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GeezerVison is showing github.com — feat: Add Chronon online and offline store integrations by franciscojavierarceo · Pull Request #6188 · feast-dev/feast

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@franciscojavierarceo

@franciscojavierarceo franciscojavierarceo commented Mar 27, 2026 •
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Summary

Add a read integration for Chronon-backed features. Feast registers Chronon source metadata, retrieves historical features from local Parquet materializations, and reads online features through Chronon's Join or GroupBy HTTP service. Chronon continues to own computation, scheduling, materialization, and serving infrastructure.

The integration includes source/store/provider registration, schema-aware online conversion and configurable HTTP retries, point-in-time historical joins with TTL and duplicate timestamp handling, local on-demand transforms, Parquet saved datasets, reference documentation, and a runnable checkout-risk demo.

Updated against master at fac0f88d5. Historical retrieval now supports entityless views and preserves request columns that collide with internal row-ordering names. Regression tests cover both cases.

The Chronon workflow runs unit and stub integration tests separately, uses an ARM64 runner for the quickstart image, installs sbt through its setup action, and builds only the required Thrift compiler. The launcher pins the quickstart and MongoDB images and reports failed container startup immediately. MongoDB 7.0 avoids the observed MongoDB 8+ startup incompatibility on the local Linux 7.0 kernel.

Validation

Local Python 3.11 validation on October 5, 2026:

  • 88 focused unit tests passed, including adapters, saved datasets, example, launcher, CPU wheel hashes, and offline-server/FIPS coverage.
  • 34 core regression tests passed for FeatureStore, feature views, data sources, and online responses.
  • 7 offline/HTTP-stub integration tests passed.
  • The real Chronon/MongoDB integration test passed with Chronon at 6c0b8de9f0301521baf61a46ff3083c566fb4052.
  • Offline and online demos passed. All 30 checkout feature values for users 5, 7, and 999999 matched direct Chronon responses, allowing Float32 rounding and preserving missing values.
  • Changed Python files passed Ruff lint and formatting; all six adapter/provider source files passed mypy. Shell syntax and launcher secret scanning passed.
  • The existing 22-slide summit presentation rebuilt without changes; its September recording remains a dated artifact.

CI validation at 1274ce368 on October 5: Chronon unit, HTTP-stub, and real-service integration tests passed; lint passed; Linux Python 3.10, 3.11, and 3.12 unit jobs, Go unit tests, and UI unit tests passed. The workflow now successfully builds Thrift 0.13 from Apache’s GitHub source. macOS and broader integration jobs were still running at this update. Ray and DuckDB integration jobs stop before tests at a pre-existing Pixi lockfile mismatch; pyproject.toml and pixi.lock are unchanged from the base branch.

Scope

Offline joins execute locally in pandas; this does not launch Chronon jobs, provide distributed historical execution, or add Go/Java adapters. The demo and correctness checks are not performance or production-readiness benchmarks.

Related presentation: #6850.

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@franciscojavierarceo franciscojavierarceo changed the title Add Chronon online and offline store integrations feat: Add Chronon online and offline store integrations Mar 27, 2026
@franciscojavierarceo
franciscojavierarceo force-pushed the chronon branch from b15df79 to 47fdba8 Compare June 22, 2026 02:56
@franciscojavierarceo
feat: add Chronon online and offline store integrations
a68a4ef
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo
franciscojavierarceo force-pushed the chronon branch from 47fdba8 to a68a4ef Compare June 22, 2026 03:01
franciscojavierarceo added 5 commits June 22, 2026 08:48
@franciscojavierarceo
docs: add Chronon demo
8f5a2e6
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo
fix: preserve Chronon setup error output
5adfb98
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo
docs: expand Chronon checkout risk demo
03c7b4b
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo
fix: Correct Chronon retrieval and source handling
278fbcc
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo
chore: Merge master to restore Chronon CI
960558f
Signed-off-by: Francisco Javier Arceo <[email protected]>
@codecov-commenter

codecov-commenter commented Sep 9, 2026 •
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⚠️ Please install the 'codecov app svg image' to ensure uploads and comments are reliably processed by Codecov.

