From 1a253de98aac1edb8fa9903b742c11e3b84c1818 Mon Sep 17 00:00:00 2001
From: David Jimenez Barrantes <djimenez@growthaccelerationpartners.com>
Date: Mon, 6 Nov 2023 09:15:03 -0600
Subject: [PATCH] [RND-658] - Comparison of PostgreSQL and MongoDB performance
 (#312)

* Postgresql stats

* Results for mongodb
---
 .../mongodb/autocannon/fifth.txt              | 94 +++++++++++++++++++
 .../mongodb/autocannon/first.txt              | 94 +++++++++++++++++++
 .../mongodb/autocannon/forth.txt              | 94 +++++++++++++++++++
 .../mongodb/autocannon/second.txt             | 94 +++++++++++++++++++
 .../mongodb/autocannon/third.txt              | 94 +++++++++++++++++++
 .../mongodb/bulkload/raw-results.txt          |  7 ++
 .../postgresql/autocannon/fifth.txt           | 94 +++++++++++++++++++
 .../postgresql/autocannon/first.txt           | 94 +++++++++++++++++++
 .../postgresql/autocannon/forth.txt           | 94 +++++++++++++++++++
 .../postgresql/autocannon/second.txt          | 94 +++++++++++++++++++
 .../postgresql/autocannon/third.txt           | 94 +++++++++++++++++++
 .../postgresql/bulkload/raw-results.txt.txt   |  7 ++
 docs/performance-testing/RND-658.md           | 52 ++++++++++
 13 files changed, 1006 insertions(+)
 create mode 100644 docs/performance-testing/RND-658-raw-data/mongodb/autocannon/fifth.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/mongodb/autocannon/first.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/mongodb/autocannon/forth.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/mongodb/autocannon/second.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/mongodb/autocannon/third.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/mongodb/bulkload/raw-results.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/postgresql/autocannon/fifth.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/postgresql/autocannon/first.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/postgresql/autocannon/forth.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/postgresql/autocannon/second.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/postgresql/autocannon/third.txt
 create mode 100644 docs/performance-testing/RND-658-raw-data/postgresql/bulkload/raw-results.txt.txt
 create mode 100644 docs/performance-testing/RND-658.md

diff --git a/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/fifth.txt b/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/fifth.txt
new file mode 100644
index 00000000..26850c60
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/fifth.txt
@@ -0,0 +1,94 @@
+{
+  title: undefined,
+  url: 'http://127.0.0.1:3000',
+  socketPath: undefined,
+  connections: 25,
+  sampleInt: 1000,
+  pipelining: 1,
+  workers: undefined,
+  duration: 160.12,
+  samples: 160,
+  start: 2023-10-31T22:09:51.397Z,
+  finish: 2023-10-31T22:12:31.515Z,
+  errors: 186,
+  timeouts: 186,
+  mismatches: 0,
+  non2xx: 0,
+  resets: 0,
+  '1xx': 0,
+  '2xx': 752,
+  '3xx': 0,
+  '4xx': 0,
+  '5xx': 0,
