SchemaRef,
-    ) -> Result<TransportLoadResponse, CubeError>;
+        member_fields: Vec<MemberField>,
+    ) -> Result<Vec<RecordBatch>, CubeError>;
 
     async fn load_stream(
         &self,
@@ -281,8 +280,9 @@ impl TransportService for HttpTransport {
         _sql_query: Option<SqlQuery>,
         ctx: AuthContextRef,
         meta: LoadRequestMeta,
-        _schema: SchemaRef,
-    ) -> Result<TransportLoadResponse, CubeError> {
+        schema: SchemaRef,
+        member_fields: Vec<MemberField>,
+    ) -> Result<Vec<RecordBatch>, CubeError> {
         if meta.change_user().is_some() {
             return Err(CubeError::internal(
                 "Changing security context (__user) is not supported in the standalone mode"
@@ -298,7 +298,7 @@ impl TransportService for HttpTransport {
         let response =
             cube_api::load_v1(&self.get_client_config_for_ctx(ctx), Some(request)).await?;
 
-        Ok(response)
+        convert_transport_response(response, schema, member_fields)
     }
 
     async fn load_stream(

From 1a3680c5a4aa4ef377f57ad8245a469c1a87e043 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 14 Jan 2025 00:29:22 +0200
Subject: [PATCH 124/128] fix @cubejs-backend/native version ref after rebase

---
 packages/cubejs-cubestore-driver/package.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/cubejs-cubestore-driver/package.json b/packages/cubejs-cubestore-driver/package.json
index b4c12f857b4e3..a9aed9c8e15f5 100644
--- a/packages/cubejs-cubestore-driver/package.json
+++ b/packages/cubejs-cubestore-driver/package.json
@@ -29,7 +29,7 @@
     "@cubejs-backend/base-driver": "1.1.12",
     "@cubejs-backend/cubestore": "1.1.12",
     "@cubejs-backend/shared": "1.1.12",
-    "@cubejs-backend/native": "1.1.14",
+    "@cubejs-backend/native": "1.1.15",
     "csv-write-stream": "^2.0.0",
     "flatbuffers": "23.3.3",
     "fs-extra": "^9.1.0",

From 26f0889d4e58762e2453a63d37013889a2b04826 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 14 Jan 2025 11:37:48 +0200
Subject: [PATCH 125/128] set prototype of ResultWrapper proxy to class
 prototype

---
 packages/cubejs-backend-native/js/ResultWrapper.ts | 1 +
 1 file changed, 1 insertion(+)

diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index 7adfb7f7f5163..cbf7b026dd462 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -112,6 +112,7 @@ export class ResultWrapper extends BaseWrapper implements DataResult {
         return [...Object.keys(target), ...Object.keys(array), 'length', 'isNative'];
       }
     });
+    Object.setPrototypeOf(this.proxy, ResultWrapper.prototype);
 
     return this.proxy;
   }

From 96e19ba36426451414bb6fc1dc9de1f548042c5e Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 14 Jan 2025 13:11:36 +0200
Subject: [PATCH 126/128] fix linter warnings

---
 packages/cubejs-backend-native/js/ResultWrapper.ts        | 2 +-
 packages/cubejs-backend-native/src/orchestrator.rs        | 6 ------
 packages/cubejs-backend-native/test/sql.test.ts           | 2 +-
 rust/cubesql/cubesql/src/compile/engine/df/scan.rs        | 6 +++---
 rust/cubesql/cubesql/src/compile/engine/udf/common.rs     | 7 +++++--
 rust/cubesql/cubesql/src/compile/rewrite/rules/filters.rs | 4 ++--
 6 files changed, 12 insertions(+), 15 deletions(-)

diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index cbf7b026dd462..c34b760174520 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -57,7 +57,7 @@ export class ResultWrapper extends BaseWrapper implements DataResult {
           const array = this.getArray();
           const l = array.length;
 
-          return function* () {
+          return function* yieldArrayItem () {
             for (let i = 0; i < l; i++) {
               yield array[i];
             }
diff --git a/packages/cubejs-backend-native/src/orchestrator.rs b/packages/cubejs-backend-native/src/orchestrator.rs
index f7c569219f89d..227e8b9970d76 100644
--- a/packages/cubejs-backend-native/src/orchestrator.rs
+++ b/packages/cubejs-backend-native/src/orchestrator.rs
@@ -31,12 +31,6 @@ pub fn register_module(cx: &mut ModuleContext) -> NeonResult<()> {
     Ok(())
 }
 