Codecov Report

❌ Patch coverage is 82.88770% with 64 lines in your changes missing coverage. Please review.
✅ Project coverage is 49.02%. Comparing base (fac0f88) to head (1274ce3).

Files with missing lines Patch % Lines
...ne_stores/contrib/chronon_offline_store/chronon.py 74.74% 45 Missing and 5 partials ⚠️
...nfra/online_stores/chronon_online_store/chronon.py 90.36% 4 Missing and 4 partials ⚠️
...es/contrib/chronon_offline_store/chronon_source.py 94.52% 4 Missing ⚠️
sdk/python/feast/infra/chronon_provider.py 88.23% 1 Missing and 1 partial ⚠️
❗ Your organization needs to install the Codecov GitHub app to enable full functionality.
Additional details and impacted files

Impacted file tree graph

@@            Coverage Diff             @@
##           master    #6188      +/-   ##
==========================================
+ Coverage   48.71%   49.02%   +0.31%     
==========================================
  Files         427      433       +6     
  Lines       53934    54308     +374     
  Branches     7865     7910      +45     
==========================================
+ Hits        26272    26624     +352     
- Misses      25789    25799      +10     
- Partials     1873     1885      +12     
Flag Coverage Δ
go-feature-server 30.58% <ø> (ø)
python-unit 50.41% <82.88%> (+0.32%) ⬆️
Files with missing lines Coverage Δ
sdk/python/feast/__init__.py 97.14% <100.00%> (+0.08%) ⬆️
...e_stores/contrib/chronon_offline_store/__init__.py 100.00% <100.00%> (ø)
...fra/online_stores/chronon_online_store/__init__.py 100.00% <100.00%> (ø)
sdk/python/feast/infra/provider.py 92.30% <ø> (ø)
sdk/python/feast/repo_config.py 79.52% <ø> (ø)
sdk/python/feast/infra/chronon_provider.py 88.23% <88.23%> (ø)
...es/contrib/chronon_offline_store/chronon_source.py 94.52% <94.52%> (ø)
...nfra/online_stores/chronon_online_store/chronon.py 90.36% <90.36%> (ø)
...ne_stores/contrib/chronon_offline_store/chronon.py 74.74% <74.74%> (ø)

... and 7 files with indirect coverage changes


Continue to review full report in Codecov by Harness.

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franciscojavierarceo and others added 2 commits September 9, 2026 15:08
@franciscojavierarceo
ci: Include CPU PyTorch hashes in CI locks
158f0f8
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo
Merge branch 'master' into chronon
fc3c683
@franciscojavierarceo franciscojavierarceo mentioned this pull request Sep 14, 2026
ci: Stabilize FIPS import test and repair CPU wheel hashes #6835
Merged
6 of 8 tasks
franciscojavierarceo and others added 3 commits September 14, 2026 13:00
@franciscojavierarceo
test: Reduce FIPS import timeout flakes and capture diagnostics
3536b45
Signed-off-by: Francisco Javier Arceo <[email protected]>
(cherry picked from commit 05a27c0)
@franciscojavierarceo
feat: Improve Chronon retrieval reliability and saved datasets
5587375
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo
Merge branch 'master' into chronon
61bb4a1
@franciscojavierarceo franciscojavierarceo mentioned this pull request Sep 19, 2026
docs: Add Feast and Chronon summit presentation #6850
Merged
4 tasks done
franciscojavierarceo added 2 commits October 5, 2026 10:37
@franciscojavierarceo
chore: Merge latest master into Chronon integration
e6ab5a7
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo
fix: Preserve Chronon retrieval inputs and run complete CI coverage
ef63f93
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo franciscojavierarceo added kind/feature New feature or request ok-to-test labels Oct 5, 2026
franciscojavierarceo added 2 commits October 5, 2026 10:48
@franciscojavierarceo
fix: Make Chronon demo setup reproducible and surface startup failures
eae9890
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo
fix: Stabilize Chronon CI setup and generated documentation
1274ce3
Signed-off-by: Francisco Javier Arceo <[email protected]>
@franciscojavierarceo
franciscojavierarceo marked this pull request as ready for review October 5, 2026 15:10
@franciscojavierarceo
franciscojavierarceo requested a review from a team as a code owner October 5, 2026 15:10
@franciscojavierarceo
franciscojavierarceo merged commit dd059c6 into feast-dev:master Oct 5, 2026
29 of 32 checks passed

