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perf: Optimize protobuf parsing in Redis online store#6023

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ntkathole merged 3 commits intofeast-dev:masterfrom
abhijeet-dhumal:perf/optimize-redis-protobuf-parsing
Mar 2, 2026
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perf: Optimize protobuf parsing in Redis online store#6023
ntkathole merged 3 commits intofeast-dev:masterfrom
abhijeet-dhumal:perf/optimize-redis-protobuf-parsing

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@abhijeet-dhumal abhijeet-dhumal commented Feb 25, 2026

Summary

Optimize protobuf deserialization in the Redis online store to reduce latency in the feature retrieval hot path.

Changes

  • Avoid redundant bytes() conversion when data is already bytes type (Redis returns bytes)
  • Use list comprehension for more efficient batch conversion in _convert_redis_values_to_protobuf
  • Add return type annotation for better code clarity
  • Remove unnecessary else clause for cleaner control flow

Expected Behavior

Protobuf deserialization should skip unnecessary type conversions when data is already in the correct format.

Current Behavior

The code unconditionally calls bytes() on every value, even when the data is already bytes. For 50 entities × 200 features = 10,000 unnecessary conversion checks per request.

Performance Impact

  • Estimated savings: 2-5ms per request for typical workloads
  • Validated via: cProfile analysis of ParseFromString cumulative time

Steps to Reproduce

  1. Set up a Redis online store with a feature view containing 200 features
  2. Run get_online_features for 50 entities
  3. Profile with cProfile and observe ParseFromString overhead

Specifications

  • Version: 0.47.0+
  • Platform: All
  • Subsystem: sdk/python/feast/infra/online_stores/redis.py

Related

  • RHOAIENG-46061 (60ms p99 SLA target for online feature serving)

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@abhijeet-dhumal abhijeet-dhumal requested a review from a team as a code owner February 25, 2026 14:40
@abhijeet-dhumal abhijeet-dhumal changed the title perf: optimize protobuf parsing in Redis online store perf: Optimize protobuf parsing in Redis online store Feb 25, 2026
@abhijeet-dhumal abhijeet-dhumal force-pushed the perf/optimize-redis-protobuf-parsing branch from 0f5fc75 to b6d8f45 Compare February 25, 2026 14:43
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✅ Devin Review: No Issues Found

Devin Review analyzed this PR and found no potential bugs to report.

View in Devin Review to see 3 additional findings.

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@abhijeet-dhumal abhijeet-dhumal force-pushed the perf/optimize-redis-protobuf-parsing branch from a4de037 to f9802b1 Compare March 2, 2026 06:10
@ntkathole ntkathole force-pushed the perf/optimize-redis-protobuf-parsing branch from f9802b1 to 5921645 Compare March 2, 2026 06:46
Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
@ntkathole ntkathole force-pushed the perf/optimize-redis-protobuf-parsing branch from 5921645 to e0503cc Compare March 2, 2026 10:52
@ntkathole ntkathole merged commit 59dfdb8 into feast-dev:master Mar 2, 2026
16 of 23 checks passed
franciscojavierarceo pushed a commit that referenced this pull request Mar 10, 2026
# [0.61.0](v0.60.0...v0.61.0) (2026-03-10)

### Bug Fixes

* Add grpcio dependency group to transformation server Dockerfile ([2c2150a](2c2150a))
* Add https readiness check for rest-registry tests ([ea85e63](ea85e63))
* Add website build check for PRs and fix blog frontmatter YAML error ([#6079](#6079)) ([30a3a43](30a3a43))
* Added MLflow metric charts across feature selection ([#6080](#6080)) ([a403361](a403361))
* Check duplicate names for feature view across types ([#5999](#5999)) ([95b9af8](95b9af8))
* Fix integration tests ([#6046](#6046)) ([02d5548](02d5548))
* Fix non-specific label selector on metrics service ([a1a160d](a1a160d))
* Fixed IntegrityError on SqlRegistry ([#6047](#6047)) ([325e148](325e148))
* Fixed pre-commit check ([114b7db](114b7db))
* Fixed uv cache permission error for docker build on mac ([ad807be](ad807be))
* Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([#5991](#5991)) ([abfd18a](abfd18a))
* Integration test failures ([#6040](#6040)) ([9165870](9165870))
* Ray offline store tests are duplicated across 3 workflows ([54f705a](54f705a))
* Reenable tests ([#6036](#6036)) ([82ee7f8](82ee7f8))
* Use commitlint pre-commit hook instead of a separate action ([35a81e7](35a81e7))