+  statusCodeStats: { '200': { count: 739 }, '201': { count: 13 } },
+  latency: {
+    average: 2238.58,
+    mean: 2238.58,
+    stddev: 2289.75,
+    min: 402,
+    max: 9993,
+    p0_001: 402,
+    p0_01: 402,
+    p0_1: 402,
+    p1: 449,
+    p2_5: 474,
+    p10: 631,
+    p25: 1019,
+    p50: 1853,
+    p75: 4038,
+    p90: 6265,
+    p97_5: 8647,
+    p99: 9425,
+    p99_9: 9993,
+    p99_99: 9993,
+    p99_999: 9993,
+    totalCount: 752
+  },
+  requests: {
+    average: 4.7,
+    mean: 4.7,
+    stddev: 1.78,
+    min: 1,
+    max: 11,
+    total: 752,
+    p0_001: 1,
+    p0_01: 1,
+    p0_1: 1,
+    p1: 1,
+    p2_5: 2,
+    p10: 3,
+    p25: 4,
+    p50: 4,
+    p75: 5,
+    p90: 7,
+    p97_5: 9,
+    p99: 11,
+    p99_9: 11,
+    p99_99: 11,
+    p99_999: 11,
+    sent: 963
+  },
+  throughput: {
+    average: 1640.87,
+    mean: 1640.87,
+    stddev: 619.82,
+    min: 349,
+    max: 3844,
+    total: 262513,
+    p0_001: 349,
+    p0_01: 349,
+    p0_1: 349,
+    p1: 349,
+    p2_5: 698,
+    p10: 1047,
+    p25: 1396,
+    p50: 1396,
+    p75: 1745,
+    p90: 2443,
+    p97_5: 3141,
+    p99: 3839,
+    p99_9: 3845,
+    p99_99: 3845,
+    p99_999: 3845
+  }
+}
diff --git a/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/first.txt b/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/first.txt
new file mode 100644
index 00000000..1df683fd
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/first.txt
@@ -0,0 +1,94 @@
+{
+  title: undefined,
+  url: 'http://127.0.0.1:3000',
+  socketPath: undefined,
+  connections: 25,
+  sampleInt: 1000,
+  pipelining: 1,
+  workers: undefined,
+  duration: 160.13,
+  samples: 160,
+  start: 2023-10-31T22:00:53.600Z,
+  finish: 2023-10-31T22:03:33.728Z,
+  errors: 216,
+  timeouts: 216,
+  mismatches: 0,
+  non2xx: 0,
+  resets: 0,
+  '1xx': 0,
+  '2xx': 719,
+  '3xx': 0,
+  '4xx': 0,
+  '5xx': 0,
+  statusCodeStats: { '200': { count: 707 }, '201': { count: 12 } },
+  latency: {
+    average: 2489.13,
+    mean: 2489.13,
+    stddev: 2073.29,
+    min: 321,
+    max: 9849,
+    p0_001: 321,
+    p0_01: 321,
+    p0_1: 321,
+    p1: 396,
+    p2_5: 439,
+    p10: 624,
+    p25: 996,
+    p50: 1621,
+    p75: 3248,
+    p90: 5703,
+    p97_5: 8378,
+    p99: 9104,
+    p99_9: 9849,
+    p99_99: 9849,
+    p99_999: 9849,
+    totalCount: 719
+  },
+  requests: {
+    average: 4.5,
+    mean: 4.5,
+    stddev: 2.34,
+    min: 1,
+    max: 12,
+    total: 719,
+    p0_001: 1,
+    p0_01: 1,
+    p0_1: 1,
+    p1: 1,
+    p2_5: 2,
+    p10: 2,
+    p25: 3,
+    p50: 4,
+    p75: 6,
+    p90: 8,
+    p97_5: 10,
+    p99: 12,
+    p99_9: 12,
+    p99_99: 12,
+    p99_999: 12,
+    sent: 960
+  },
+  throughput: {
+    average: 1568.85,
+    mean: 1568.85,
+    stddev: 816.26,
+    min: 349,
+    max: 4188,
+    total: 250991,
+    p0_001: 349,
+    p0_01: 349,
+    p0_1: 349,
+    p1: 349,
+    p2_5: 698,
+    p10: 698,
+    p25: 1047,
+    p50: 1396,
+    p75: 2095,
+    p90: 2793,
+    p97_5: 3491,
+    p99: 4191,
+    p99_9: 4191,