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This was referenced Oct 5, 2026
fix: Repair Chronon operator validation and Pixi CI setup #6947
Merged
docs: Add Feast Chronon integration blog post #6954
Merged
@aniketpalu aniketpalu mentioned this pull request Oct 6, 2026
feat(catalog): Add Data Registry GET /v1/{project}/search and align with openapi spec 0.8.2 opendatahub-io/feast#219
Merged
4 of 7 tasks
@haoxu0 haoxu0 mentioned this pull request Oct 7, 2026
fix: Stop add_cpu_torch_hashes failing on a universal torch split #6959
Closed
@haoxu0 haoxu0 mentioned this pull request Oct 7, 2026
feat: Add Lance optional dependencies #6958
Merged
This was referenced Oct 9, 2026
feat: Accept native Chronon GroupBy and Join definitions in Feast #6982
Open
feat: Integrate Chronon backfills with scalable historical retrieval #6983
Open
feat: Support Feast DQM for Chronon outputs with freshness and lineage context #6984
Open
ntkathole pushed a commit that referenced this pull request Oct 13, 2026
@feast-ci-bot
chore(release): release 0.67.0
2dfb9e6
# [0.67.0](v0.66.0...v0.67.0) (2026-10-13)

### Bug Fixes

* Allow dill 0.4 so UDF serialization works on Python 3.14 ([#6858](#6858)) ([139704f](139704f))
* Allow serving features while a feature view is MATERIALIZING ([#6789](#6789)) ([e2d7fe2](e2d7fe2)), closes [#6780](#6780)
* Allowlist the pinned commit SHA flagged by detect-secrets ([4b81d18](4b81d18))
* Apply point-in-time filter correctly with the Polars backend ([#6992](#6992)) ([01224d0](01224d0))
* Authorize registry server writes before deserializing UDFs ([e0ef16e](e0ef16e))
* Automate versioned documentation publication ([#6763](#6763)) ([5ad5592](5ad5592)), closes [#6762](#6762)
* Avoid NumPy generic-unit deprecation when importing feast.type_map ([5fea698](5fea698))
* Bind metrics, REST registry, ui, and lineage servers dual-stack ([#6886](#6886)) ([8d2773c](8d2773c))
* Bound Arrow Flight batch size in the offline server ([#6896](#6896)) ([d169238](d169238))
* Compute std and var correctly for tiled aggregations ([213a130](213a130))
* Convert PdfBytes values to protos like ImageBytes ([#6968](#6968)) ([af20fe4](af20fe4))
* Decode fixed_size_list as the matching Feast list value type ([#6944](#6944)) ([8cfe891](8cfe891))
* Do not log /metrics requests from the pre-fork metrics server thread ([7087f1f](7087f1f)), closes [#6928](#6928)
* Don't return from finally blocks in REST registry helpers ([d7cb4d0](d7cb4d0))
* Encode non-finite floats in feature server JSON responses ([#6930](#6930)) ([211ecb8](211ecb8))
* Feature freshness logic updated ([#6765](#6765)) ([f0bc070](f0bc070))
* Fix monitoring auth ([015cc84](015cc84))
* Handle non-nanosecond timestamps in tiled aggregations ([b8989cb](b8989cb))
* Improve feature list column sizing ([#6793](#6793)) ([2573693](2573693))
* Include vector attributes in Field equality ([#6934](#6934)) ([298c3f6](298c3f6))
* Increase feast container probe timeouts to avoid false restarts ([e8dbd50](e8dbd50))
* Infer the tensor type from retrieved values in to_tensor ([a03e323](a03e323))
* Infer timestamps for datetime columns in any unit or timezone ([810391f](810391f))
* Infer vector width when vector_length is undeclared ([0056565](0056565)), closes [#6907](#6907)
* Initialize auth managers in standalone lineage server ([#6873](#6873)) ([ecd0d38](ecd0d38))
* Keep a zero watermark delay threshold on a Kafka source ([e2e28c7](e2e28c7))
* Keep entity rows apart in the ibis point-in-time join ([a87c070](a87c070))
* Keep the BatchFeatureView type and settings when copying it ([#6989](#6989)) ([013fc57](013fc57))