### Features

* Add complex type support (Map, JSON, Struct) with schema validation ([#5974](#5974)) ([1200dbf](1200dbf))
* Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](2c6be18))
* Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](4d08ddc)), closes [#5835](#5835)
* Add OnlineStore for MongoDB ([#6025](#6025)) ([bf4e3fa](bf4e3fa)), closes [golang/go#74462](golang/go#74462)
* Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](547b516))
* Adding optional name to Aggregation (feast-dev[#5994](#5994)) ([#6083](#6083)) ([56469f7](56469f7))
* Feature Server High-Availability on Kubernetes ([#6028](#6028)) ([9c07b4c](9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability)
* **go:** Implement metrics and tracing for http and grpc servers ([#5925](#5925)) ([2b4ec9a](2b4ec9a))
* Horizontal scaling support to the Feast operator ([#6000](#6000)) ([3ec13e6](3ec13e6))
* Making feature view source optional (feast-dev[#6074](#6074)) ([#6075](#6075)) ([76917b7](76917b7))
* Support arm docker build ([#6061](#6061)) ([1e1f5d9](1e1f5d9))
* Use orjson for faster JSON serialization in feature server ([6f5203a](6f5203a))

### Performance Improvements

* Optimize protobuf parsing in Redis online store ([#6023](#6023)) ([59dfdb8](59dfdb8))
* Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](33a2e95))
* Parallelize DynamoDB batch reads in sync online_read ([#6024](#6024)) ([9699944](9699944))
* Remove redundant entity key serialization in online_read ([d87283f](d87283f))
ntkathole pushed a commit to red-hat-data-services/feast that referenced this pull request Mar 16, 2026
* perf: Optimize protobuf parsing in Redis online store

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

* test: add unit tests for Redis protobuf parsing optimization

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

* fix: Remove redundant isinstance checks for Redis protobuf parsing

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

---------

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
ntkathole pushed a commit to red-hat-data-services/feast that referenced this pull request Mar 16, 2026
# [0.61.0](feast-dev/feast@v0.60.0...v0.61.0) (2026-03-10)

### Bug Fixes

* Add grpcio dependency group to transformation server Dockerfile ([2c2150a](feast-dev@2c2150a))
* Add https readiness check for rest-registry tests ([ea85e63](feast-dev@ea85e63))
* Add website build check for PRs and fix blog frontmatter YAML error ([feast-dev#6079](feast-dev#6079)) ([30a3a43](feast-dev@30a3a43))
* Added MLflow metric charts across feature selection ([feast-dev#6080](feast-dev#6080)) ([a403361](feast-dev@a403361))
* Check duplicate names for feature view across types ([feast-dev#5999](feast-dev#5999)) ([95b9af8](feast-dev@95b9af8))
* Fix integration tests ([feast-dev#6046](feast-dev#6046)) ([02d5548](feast-dev@02d5548))
* Fix non-specific label selector on metrics service ([a1a160d](feast-dev@a1a160d))
* Fixed IntegrityError on SqlRegistry ([feast-dev#6047](feast-dev#6047)) ([325e148](feast-dev@325e148))
* Fixed pre-commit check ([114b7db](feast-dev@114b7db))
* Fixed uv cache permission error for docker build on mac ([ad807be](feast-dev@ad807be))
* Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([feast-dev#5991](feast-dev#5991)) ([abfd18a](feast-dev@abfd18a))
* Integration test failures ([feast-dev#6040](feast-dev#6040)) ([9165870](feast-dev@9165870))
* Ray offline store tests are duplicated across 3 workflows ([54f705a](feast-dev@54f705a))
* Reenable tests ([feast-dev#6036](feast-dev#6036)) ([82ee7f8](feast-dev@82ee7f8))
* Use commitlint pre-commit hook instead of a separate action ([35a81e7](feast-dev@35a81e7))

