diff --git a/site/content/3.12/release-notes/version-3.12/incompatible-changes-in-3-12.md b/site/content/3.12/release-notes/version-3.12/incompatible-changes-in-3-12.md
index 30284d66ee..302982f099 100644
--- a/site/content/3.12/release-notes/version-3.12/incompatible-changes-in-3-12.md
+++ b/site/content/3.12/release-notes/version-3.12/incompatible-changes-in-3-12.md
@@ -897,6 +897,25 @@ the following steps.
4. Restore the dump to the new deployment. You can directly move from any
3.11 or 3.12 version to 3.12.4 (or later) this way.
+## RocksDB upgrade
+
+Introduced in: v3.12.6
+
+The RocksDB library has been upgraded from version 7.2.0 to 9.5.0.
+
+As part of this storage engine upgrade, the default values of the following
+RocksDB-related startup options have been changed:
+
+- `--rocksdb.compaction-read-ahead-size` has been changed from 2MB to 8MB.
+- `--rocksdb.max-subcompactions` has been changed from 2 to 4.
+- `--rocksdb.max-total-wal-size` has been changed from 80MB to 256MB.
+- `--rocksdb.throttle-slots` has been changed from 120 to 128.
+- `--rocksdb.throttle-scaling-factor` has been changed from 17 to 192.
+- `--rocksdb.pending-compactions-slowdown-trigger` has been changed from 128KB to 1GB.
+- `--rocksdb.pending-compactions-stop-trigger` has been changed from 16GB to 32GB.
+- `--rocksdb.partition-files-for-documents` has been changed from false to true.
+- `--rocksdb.throttle-slow-down-writes-trigger` has been obsoleted.
+
## HTTP RESTful API
### JavaScript-based traversal using `/_api/traversal` removed
diff --git a/site/content/3.12/release-notes/version-3.12/whats-new-in-3-12.md b/site/content/3.12/release-notes/version-3.12/whats-new-in-3-12.md
index 39ffd8435e..ec2668d2f9 100644
--- a/site/content/3.12/release-notes/version-3.12/whats-new-in-3-12.md
+++ b/site/content/3.12/release-notes/version-3.12/whats-new-in-3-12.md
@@ -2085,6 +2085,40 @@ DB-Servers in a cluster has been added:
|:------|:------------|
| `arangodb_vocbase_transactions_lost_subordinates_total` | Counts the number of lost subordinate transactions on database servers. |
+### RocksDB upgrade
+
+Introduced in: v3.12.6
+
+The RocksDB library has been upgraded from version 7.2.0 to 9.5.0.
+
+As a result, you may see performance improvements while using slightly less
+resources especially for mixed workloads.
+
+The following new RocksDB functionality is exposed in ArangoDB:
+
+- Different types of block caches, LRU and HyperClockCache (HCC), selectable via
+ the new `--rocksdb.block-cache-type` startup option
+- A `--rocksdb.block-cache-estimated-entry-charge` startup option to configure the HCC.
+- RocksDB table format version 6 (not downwards-compatible to older versions of RocksDB).
+- RocksDB blob caching (if blobs are enabled for the documents column family),
+ which you can enable via `--rocksdb.enable-blob-cache`.
+- Using blob files only from a certain level onwards (if blobs are enabled for
+ the documents column family), which you can enable via
+ `--rocksdb.blob-file-starting-level`.
+- Blob cache prepopulation, which you can enable via `--rocksdb.prepopulate-blob-cache`.
+- An option to generate Bloom/Ribbon filters that minimize memory internal
+ fragmentation, which you can enable with `--rocksdb.optimize-filters-for-memory`.
+
+The following RocksDB metrics have been added:
+
+| Label | Description |
+|:------|:------------|
+| `rocksdb_block_cache_charge_per_entry` | Average size of entries in RocksDB block cache.
+| `rocksdb_block_cache_entries` | Number of entries in the RocksDB block cache.
+| `rocksdb_live_blob_file_garbage_size` | Size of garbage in live RocksDB .blob files.
+| `rocksdb_live_blob_file_size` | Size of live RocksDB .blob files.
+| `rocksdb_num_blob_files` | Number of live RocksDB .blob files.
+
## Client tools
### Protocol aliases for endpoints