* Keep tiling, offline and stream engine settings when copying a StreamFeatureView ([fac0f88](fac0f88))
* Limit tiled max and min aggregations to the window ([2583c45](2583c45))
* Load Milvus collections once instead of on every query ([#6882](#6882)) ([f9e91fa](f9e91fa))
* Make vector length validation reachable, schema-driven and vectorized ([#6909](#6909)) ([29af8c0](29af8c0)), closes [#6907](#6907)
* Map INT32_LIST, PDF_BYTES and IMAGE_BYTES type names to their ValueType ([8c1e825](8c1e825))
* Map narrow and unsigned Arrow integer types to Feast value types ([#6960](#6960)) ([ae74360](ae74360))
* Map Spark smallint and tinyint columns to INT32 ([9d42729](9d42729))
* Map SQL Server bigint to INT64 and float to DOUBLE ([6d15533](6d15533))
* Map Trino DECIMAL columns to pyarrow decimal128 ([155bc24](155bc24))
* Normalize Arrow-backed dtypes from Ray Dataset.to_pandas() for pyarrow >=25 compatibility ([#6916](#6916)) ([374f1d7](374f1d7))
* **operator:** Set grpc appProtocol on the offline Service port ([f9dcfb5](f9dcfb5))
* Pin expected tensor to same device in online retrieval test ([#6777](#6777)) ([1f2584d](1f2584d))
* Preserve an unset aggregation time window across a proto round-trip ([2000379](2000379))
* Preserve entity row order in precomputed reads ([ce37029](ce37029))
* Pull the MinIO test image from pgsty/minio ([fe27230](fe27230))
* Pull the MinIO test image from quay ([#6838](#6838)) ([367001b](367001b))
* Raise Trino monitoring query errors other than a missing table ([6161766](6161766))
* Read Kafka and Kinesis sources without a batch source from proto ([a620f5c](a620f5c))
* Read naive datetimes as UTC in UnixTimestamp values ([bc703d9](bc703d9))
* Record which storage class wrote a custom_storage payload ([#6988](#6988)) ([c0545f7](c0545f7))
* Refresh the SQL registry cache after deleting a data source ([66c55e3](66c55e3))
* Refresh the SQL registry cache after deleting a permission ([6b212f5](6b212f5))
* Reject unknown resource types and actions in the REST permission API ([a5eaa36](a5eaa36))
* Remove pip install command from Redis GLIDE docstring ([66ff990](66ff990))
* Remove runtime pip install hints from mlflow errors ([dd9f099](dd9f099))
* Remove unsupported vector_len from PostgreSQL tutorial config ([fcc9a85](fcc9a85))
* Repair Chronon operator validation and Pixi CI setup ([#6947](#6947)) ([3710f78](3710f78))
* Report Dask monitoring read errors instead of no data ([81673d9](81673d9))
* Resolve feature view batch source name against registry ([f8883d0](f8883d0))
* Restrict UI server CORS to trusted origins ([#6986](#6986)) ([5e7ef3e](5e7ef3e))
* Return feature_view_metadata from the REST feature server ([#6927](#6927)) ([bc5aeef](bc5aeef))
* Serve aliased on demand feature views in feature services ([823b92e](823b92e))
* Snapshot tag filters in registry cache keys ([81e1546](81e1546))
* Stabilize materialization checks across hour boundaries ([#6948](#6948)) ([acadb17](acadb17))
* Stop the Couchbase online store reporting failed writes as written ([b3f3c98](b3f3c98))
* Support SQL registry dump ([b60f9c7](b60f9c7))
* Treat datetimes with a None utcoffset as naive ([687bee8](687bee8))
* Unwrap SecretStr tokens when building Trino auth objects ([#6771](#6771)) ([922db5c](922db5c))
* Use a valid ShuffleStrategy for the Ray DatasetContext ([6259f5c](6259f5c))
* Use do_exchange for offline server reads to support HPA ([bae07fc](bae07fc))
* Use group_by in Polars backend aggregation ([#6965](#6965)) ([7b9fad2](7b9fad2))
* Use upstream kubectl image as feast-operator CronJob default ([d6cc1dc](d6cc1dc))
* Use UTC end bound and correct docs for disable_event_timestamp ([#6956](#6956)) ([cc07c82](cc07c82)), closes [#6936](#6936)