+    p99_99: 4191,
+    p99_999: 4191
+  }
+}
diff --git a/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/forth.txt b/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/forth.txt
new file mode 100644
index 00000000..ef3efcab
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/forth.txt
@@ -0,0 +1,94 @@
+{
+  title: undefined,
+  url: 'http://127.0.0.1:3000',
+  socketPath: undefined,
+  connections: 25,
+  sampleInt: 1000,
+  pipelining: 1,
+  workers: undefined,
+  duration: 160.12,
+  samples: 160,
+  start: 2023-10-31T22:15:16.080Z,
+  finish: 2023-10-31T22:17:56.195Z,
+  errors: 83,
+  timeouts: 83,
+  mismatches: 0,
+  non2xx: 0,
+  resets: 0,
+  '1xx': 0,
+  '2xx': 1636,
+  '3xx': 0,
+  '4xx': 0,
+  '5xx': 0,
+  statusCodeStats: { '200': { count: 1621 }, '201': { count: 15 } },
+  latency: {
+    average: 1917.82,
+    mean: 1917.82,
+    stddev: 1789.87,
+    min: 281,
+    max: 9913,
+    p0_001: 281,
+    p0_01: 281,
+    p0_1: 289,
+    p1: 344,
+    p2_5: 396,
+    p10: 460,
+    p25: 628,
+    p50: 1302,
+    p75: 2573,
+    p90: 4426,
+    p97_5: 6917,
+    p99: 8787,
+    p99_9: 9710,
+    p99_99: 9913,
+    p99_999: 9913,
+    totalCount: 1636
+  },
+  requests: {
+    average: 10.23,
+    mean: 10.23,
+    stddev: 3.14,
+    min: 3,
+    max: 16,
+    total: 1636,
+    p0_001: 3,
+    p0_01: 3,
+    p0_1: 3,
+    p1: 5,
+    p2_5: 5,
+    p10: 7,
+    p25: 8,
+    p50: 9,
+    p75: 14,
+    p90: 15,
+    p97_5: 15,
+    p99: 15,
+    p99_9: 16,
+    p99_99: 16,
+    p99_999: 16,
+    sent: 1744
+  },
+  throughput: {
+    average: 3569.29,
+    mean: 3569.29,
+    stddev: 1094.38,
+    min: 1062,
+    max: 5584,
+    total: 571039,
+    p0_001: 1062,
+    p0_01: 1062,
+    p0_1: 1062,
+    p1: 1745,
+    p2_5: 1745,
+    p10: 2443,
+    p25: 2793,
+    p50: 3141,
+    p75: 4887,
+    p90: 5235,
+    p97_5: 5235,
+    p99: 5235,
+    p99_9: 5587,
+    p99_99: 5587,
+    p99_999: 5587
+  }
+}
diff --git a/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/second.txt b/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/second.txt
new file mode 100644
index 00000000..ce624400
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/second.txt
@@ -0,0 +1,94 @@
+{
+  title: undefined,
+  url: 'http://127.0.0.1:3000',
+  socketPath: undefined,
+  connections: 25,
+  sampleInt: 1000,
+  pipelining: 1,
+  workers: undefined,
+  duration: 160.12,
+  samples: 160,
+  start: 2023-10-31T22:38:26.965Z,
+  finish: 2023-10-31T22:41:07.083Z,
+  errors: 265,
+  timeouts: 265,
+  mismatches: 0,
+  non2xx: 0,
+  resets: 0,
+  '1xx': 0,
+  '2xx': 520,
+  '3xx': 0,
+  '4xx': 0,
+  '5xx': 0,
+  statusCodeStats: { '200': { count: 511 }, '201': { count: 9 } },
+  latency: {
+    average: 2429.86,
+    mean: 2429.86,
+    stddev: 2216.1,
+    min: 335,
+    max: 9787,
+    p0_001: 335,
+    p0_01: 335,
+    p0_1: 335,
+    p1: 368,
+    p2_5: 429,
+    p10: 551,
+    p25: 908,
+    p50: 1438,
+    p75: 3316,
+    p90: 5847,
+    p97_5: 8860,
+    p99: 9427,