### Features

* Add complex type support (Map, JSON, Struct) with schema validation ([feast-dev#5974](feast-dev#5974)) ([1200dbf](feast-dev@1200dbf))
* Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](feast-dev@2c6be18))
* Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](feast-dev@4d08ddc)), closes [feast-dev#5835](feast-dev#5835)
* Add OnlineStore for MongoDB ([feast-dev#6025](feast-dev#6025)) ([bf4e3fa](feast-dev@bf4e3fa)), closes [golang/go#74462](golang/go#74462)
* Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](feast-dev@547b516))
* Adding optional name to Aggregation (feast-dev[feast-dev#5994](feast-dev#5994)) ([feast-dev#6083](feast-dev#6083)) ([56469f7](feast-dev@56469f7))
* Feature Server High-Availability on Kubernetes ([feast-dev#6028](feast-dev#6028)) ([9c07b4c](feast-dev@9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability)
* **go:** Implement metrics and tracing for http and grpc servers ([feast-dev#5925](feast-dev#5925)) ([2b4ec9a](feast-dev@2b4ec9a))
* Horizontal scaling support to the Feast operator ([feast-dev#6000](feast-dev#6000)) ([3ec13e6](feast-dev@3ec13e6))
* Making feature view source optional (feast-dev[feast-dev#6074](feast-dev#6074)) ([feast-dev#6075](feast-dev#6075)) ([76917b7](feast-dev@76917b7))
* Support arm docker build ([feast-dev#6061](feast-dev#6061)) ([1e1f5d9](feast-dev@1e1f5d9))
* Use orjson for faster JSON serialization in feature server ([6f5203a](feast-dev@6f5203a))

### Performance Improvements

* Optimize protobuf parsing in Redis online store ([feast-dev#6023](feast-dev#6023)) ([59dfdb8](feast-dev@59dfdb8))
* Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](feast-dev@33a2e95))
* Parallelize DynamoDB batch reads in sync online_read ([feast-dev#6024](feast-dev#6024)) ([9699944](feast-dev@9699944))
* Remove redundant entity key serialization in online_read ([d87283f](feast-dev@d87283f))
ntkathole pushed a commit to red-hat-data-services/feast that referenced this pull request Mar 16, 2026
* perf: Optimize protobuf parsing in Redis online store

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

* test: add unit tests for Redis protobuf parsing optimization

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

* fix: Remove redundant isinstance checks for Redis protobuf parsing

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

---------

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
ntkathole pushed a commit to red-hat-data-services/feast that referenced this pull request Mar 16, 2026
# [0.61.0](feast-dev/feast@v0.60.0...v0.61.0) (2026-03-10)

### Bug Fixes

* Add grpcio dependency group to transformation server Dockerfile ([2c2150a](feast-dev@2c2150a))
* Add https readiness check for rest-registry tests ([ea85e63](feast-dev@ea85e63))
* Add website build check for PRs and fix blog frontmatter YAML error ([feast-dev#6079](feast-dev#6079)) ([30a3a43](feast-dev@30a3a43))
* Added MLflow metric charts across feature selection ([feast-dev#6080](feast-dev#6080)) ([a403361](feast-dev@a403361))
* Check duplicate names for feature view across types ([feast-dev#5999](feast-dev#5999)) ([95b9af8](feast-dev@95b9af8))
* Fix integration tests ([feast-dev#6046](feast-dev#6046)) ([02d5548](feast-dev@02d5548))
* Fix non-specific label selector on metrics service ([a1a160d](feast-dev@a1a160d))
* Fixed IntegrityError on SqlRegistry ([feast-dev#6047](feast-dev#6047)) ([325e148](feast-dev@325e148))
* Fixed pre-commit check ([114b7db](feast-dev@114b7db))
* Fixed uv cache permission error for docker build on mac ([ad807be](feast-dev@ad807be))
* Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([feast-dev#5991](feast-dev#5991)) ([abfd18a](feast-dev@abfd18a))
* Integration test failures ([feast-dev#6040](feast-dev#6040)) ([9165870](feast-dev@9165870))
* Ray offline store tests are duplicated across 3 workflows ([54f705a](feast-dev@54f705a))
* Reenable tests ([feast-dev#6036](feast-dev#6036)) ([82ee7f8](feast-dev@82ee7f8))
* Use commitlint pre-commit hook instead of a separate action ([35a81e7](feast-dev@35a81e7))