-// #[derive(Debug, Clone)]
-// pub enum ResultWrapperData {
-//     JsObj(RecordBatch),
-//     Native()
-// }
-
 #[derive(Debug, Clone)]
 pub struct ResultWrapper {
     transform_data: TransformDataRequest,
diff --git a/packages/cubejs-backend-native/test/sql.test.ts b/packages/cubejs-backend-native/test/sql.test.ts
index 1d55187483dd7..e417b577bc842 100644
--- a/packages/cubejs-backend-native/test/sql.test.ts
+++ b/packages/cubejs-backend-native/test/sql.test.ts
@@ -6,7 +6,7 @@ import * as native from '../js';
 import metaFixture from './meta';
 import { FakeRowStream } from './response-fake';
 
-const logger = jest.fn(({ event }) => {
+const _logger = jest.fn(({ event }) => {
   if (
     !event.error.includes(
       'load - strange response, success which contains error'
diff --git a/rust/cubesql/cubesql/src/compile/engine/df/scan.rs b/rust/cubesql/cubesql/src/compile/engine/df/scan.rs
index 8ba818e7ea0bc..43031a54c33ea 100644
--- a/rust/cubesql/cubesql/src/compile/engine/df/scan.rs
+++ b/rust/cubesql/cubesql/src/compile/engine/df/scan.rs
@@ -1131,7 +1131,7 @@ pub fn transform_response<V: ValueObject>(
                                     ))
                                 })?;
                             // TODO switch parsing to microseconds
-                            if timestamp.timestamp_millis() > (((1i64) << 62) / 1_000_000) {
+                            if timestamp.and_utc().timestamp_millis() > (((1i64) << 62) / 1_000_000) {
                                 builder.append_null()?;
                             } else if let Some(nanos) = timestamp.timestamp_nanos_opt() {
                                 builder.append_value(nanos)?;
@@ -1173,10 +1173,10 @@ pub fn transform_response<V: ValueObject>(
                                     ))
                                 })?;
                             // TODO switch parsing to microseconds
-                            if timestamp.timestamp_millis() > (((1 as i64) << 62) / 1_000_000) {
+                            if timestamp.and_utc().timestamp_millis() > (((1 as i64) << 62) / 1_000_000) {
                                 builder.append_null()?;
                             } else {
-                                builder.append_value(timestamp.timestamp_millis())?;
+                                builder.append_value(timestamp.and_utc().timestamp_millis())?;
                             }
                         },
                     },
diff --git a/rust/cubesql/cubesql/src/compile/engine/udf/common.rs b/rust/cubesql/cubesql/src/compile/engine/udf/common.rs
index 494641bbcac35..c85095e776eb8 100644
--- a/rust/cubesql/cubesql/src/compile/engine/udf/common.rs
+++ b/rust/cubesql/cubesql/src/compile/engine/udf/common.rs
@@ -1029,6 +1029,7 @@ pub fn create_date_udf() -> ScalarUDF {
                         builder.append_value(
                             NaiveDateTime::parse_from_str(strings.value(i), "%Y-%m-%d %H:%M:%S%.f")
                                 .map_err(|e| DataFusionError::Execution(e.to_string()))?
+                                .and_utc()
                                 .timestamp_nanos_opt()
                                 .unwrap(),
                         )?;
@@ -1233,6 +1234,7 @@ macro_rules! date_math_udf {
                 let interval = intervals.value(i).into();
                 builder.append_value(
                     $FUN(timestamp, interval, $IS_ADD)?
+                        .and_utc()
                         .timestamp_nanos_opt()
                         .unwrap(),
                 )?;
@@ -1572,7 +1574,7 @@ pub fn create_str_to_date_udf() -> ScalarUDF {
             })?;
 
             Ok(ColumnarValue::Scalar(ScalarValue::TimestampNanosecond(
-                Some(res.timestamp_nanos_opt().unwrap()),
+                Some(res.and_utc().timestamp_nanos_opt().unwrap()),
                 None,
             )))
         });
@@ -2345,7 +2347,7 @@ macro_rules! generate_series_helper_timestamp {
             ))
         })?;
         let res = date_addsub_month_day_nano(current_dt, $STEP, true)?;
-        $CURRENT = res.timestamp_nanos_opt().unwrap() as $PRIMITIVE_TYPE;
+        $CURRENT = res.and_utc().timestamp_nanos_opt().unwrap() as $PRIMITIVE_TYPE;
     };
 }
 