+    p99_9: 9787,
+    p99_99: 9787,
+    p99_999: 9787,
+    totalCount: 520
+  },
+  requests: {
+    average: 3.25,
+    mean: 3.25,
+    stddev: 2.25,
+    min: 1,
+    max: 12,
+    total: 520,
+    p0_001: 0,
+    p0_01: 0,
+    p0_1: 0,
+    p1: 0,
+    p2_5: 0,
+    p10: 1,
+    p25: 2,
+    p50: 2,
+    p75: 4,
+    p90: 7,
+    p97_5: 9,
+    p99: 10,
+    p99_9: 12,
+    p99_99: 12,
+    p99_999: 12,
+    sent: 810
+  },
+  throughput: {
+    average: 1134.62,
+    mean: 1134.62,
+    stddev: 784.89,
+    min: 349,
+    max: 4188,
+    total: 181525,
+    p0_001: 0,
+    p0_01: 0,
+    p0_1: 0,
+    p1: 0,
+    p2_5: 0,
+    p10: 349,
+    p25: 698,
+    p50: 698,
+    p75: 1396,
+    p90: 2443,
+    p97_5: 3151,
+    p99: 3491,
+    p99_9: 4191,
+    p99_99: 4191,
+    p99_999: 4191
+  }
+}
diff --git a/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/third.txt b/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/third.txt
new file mode 100644
index 00000000..1b9cd3c4
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/mongodb/autocannon/third.txt
@@ -0,0 +1,94 @@
+{
+  title: undefined,
+  url: 'http://127.0.0.1:3000',
+  socketPath: undefined,
+  connections: 25,
+  sampleInt: 1000,
+  pipelining: 1,
+  workers: undefined,
+  duration: 160.15,
+  samples: 160,
+  start: 2023-10-31T22:22:01.327Z,
+  finish: 2023-10-31T22:24:41.479Z,
+  errors: 223,
+  timeouts: 223,
+  mismatches: 0,
+  non2xx: 0,
+  resets: 0,
+  '1xx': 0,
+  '2xx': 701,
+  '3xx': 0,
+  '4xx': 0,
+  '5xx': 0,
+  statusCodeStats: { '200': { count: 690 }, '201': { count: 11 } },
+  latency: {
+    average: 2422.18,
+    mean: 2422.18,
+    stddev: 2116.21,
+    min: 387,
+    max: 9986,
+    p0_001: 387,
+    p0_01: 387,
+    p0_1: 387,
+    p1: 440,
+    p2_5: 495,
+    p10: 580,
+    p25: 1039,
+    p50: 1471,
+    p75: 3211,
+    p90: 5606,
+    p97_5: 8432,
+    p99: 9541,
+    p99_9: 9986,
+    p99_99: 9986,
+    p99_999: 9986,
+    totalCount: 701
+  },
+  requests: {
+    average: 4.39,
+    mean: 4.39,
+    stddev: 2.1,
+    min: 1,
+    max: 11,
+    total: 701,
+    p0_001: 0,
+    p0_01: 0,
+    p0_1: 0,
+    p1: 1,
+    p2_5: 1,
+    p10: 2,
+    p25: 3,
+    p50: 4,
+    p75: 5,
+    p90: 8,
+    p97_5: 10,
+    p99: 10,
+    p99_9: 11,
+    p99_99: 11,
+    p99_999: 11,
+    sent: 949
+  },
+  throughput: {
+    average: 1529.49,
+    mean: 1529.49,
+    stddev: 732.46,
+    min: 349,
+    max: 3839,
+    total: 244704,
+    p0_001: 0,
+    p0_01: 0,
+    p0_1: 0,
+    p1: 349,
+    p2_5: 349,
+    p10: 698,
+    p25: 1047,
+    p50: 1396,
+    p75: 1745,
+    p90: 2793,
+    p97_5: 3491,
+    p99: 3495,
+    p99_9: 3839,
+    p99_99: 3839,
+    p99_999: 3839
+  }
+}
diff --git a/docs/performance-testing/RND-658-raw-data/mongodb/bulkload/raw-results.txt b/docs/performance-testing/RND-658-raw-data/mongodb/bulkload/raw-results.txt
new file mode 100644
index 00000000..d65cac82
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/mongodb/bulkload/raw-results.txt