### Features

* Add complex type support (Map, JSON, Struct) with schema validation ([feast-dev#5974](feast-dev#5974)) ([1200dbf](feast-dev@1200dbf))
* Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](feast-dev@2c6be18))
* Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](feast-dev@4d08ddc)), closes [feast-dev#5835](feast-dev#5835)
* Add OnlineStore for MongoDB ([feast-dev#6025](feast-dev#6025)) ([bf4e3fa](feast-dev@bf4e3fa)), closes [golang/go#74462](golang/go#74462)
* Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](feast-dev@547b516))
* Adding optional name to Aggregation (feast-dev[feast-dev#5994](feast-dev#5994)) ([feast-dev#6083](feast-dev#6083)) ([56469f7](feast-dev@56469f7))
* Feature Server High-Availability on Kubernetes ([feast-dev#6028](feast-dev#6028)) ([9c07b4c](feast-dev@9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability)
* **go:** Implement metrics and tracing for http and grpc servers ([feast-dev#5925](feast-dev#5925)) ([2b4ec9a](feast-dev@2b4ec9a))
* Horizontal scaling support to the Feast operator ([feast-dev#6000](feast-dev#6000)) ([3ec13e6](feast-dev@3ec13e6))
* Making feature view source optional (feast-dev[feast-dev#6074](feast-dev#6074)) ([feast-dev#6075](feast-dev#6075)) ([76917b7](feast-dev@76917b7))
* Support arm docker build ([feast-dev#6061](feast-dev#6061)) ([1e1f5d9](feast-dev@1e1f5d9))
* Use orjson for faster JSON serialization in feature server ([6f5203a](feast-dev@6f5203a))

### Performance Improvements

* Optimize protobuf parsing in Redis online store ([feast-dev#6023](feast-dev#6023)) ([59dfdb8](feast-dev@59dfdb8))
* Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](feast-dev@33a2e95))
* Parallelize DynamoDB batch reads in sync online_read ([feast-dev#6024](feast-dev#6024)) ([9699944](feast-dev@9699944))
* Remove redundant entity key serialization in online_read ([d87283f](feast-dev@d87283f))
Shizoqua pushed a commit to Shizoqua/feast that referenced this pull request Mar 18, 2026
* perf: Optimize protobuf parsing in Redis online store

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

* test: add unit tests for Redis protobuf parsing optimization

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

* fix: Remove redundant isinstance checks for Redis protobuf parsing

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

---------

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
Signed-off-by: Shizoqua <hr.lanreshittu@gmail.com>
Shizoqua pushed a commit to Shizoqua/feast that referenced this pull request Mar 18, 2026
# [0.61.0](feast-dev/feast@v0.60.0...v0.61.0) (2026-03-10)

### Bug Fixes

* Add grpcio dependency group to transformation server Dockerfile ([2c2150a](feast-dev@2c2150a))
* Add https readiness check for rest-registry tests ([ea85e63](feast-dev@ea85e63))
* Add website build check for PRs and fix blog frontmatter YAML error ([feast-dev#6079](feast-dev#6079)) ([30a3a43](feast-dev@30a3a43))
* Added MLflow metric charts across feature selection ([feast-dev#6080](feast-dev#6080)) ([a403361](feast-dev@a403361))
* Check duplicate names for feature view across types ([feast-dev#5999](feast-dev#5999)) ([95b9af8](feast-dev@95b9af8))
* Fix integration tests ([feast-dev#6046](feast-dev#6046)) ([02d5548](feast-dev@02d5548))
* Fix non-specific label selector on metrics service ([a1a160d](feast-dev@a1a160d))
* Fixed IntegrityError on SqlRegistry ([feast-dev#6047](feast-dev#6047)) ([325e148](feast-dev@325e148))
* Fixed pre-commit check ([114b7db](feast-dev@114b7db))
* Fixed uv cache permission error for docker build on mac ([ad807be](feast-dev@ad807be))
* Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([feast-dev#5991](feast-dev#5991)) ([abfd18a](feast-dev@abfd18a))
* Integration test failures ([feast-dev#6040](feast-dev#6040)) ([9165870](feast-dev@9165870))
* Ray offline store tests are duplicated across 3 workflows ([54f705a](feast-dev@54f705a))
* Reenable tests ([feast-dev#6036](feast-dev#6036)) ([82ee7f8](feast-dev@82ee7f8))
* Use commitlint pre-commit hook instead of a separate action ([35a81e7](feast-dev@35a81e7))