@@ -3230,6 +3232,7 @@ pub fn create_date_to_timestamp_udf() -> ScalarUDF {
                             )?;
                             Ok(Some(
                                 NaiveDateTime::new(date, time)
+                                    .and_utc()
                                     .timestamp_nanos_opt()
                                     .unwrap(),
                             ))
diff --git a/rust/cubesql/cubesql/src/compile/rewrite/rules/filters.rs b/rust/cubesql/cubesql/src/compile/rewrite/rules/filters.rs
index 0246487be65ed..a5c3167d409a0 100644
--- a/rust/cubesql/cubesql/src/compile/rewrite/rules/filters.rs
+++ b/rust/cubesql/cubesql/src/compile/rewrite/rules/filters.rs
@@ -4117,8 +4117,8 @@ impl FilterRules {
             };
 
             let (Some(start_date), Some(end_date)) = (
-                start_date.timestamp_nanos_opt(),
-                end_date.timestamp_nanos_opt(),
+                start_date.and_utc().timestamp_nanos_opt(),
+                end_date.and_utc().timestamp_nanos_opt(),
             ) else {
                 return false;
             };

From 4f7b9f981f3f22c12bc21ddeac76ec504e0a4012 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 14 Jan 2025 13:13:09 +0200
Subject: [PATCH 127/128] fix yarn.lock

---
 yarn.lock | 14 --------------
 1 file changed, 14 deletions(-)

diff --git a/yarn.lock b/yarn.lock
index e1e0c15cc95f7..351133b668c2e 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -5303,11 +5303,6 @@
     tiny-invariant "^1.3.3"
     valid-url "^1.0.9"
 
-"@cubejs-backend/cubesql@1.1.12":
-  version "1.1.12"
-  resolved "https://registry.yarnpkg.com/@cubejs-backend/cubesql/-/cubesql-1.1.12.tgz#d3be0c09b41864424e2c41341c6d286b1343f1f7"
-  integrity sha512-JTuxZHdz+8+Jyj8mFCkXsNcaw3n4J3BLCNuijwF+7dw6AD3ZO+LOExtB65lyMrE05VGD5YeYSXuRg9RY9wXVXA==
-
 "@cubejs-backend/dotenv@^9.0.2":
   version "9.0.2"
   resolved "https://registry.yarnpkg.com/@cubejs-backend/dotenv/-/dotenv-9.0.2.tgz#c3679091b702f0fd38de120c5a63943fcdc0dcbf"
@@ -5324,15 +5319,6 @@
     uuid "9.0.0"
     winston "3.8.2"
 
-"@cubejs-backend/native@1.1.12":
-  version "1.1.12"
-  resolved "https://registry.yarnpkg.com/@cubejs-backend/native/-/native-1.1.12.tgz#150974208f7c7af2924ab7b1e834e00786e236b7"
-  integrity sha512-uKdUHjSEl4U2Maaq7Q/y14mDE0+pLvGrL43KbsTdS84ZaTt3nabOmoWfaZ8kUdJCu9ZvdTwbEKrdm1UcOC5WAQ==
-  dependencies:
-    "@cubejs-backend/cubesql" "1.1.12"
-    "@cubejs-backend/shared" "1.1.12"
-    "@cubejs-infra/post-installer" "^0.0.7"
-
 "@cubejs-backend/shared@0.33.20":
   version "0.33.20"
   resolved "https://registry.yarnpkg.com/@cubejs-backend/shared/-/shared-0.33.20.tgz#3d9fa60041599cca9fe4c04df05daa4b8ab8675f"

From 73b0bd9ac9fdd40178520a53f47dfb6b91b7b775 Mon Sep 17 00:00:00 2001
From: Konstantin Burkalev <KSDaemon@gmail.com>
Date: Tue, 14 Jan 2025 13:20:15 +0200
Subject: [PATCH 128/128] linter fix

---
 packages/cubejs-backend-native/js/ResultWrapper.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/packages/cubejs-backend-native/js/ResultWrapper.ts b/packages/cubejs-backend-native/js/ResultWrapper.ts
index c34b760174520..9068a83ed3a8c 100644
--- a/packages/cubejs-backend-native/js/ResultWrapper.ts
+++ b/packages/cubejs-backend-native/js/ResultWrapper.ts
@@ -57,7 +57,7 @@ export class ResultWrapper extends BaseWrapper implements DataResult {
           const array = this.getArray();
           const l = array.length;
 
-          return function* yieldArrayItem () {
+          return function* yieldArrayItem() {
             for (let i = 0; i < l; i++) {
               yield array[i];
             }