@@ -0,0 +1,7 @@
+Bulk load - raw results:
+
+00:03:28.872
+00:03:28.379
+00:03:27.527
+00:03:28.848
+00:03:27.330
diff --git a/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/fifth.txt b/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/fifth.txt
new file mode 100644
index 00000000..4510b4e0
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/fifth.txt
@@ -0,0 +1,94 @@
+{
+  title: undefined,
+  url: 'http://127.0.0.1:3000',
+  socketPath: undefined,
+  connections: 25,
+  sampleInt: 1000,
+  pipelining: 1,
+  workers: undefined,
+  duration: 160.12,
+  samples: 160,
+  start: 2023-10-26T20:07:10.799Z,
+  finish: 2023-10-26T20:09:50.917Z,
+  errors: 0,
+  timeouts: 0,
+  mismatches: 0,
+  non2xx: 0,
+  resets: 0,
+  '1xx': 0,
+  '2xx': 14699,
+  '3xx': 0,
+  '4xx': 0,
+  '5xx': 0,
+  statusCodeStats: { '200': { count: 14674 }, '201': { count: 25 } },
+  latency: {
+    average: 271.52,
+    mean: 271.52,
+    stddev: 24.87,
+    min: 173,
+    max: 447,
+    p0_001: 173,
+    p0_01: 180,
+    p0_1: 207,
+    p1: 224,
+    p2_5: 229,
+    p10: 242,
+    p25: 254,
+    p50: 271,
+    p75: 287,
+    p90: 299,
+    p97_5: 324,
+    p99: 344,
+    p99_9: 426,
+    p99_99: 426,
+    p99_999: 447,
+    totalCount: 14699
+  },
+  requests: {
+    average: 91.87,
+    mean: 91.87,
+    stddev: 7.36,
+    min: 73,
+    max: 110,
+    total: 14699,
+    p0_001: 73,
+    p0_01: 73,
+    p0_1: 73,
+    p1: 73,
+    p2_5: 75,
+    p10: 83,
+    p25: 86,
+    p50: 92,
+    p75: 97,
+    p90: 101,
+    p97_5: 105,
+    p99: 108,
+    p99_9: 110,
+    p99_99: 110,
+    p99_999: 110,
+    sent: 14724
+  },
+  throughput: {
+    average: 32064.15,
+    mean: 32064.15,
+    stddev: 2563.81,
+    min: 25477,
+    max: 38390,
+    total: 5130076,
+    p0_001: 25487,
+    p0_01: 25487,
+    p0_1: 25487,
+    p1: 25487,
+    p2_5: 26303,
+    p10: 28975,
+    p25: 30015,
+    p50: 32111,
+    p75: 33855,
+    p90: 35263,
+    p97_5: 36671,
+    p99: 37695,
+    p99_9: 38399,
+    p99_99: 38399,
+    p99_999: 38399
+  }
+}
diff --git a/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/first.txt b/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/first.txt
new file mode 100644
index 00000000..5fffc8d1
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/first.txt
@@ -0,0 +1,94 @@
+{
+  title: undefined,
+  url: 'http://127.0.0.1:3000',
+  socketPath: undefined,
+  connections: 25,
+  sampleInt: 1000,
+  pipelining: 1,
+  workers: undefined,
+  duration: 160.11,
+  samples: 160,
+  start: 2023-10-26T19:23:01.919Z,
+  finish: 2023-10-26T19:25:42.030Z,
+  errors: 0,
+  timeouts: 0,
+  mismatches: 0,
+  non2xx: 0,
+  resets: 0,
+  '1xx': 0,
+  '2xx': 14624,
+  '3xx': 0,
+  '4xx': 0,
+  '5xx': 0,
+  statusCodeStats: { '200': { count: 14599 }, '201': { count: 25 } },
+  latency: {
+    average: 272.95,
+    mean: 272.95,
+    stddev: 19.22,
+    min: 182,
+    max: 487,
+    p0_001: 182,
+    p0_01: 183,
+    p0_1: 214,
+    p1: 237,
+    p2_5: 241,
+    p10: 253,