### Features

* Add complex type support (Map, JSON, Struct) with schema validation ([feast-dev#5974](feast-dev#5974)) ([1200dbf](feast-dev@1200dbf))
* Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](feast-dev@2c6be18))
* Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](feast-dev@4d08ddc)), closes [feast-dev#5835](feast-dev#5835)
* Add OnlineStore for MongoDB ([feast-dev#6025](feast-dev#6025)) ([bf4e3fa](feast-dev@bf4e3fa)), closes [golang/go#74462](golang/go#74462)
* Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](feast-dev@547b516))
* Adding optional name to Aggregation (feast-dev[feast-dev#5994](feast-dev#5994)) ([feast-dev#6083](feast-dev#6083)) ([56469f7](feast-dev@56469f7))
* Feature Server High-Availability on Kubernetes ([feast-dev#6028](feast-dev#6028)) ([9c07b4c](feast-dev@9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability)
* **go:** Implement metrics and tracing for http and grpc servers ([feast-dev#5925](feast-dev#5925)) ([2b4ec9a](feast-dev@2b4ec9a))
* Horizontal scaling support to the Feast operator ([feast-dev#6000](feast-dev#6000)) ([3ec13e6](feast-dev@3ec13e6))
* Making feature view source optional (feast-dev[feast-dev#6074](feast-dev#6074)) ([feast-dev#6075](feast-dev#6075)) ([76917b7](feast-dev@76917b7))
* Support arm docker build ([feast-dev#6061](feast-dev#6061)) ([1e1f5d9](feast-dev@1e1f5d9))
* Use orjson for faster JSON serialization in feature server ([6f5203a](feast-dev@6f5203a))

### Performance Improvements

* Optimize protobuf parsing in Redis online store ([feast-dev#6023](feast-dev#6023)) ([59dfdb8](feast-dev@59dfdb8))
* Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](feast-dev@33a2e95))
* Parallelize DynamoDB batch reads in sync online_read ([feast-dev#6024](feast-dev#6024)) ([9699944](feast-dev@9699944))
* Remove redundant entity key serialization in online_read ([d87283f](feast-dev@d87283f))

Signed-off-by: Shizoqua <hr.lanreshittu@gmail.com>
aniketpalu pushed a commit to aniketpalu/feast that referenced this pull request Mar 23, 2026
# [0.61.0](feast-dev/feast@v0.60.0...v0.61.0) (2026-03-10)

### Bug Fixes

* Add grpcio dependency group to transformation server Dockerfile ([2c2150a](feast-dev@2c2150a))
* Add https readiness check for rest-registry tests ([ea85e63](feast-dev@ea85e63))
* Add website build check for PRs and fix blog frontmatter YAML error ([feast-dev#6079](feast-dev#6079)) ([30a3a43](feast-dev@30a3a43))
* Added MLflow metric charts across feature selection ([feast-dev#6080](feast-dev#6080)) ([a403361](feast-dev@a403361))
* Check duplicate names for feature view across types ([feast-dev#5999](feast-dev#5999)) ([95b9af8](feast-dev@95b9af8))
* Fix integration tests ([feast-dev#6046](feast-dev#6046)) ([02d5548](feast-dev@02d5548))
* Fix non-specific label selector on metrics service ([a1a160d](feast-dev@a1a160d))
* Fixed IntegrityError on SqlRegistry ([feast-dev#6047](feast-dev#6047)) ([325e148](feast-dev@325e148))
* Fixed pre-commit check ([114b7db](feast-dev@114b7db))
* Fixed uv cache permission error for docker build on mac ([ad807be](feast-dev@ad807be))
* Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([feast-dev#5991](feast-dev#5991)) ([abfd18a](feast-dev@abfd18a))
* Integration test failures ([feast-dev#6040](feast-dev#6040)) ([9165870](feast-dev@9165870))
* Ray offline store tests are duplicated across 3 workflows ([54f705a](feast-dev@54f705a))
* Reenable tests ([feast-dev#6036](feast-dev#6036)) ([82ee7f8](feast-dev@82ee7f8))
* Use commitlint pre-commit hook instead of a separate action ([35a81e7](feast-dev@35a81e7))