+    p25: 262,
+    p50: 272,
+    p75: 282,
+    p90: 292,
+    p97_5: 310,
+    p99: 333,
+    p99_9: 481,
+    p99_99: 482,
+    p99_999: 487,
+    totalCount: 14624
+  },
+  requests: {
+    average: 91.4,
+    mean: 91.4,
+    stddev: 4.44,
+    min: 75,
+    max: 103,
+    total: 14624,
+    p0_001: 75,
+    p0_01: 75,
+    p0_1: 75,
+    p1: 81,
+    p2_5: 82,
+    p10: 85,
+    p25: 89,
+    p50: 92,
+    p75: 94,
+    p90: 97,
+    p97_5: 100,
+    p99: 100,
+    p99_9: 103,
+    p99_99: 103,
+    p99_999: 103,
+    sent: 14649
+  },
+  throughput: {
+    average: 31900.15,
+    mean: 31900.15,
+    stddev: 1545.31,
+    min: 26300,
+    max: 35947,
+    total: 5103901,
+    p0_001: 26303,
+    p0_01: 26303,
+    p0_1: 26303,
+    p1: 28271,
+    p2_5: 28623,
+    p10: 29679,
+    p25: 31071,
+    p50: 32111,
+    p75: 32831,
+    p90: 33855,
+    p97_5: 34911,
+    p99: 34911,
+    p99_9: 35967,
+    p99_99: 35967,
+    p99_999: 35967
+  }
+}
diff --git a/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/forth.txt b/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/forth.txt
new file mode 100644
index 00000000..12c2b48f
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/forth.txt
@@ -0,0 +1,94 @@
+{
+  title: undefined,
+  url: 'http://127.0.0.1:3000',
+  socketPath: undefined,
+  connections: 25,
+  sampleInt: 1000,
+  pipelining: 1,
+  workers: undefined,
+  duration: 160.11,
+  samples: 160,
+  start: 2023-10-26T19:59:51.733Z,
+  finish: 2023-10-26T20:02:31.840Z,
+  errors: 0,
+  timeouts: 0,
+  mismatches: 0,
+  non2xx: 0,
+  resets: 0,
+  '1xx': 0,
+  '2xx': 14637,
+  '3xx': 0,
+  '4xx': 0,
+  '5xx': 0,
+  statusCodeStats: { '200': { count: 14612 }, '201': { count: 25 } },
+  latency: {
+    average: 272.67,
+    mean: 272.67,
+    stddev: 38.68,
+    min: 178,
+    max: 695,
+    p0_001: 178,
+    p0_01: 178,
+    p0_1: 210,
+    p1: 225,
+    p2_5: 233,
+    p10: 250,
+    p25: 259,
+    p50: 267,
+    p75: 277,
+    p90: 290,
+    p97_5: 346,
+    p99: 490,
+    p99_9: 660,
+    p99_99: 695,
+    p99_999: 695,
+    totalCount: 14637
+  },
+  requests: {
+    average: 91.49,
+    mean: 91.49,
+    stddev: 8.81,
+    min: 50,
+    max: 115,
+    total: 14637,
+    p0_001: 50,
+    p0_01: 50,
+    p0_1: 50,
+    p1: 54,
+    p2_5: 59,
+    p10: 85,
+    p25: 90,
+    p50: 93,
+    p75: 95,
+    p90: 98,
+    p97_5: 103,
+    p99: 110,
+    p99_9: 115,
+    p99_99: 115,
+    p99_999: 115,
+    sent: 14662
+  },
+  throughput: {
+    average: 31929.25,
+    mean: 31929.25,
+    stddev: 3072.83,
+    min: 17450,
+    max: 40135,
+    total: 5108438,
+    p0_001: 17455,
+    p0_01: 17455,
+    p0_1: 17455,
+    p1: 18847,
+    p2_5: 20591,
+    p10: 29679,
+    p25: 31423,
+    p50: 32463,
+    p75: 33183,
+    p90: 34207,
+    p97_5: 35967,
+    p99: 38399,
+    p99_9: 40159,
+    p99_99: 40159,
+    p99_999: 40159
+  }
+}
diff --git a/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/second.txt b/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/second.txt