### Features

* Add complex type support (Map, JSON, Struct) with schema validation ([feast-dev#5974](feast-dev#5974)) ([1200dbf](feast-dev@1200dbf))
* Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](feast-dev@2c6be18))
* Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](feast-dev@4d08ddc)), closes [feast-dev#5835](feast-dev#5835)
* Add OnlineStore for MongoDB ([feast-dev#6025](feast-dev#6025)) ([bf4e3fa](feast-dev@bf4e3fa)), closes [golang/go#74462](golang/go#74462)
* Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](feast-dev@547b516))
* Adding optional name to Aggregation (feast-dev[feast-dev#5994](feast-dev#5994)) ([feast-dev#6083](feast-dev#6083)) ([56469f7](feast-dev@56469f7))
* Feature Server High-Availability on Kubernetes ([feast-dev#6028](feast-dev#6028)) ([9c07b4c](feast-dev@9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability)
* **go:** Implement metrics and tracing for http and grpc servers ([feast-dev#5925](feast-dev#5925)) ([2b4ec9a](feast-dev@2b4ec9a))
* Horizontal scaling support to the Feast operator ([feast-dev#6000](feast-dev#6000)) ([3ec13e6](feast-dev@3ec13e6))
* Making feature view source optional (feast-dev[feast-dev#6074](feast-dev#6074)) ([feast-dev#6075](feast-dev#6075)) ([76917b7](feast-dev@76917b7))
* Support arm docker build ([feast-dev#6061](feast-dev#6061)) ([1e1f5d9](feast-dev@1e1f5d9))
* Use orjson for faster JSON serialization in feature server ([6f5203a](feast-dev@6f5203a))

### Performance Improvements

* Optimize protobuf parsing in Redis online store ([feast-dev#6023](feast-dev#6023)) ([59dfdb8](feast-dev@59dfdb8))
* Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](feast-dev@33a2e95))
* Parallelize DynamoDB batch reads in sync online_read ([feast-dev#6024](feast-dev#6024)) ([9699944](feast-dev@9699944))
* Remove redundant entity key serialization in online_read ([d87283f](feast-dev@d87283f))

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
yuan1j pushed a commit to yuan1j/feast that referenced this pull request Apr 2, 2026
# [0.61.0](feast-dev/feast@v0.60.0...v0.61.0) (2026-03-10)

### Bug Fixes

* Add grpcio dependency group to transformation server Dockerfile ([2c2150a](feast-dev@2c2150a))
* Add https readiness check for rest-registry tests ([ea85e63](feast-dev@ea85e63))
* Add website build check for PRs and fix blog frontmatter YAML error ([feast-dev#6079](feast-dev#6079)) ([30a3a43](feast-dev@30a3a43))
* Added MLflow metric charts across feature selection ([feast-dev#6080](feast-dev#6080)) ([a403361](feast-dev@a403361))
* Check duplicate names for feature view across types ([feast-dev#5999](feast-dev#5999)) ([95b9af8](feast-dev@95b9af8))
* Fix integration tests ([feast-dev#6046](feast-dev#6046)) ([02d5548](feast-dev@02d5548))
* Fix non-specific label selector on metrics service ([a1a160d](feast-dev@a1a160d))
* Fixed IntegrityError on SqlRegistry ([feast-dev#6047](feast-dev#6047)) ([325e148](feast-dev@325e148))
* Fixed pre-commit check ([114b7db](feast-dev@114b7db))
* Fixed uv cache permission error for docker build on mac ([ad807be](feast-dev@ad807be))
* Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([feast-dev#5991](feast-dev#5991)) ([abfd18a](feast-dev@abfd18a))
* Integration test failures ([feast-dev#6040](feast-dev#6040)) ([9165870](feast-dev@9165870))
* Ray offline store tests are duplicated across 3 workflows ([54f705a](feast-dev@54f705a))
* Reenable tests ([feast-dev#6036](feast-dev#6036)) ([82ee7f8](feast-dev@82ee7f8))
* Use commitlint pre-commit hook instead of a separate action ([35a81e7](feast-dev@35a81e7))

### Features

* Add complex type support (Map, JSON, Struct) with schema validation ([feast-dev#5974](feast-dev#5974)) ([1200dbf](feast-dev@1200dbf))
* Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](feast-dev@2c6be18))
* Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](feast-dev@4d08ddc)), closes [feast-dev#5835](feast-dev#5835)
* Add OnlineStore for MongoDB ([feast-dev#6025](feast-dev#6025)) ([bf4e3fa](feast-dev@bf4e3fa)), closes [golang/go#74462](golang/go#74462)
* Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](feast-dev@547b516))
* Adding optional name to Aggregation (feast-dev[feast-dev#5994](feast-dev#5994)) ([feast-dev#6083](feast-dev#6083)) ([56469f7](feast-dev@56469f7))
* Feature Server High-Availability on Kubernetes ([feast-dev#6028](feast-dev#6028)) ([9c07b4c](feast-dev@9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability)
* **go:** Implement metrics and tracing for http and grpc servers ([feast-dev#5925](feast-dev#5925)) ([2b4ec9a](feast-dev@2b4ec9a))
* Horizontal scaling support to the Feast operator ([feast-dev#6000](feast-dev#6000)) ([3ec13e6](feast-dev@3ec13e6))
* Making feature view source optional (feast-dev[feast-dev#6074](feast-dev#6074)) ([feast-dev#6075](feast-dev#6075)) ([76917b7](feast-dev@76917b7))
* Support arm docker build ([feast-dev#6061](feast-dev#6061)) ([1e1f5d9](feast-dev@1e1f5d9))
* Use orjson for faster JSON serialization in feature server ([6f5203a](feast-dev@6f5203a))

### Performance Improvements

* Optimize protobuf parsing in Redis online store ([feast-dev#6023](feast-dev#6023)) ([59dfdb8](feast-dev@59dfdb8))
* Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](feast-dev@33a2e95))
* Parallelize DynamoDB batch reads in sync online_read ([feast-dev#6024](feast-dev#6024)) ([9699944](feast-dev@9699944))
* Remove redundant entity key serialization in online_read ([d87283f](feast-dev@d87283f))

Signed-off-by: yuanjun220 <1069645408@qq.com>
franciscojavierarceo pushed a commit that referenced this pull request Apr 7, 2026
# [0.61.0](v0.60.0...v0.61.0) (2026-04-07)

### Bug Fixes

* Add grpcio dependency group to transformation server Dockerfile ([2c2150a](2c2150a))
* Add https readiness check for rest-registry tests ([ea85e63](ea85e63))
* Add website build check for PRs and fix blog frontmatter YAML error ([#6079](#6079)) ([30a3a43](30a3a43))
* Added missing jackc/pgx/v5 entries ([94ad0e7](94ad0e7))
* Added MLflow metric charts across feature selection ([#6080](#6080)) ([a403361](a403361))
* Check duplicate names for feature view across types ([#5999](#5999)) ([95b9af8](95b9af8))
* Fix integration tests ([#6046](#6046)) ([02d5548](02d5548))
* Fix missing error handling for resource_counts endpoint ([d9706ce](d9706ce))
* Fix non-specific label selector on metrics service ([a1a160d](a1a160d))
* fix path feature_definitions.py ([7d7df68](7d7df68))
* Fix regstry Rest API tests intermittent failure ([d53a339](d53a339))
* Fixed IntegrityError on SqlRegistry ([#6047](#6047)) ([325e148](325e148))
* Fixed intermittent failures in get_historical_features ([c335ec7](c335ec7))
* Fixed pre-commit check ([114b7db](114b7db))
* Fixed the intermittent FeatureViewNotFoundException ([661ecc7](661ecc7))
* Fixed uv cache permission error for docker build on mac ([ad807be](ad807be))
* Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([#5991](#5991)) ([abfd18a](abfd18a))
* Handle existing RBAC role gracefully in namespace registry ([b46a62b](b46a62b))
* Ignore ipynb files during apply ([#6151](#6151)) ([4ea123d](4ea123d))
* Integration test failures ([#6040](#6040)) ([9165870](9165870))
* Mount TLS volumes for init container ([080a9b5](080a9b5))
* **postgres:** Use end_date in synthetic entity_df for non-entity retrieval ([#6110](#6110)) ([088a802](088a802)), closes [#6066](#6066)
* Ray offline store tests are duplicated across 3 workflows ([54f705a](54f705a))
* Reenable tests ([#6036](#6036)) ([82ee7f8](82ee7f8))
* SSL/TLS mode by default for postgres connection ([4844488](4844488))
* Use commitlint pre-commit hook instead of a separate action ([35a81e7](35a81e7))