new file mode 100644
index 00000000..b9e31ef3
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/second.txt
@@ -0,0 +1,94 @@
+{
+  title: undefined,
+  url: 'http://127.0.0.1:3000',
+  socketPath: undefined,
+  connections: 25,
+  sampleInt: 1000,
+  pipelining: 1,
+  workers: undefined,
+  duration: 160.12,
+  samples: 160,
+  start: 2023-10-26T19:32:00.140Z,
+  finish: 2023-10-26T19:34:40.263Z,
+  errors: 0,
+  timeouts: 0,
+  mismatches: 0,
+  non2xx: 0,
+  resets: 0,
+  '1xx': 0,
+  '2xx': 15464,
+  '3xx': 0,
+  '4xx': 0,
+  '5xx': 0,
+  statusCodeStats: { '200': { count: 15439 }, '201': { count: 25 } },
+  latency: {
+    average: 258.15,
+    mean: 258.15,
+    stddev: 15.48,
+    min: 187,
+    max: 506,
+    p0_001: 187,
+    p0_01: 187,
+    p0_1: 219,
+    p1: 231,
+    p2_5: 236,
+    p10: 243,
+    p25: 250,
+    p50: 257,
+    p75: 265,
+    p90: 273,
+    p97_5: 285,
+    p99: 293,
+    p99_9: 484,
+    p99_99: 501,
+    p99_999: 506,
+    totalCount: 15464
+  },
+  requests: {
+    average: 96.65,
+    mean: 96.65,
+    stddev: 4.25,
+    min: 66,
+    max: 105,
+    total: 15464,
+    p0_001: 66,
+    p0_01: 66,
+    p0_1: 66,
+    p1: 88,
+    p2_5: 88,
+    p10: 93,
+    p25: 94,
+    p50: 97,
+    p75: 100,
+    p90: 101,
+    p97_5: 104,
+    p99: 104,
+    p99_9: 105,
+    p99_99: 105,
+    p99_999: 105,
+    sent: 15489
+  },
+  throughput: {
+    average: 33733.1,
+    mean: 33733.1,
+    stddev: 1473.98,
+    min: 23159,
+    max: 36645,
+    total: 5397061,
+    p0_001: 23167,
+    p0_01: 23167,
+    p0_1: 23167,
+    p1: 30719,
+    p2_5: 30719,
+    p10: 32463,
+    p25: 32831,
+    p50: 33855,
+    p75: 34911,
+    p90: 35263,
+    p97_5: 36319,
+    p99: 36319,
+    p99_9: 36671,
+    p99_99: 36671,
+    p99_999: 36671
+  }
+}
diff --git a/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/third.txt b/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/third.txt
new file mode 100644
index 00000000..f5b33684
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/postgresql/autocannon/third.txt
@@ -0,0 +1,94 @@
+{
+  title: undefined,
+  url: 'http://127.0.0.1:3000',
+  socketPath: undefined,
+  connections: 25,
+  sampleInt: 1000,
+  pipelining: 1,
+  workers: undefined,
+  duration: 160.13,
+  samples: 160,
+  start: 2023-10-26T19:43:31.267Z,
+  finish: 2023-10-26T19:46:11.395Z,
+  errors: 0,
+  timeouts: 0,
+  mismatches: 0,
+  non2xx: 0,
+  resets: 0,
+  '1xx': 0,
+  '2xx': 15210,
+  '3xx': 0,
+  '4xx': 0,
+  '5xx': 0,
+  statusCodeStats: { '200': { count: 15185 }, '201': { count: 25 } },
+  latency: {
+    average: 262.43,
+    mean: 262.43,
+    stddev: 16.21,
+    min: 179,
+    max: 503,
+    p0_001: 179,
+    p0_01: 183,
+    p0_1: 209,
+    p1: 230,
+    p2_5: 235,
+    p10: 245,
+    p25: 254,
+    p50: 262,
+    p75: 270,
+    p90: 279,
+    p97_5: 289,
+    p99: 300,
+    p99_9: 478,
+    p99_99: 503,
+    p99_999: 503,
+    totalCount: 15210
+  },
+  requests: {
+    average: 95.07,
+    mean: 95.07,