### Features

* Add Claude Code agent skills for Feast ([#6081](#6081)) ([1e5b60f](1e5b60f)), closes [#5976](#5976) [#6007](#6007)
* Add complex type support (Map, JSON, Struct) with schema validation ([#5974](#5974)) ([1200dbf](1200dbf))
* Add decimal to supported feature types ([#6029](#6029)) ([#6226](#6226)) ([cff6fbf](cff6fbf))
* Add feast apply init container to automate registry population on pod start ([#6106](#6106)) ([6b31a43](6b31a43))
* Add feature view versioning support to PostgreSQL and MySQL online stores ([#6193](#6193)) ([940e0f0](940e0f0)), closes [#6168](#6168) [#6169](#6169) [#2728](#2728)
* Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](2c6be18))
* Add metadata statistics to registry api ([ef1d4fc](ef1d4fc))
* Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](4d08ddc)), closes [#5835](#5835)
* Add OnlineStore for MongoDB ([#6025](#6025)) ([bf4e3fa](bf4e3fa)), closes [golang/go#74462](golang/go#74462)
* Add Oracle DB as Offline store in python sdk & operator ([#6017](#6017)) ([9d35368](9d35368))
* Add RBAC aggregation labels to FeatureStore ClusterRoles ([daf77c6](daf77c6))
* Add ServiceMonitor auto-generation for Prometheus discovery ([#6126](#6126)) ([56e6d21](56e6d21))
* Add typed_features field to grpc write request (([#6117](#6117)) ([#6118](#6118)) ([eeaa6db](eeaa6db)), closes [#6116](#6116)
* Add UUID and TIME_UUID as feature types ([#5885](#5885)) ([#5951](#5951)) ([5d6e311](5d6e311))
* Add version indicators to lineage graph nodes ([#6187](#6187)) ([73805d3](73805d3))
* Add version tracking to FeatureView ([#6101](#6101)) ([ed4a4f2](ed4a4f2))
* Added Agent skills for AI Agents ([#6007](#6007)) ([99008c8](99008c8))
* Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](547b516))
* Added odfv transformations metrics ([8b5a526](8b5a526))
* Adding optional name to Aggregation (feast-dev[#5994](#5994)) ([#6083](#6083)) ([56469f7](56469f7))
* Created DocEmbedder class ([#5973](#5973)) ([0719c06](0719c06))
* Extended OIDC support to extract groups & namespaces and token injection with multiple methods ([#6089](#6089)) ([7c04026](7c04026))
* Feature Server High-Availability on Kubernetes ([#6028](#6028)) ([9c07b4c](9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability)
* **go:** Implement metrics and tracing for http and grpc servers ([#5925](#5925)) ([2b4ec9a](2b4ec9a))
* Horizontal scaling support to the Feast operator ([#6000](#6000)) ([3ec13e6](3ec13e6))
* Making feature view source optional (feast-dev[#6074](#6074)) ([#6075](#6075)) ([76917b7](76917b7))
* Replace ORJSONResponse with Pydantic response models for faster JSON serialization ([65cf03c](65cf03c))
* Support arm docker build ([#6061](#6061)) ([1e1f5d9](1e1f5d9))
* Support distinct count aggregation [[#6116](#6116)] ([3639570](3639570))
* Support HTTP in MCP ([#6109](#6109)) ([e72b983](e72b983))
* Support nested collection types (Array/Set of Array/Set) ([#5947](#5947)) ([#6132](#6132)) ([ab61642](ab61642))
* Support podAnnotations on Deployment pod template ([1b3cdc1](1b3cdc1))
* Use orjson for faster JSON serialization in feature server ([6f5203a](6f5203a))
* Utilize date partition column in BigQuery ([#6076](#6076)) ([4ea9b32](4ea9b32))

### Performance Improvements

* Online feature response construction in a single pass over read rows ([113fb04](113fb04))
* Optimize protobuf parsing in Redis online store ([#6023](#6023)) ([59dfdb8](59dfdb8))
* Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](33a2e95))
* Parallelize DynamoDB batch reads in sync online_read ([#6024](#6024)) ([9699944](9699944))
* Remove redundant entity key serialization in online_read ([d87283f](d87283f))
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