+    stddev: 3.81,
+    min: 75,
+    max: 106,
+    total: 15210,
+    p0_001: 75,
+    p0_01: 75,
+    p0_1: 75,
+    p1: 84,
+    p2_5: 87,
+    p10: 90,
+    p25: 93,
+    p50: 95,
+    p75: 97,
+    p90: 99,
+    p97_5: 102,
+    p99: 105,
+    p99_9: 106,
+    p99_99: 106,
+    p99_999: 106,
+    sent: 15235
+  },
+  throughput: {
+    average: 33179.75,
+    mean: 33179.75,
+    stddev: 1322.1,
+    min: 26300,
+    max: 36994,
+    total: 5308415,
+    p0_001: 26303,
+    p0_01: 26303,
+    p0_1: 26303,
+    p1: 29327,
+    p2_5: 30367,
+    p10: 31423,
+    p25: 32463,
+    p50: 33183,
+    p75: 33855,
+    p90: 34559,
+    p97_5: 35615,
+    p99: 36671,
+    p99_9: 37023,
+    p99_99: 37023,
+    p99_999: 37023
+  }
+}
diff --git a/docs/performance-testing/RND-658-raw-data/postgresql/bulkload/raw-results.txt.txt b/docs/performance-testing/RND-658-raw-data/postgresql/bulkload/raw-results.txt.txt
new file mode 100644
index 00000000..de19a10e
--- /dev/null
+++ b/docs/performance-testing/RND-658-raw-data/postgresql/bulkload/raw-results.txt.txt
@@ -0,0 +1,7 @@
+Bulk load - raw results:
+
+00:01:33.570
+00:01:33.881
+00:01:33.208
+00:01:32.180
+00:01:38.753
diff --git a/docs/performance-testing/RND-658.md b/docs/performance-testing/RND-658.md
new file mode 100644
index 00000000..4141b840
--- /dev/null
+++ b/docs/performance-testing/RND-658.md
@@ -0,0 +1,52 @@
+# RND-658 - Comparison of PostgreSQL and MongoDB performance
+
+## Virtual Machine setup
+
+It's escentially a **t2.2xlarge** on AWS:
+  Platform: windows Server 2022.
+  Number of vCPUs: 8.
+  Storage: SSD with 80Gb.
+  Memory: 32 Gb.
+
+## Procedure
+
+For PostgreSQL and for MongoDB we'll be running the bulk load script and Autocannon tool.
+For the bulk load script, we'll be capturing the total time taken. And for Autocannon we'll be capturing:
+
+  1. Successful responses: 2xx.
+  2. Non-successful responses: Non-2xx.
+  3. AVG latency.
+  4. AVG Request.
+  5. AVG Throughput.
+
+## PostgreSQL
+
+### Bulk Load tool for PostgreSQL
+
+AVG time: 1:34:318
+
+### AutoCannon for PostgreSQL
+
+For Autocannon we have set 25 connections.
+
+Ran the tests/profiling/AutocannonSchools.ts script for 160 seconds with 25 connection.
+
+|                  | 2xx      | Non-2xx    | AVG Latency | AVG Request | AVG Throughput |
+|------------------|----------|------------|-------------|-------------|----------------|
+| 25 Connections   | 14926.8  | 0          | 267.544     | 93.296      | 32561.28       |
+
+## MongoDB
+
+### Bulk Load tool for MongoDB
+
+AVG time: 03:28:191
+
+### AutoCannon for MongoDB
+
+For Autocannon we have set 25 connections.
+
+Ran the tests/profiling/AutocannonSchools.ts script for 160 seconds with 25 connection.
+
+|                  | 2xx      | Non-2xx    | AVG Latency | AVG Request | AVG Throughput |
+|------------------|----------|------------|-------------|-------------|----------------|
+| 25 Connections   | 895.6    | 0          | 2319.514    | 5.414       | 1888.624       |