### Features

* Add a non-JVM read path for Lance data sources ([#6943](#6943)) ([e2a53bb](e2a53bb)), closes [#6925](#6925) [#5782](#5782) [#6909](#6909)
* Add a non-JVM write path for Lance data sources ([#6945](#6945)) ([f754323](f754323)), closes [#6943](#6943) [#6909](#6909)
* Add Chronon online and offline store integrations ([#6188](#6188)) ([dd059c6](dd059c6))
* Add consistency_level to the Milvus online store config ([97296c1](97296c1))
* Add dualStack server option to the Feast operator ([#6887](#6887)) ([725a147](725a147)), closes [#6977](#6977)
* Add Lance optional dependencies ([#6958](#6958)) ([20bc993](20bc993))
* Add LanceFormat table format with version/tag pinning ([1196e22](1196e22)), closes [#5650](#5650)
* Add MLflow as a first-class offline DataSource for Feast ([#6702](#6702)) ([3667772](3667772))
* Add optional GLIDE client for Redis online reads ([#6870](#6870)) ([6e9a532](6e9a532))
* Add quality monitoring features for Trino offline store ([#6779](#6779)) ([9340545](9340545))
* Add SavedDatasetLanceStorage ([1118d3e](1118d3e))
* Add standalone MCP server as a first-class component ([0efab5c](0efab5c)), closes [python-keycloak#623](https://github.com/python-keycloak/issues/623)
* Add structured audit logging for MCP feature server ([#6456](#6456)) ([640ac70](640ac70))
* Add Trino compute engine for batch retrieval and materialization ([#6898](#6898)) ([11a47b4](11a47b4))
* Batch Postgres online reads across feature views ([#6832](#6832)) ([514bee7](514bee7)), closes [#3259](#3259)
* **bigtable:** Make write batch size and concurrency configurable ([#6847](#6847)) ([5388522](5388522))
* Bucket feature count labels in latency metrics ([#6811](#6811)) ([d9ea120](d9ea120))
* Expose runtime version in Feast UI ([#6843](#6843)) ([fa8f06b](fa8f06b))
* Make Milvus index and search params configurable ([ef743ff](ef743ff))
* Offline write batch for IcebergSource ([5be5ed0](5be5ed0))
* OpenLineage consumer improvements - dataset versioning, column lineage, ownership ([69f294e](69f294e))
* **operator:** Add tolerations and nodeSelector to the FeatureStore CR ([#6741](#6741)) ([03dac6f](03dac6f))
* Serve the MCP server dual-stack on --host :: ([4fc9726](4fc9726))
* Support Milvus partition keys in the Milvus online store ([0ed3285](0ed3285))
* Support token, uri and db_name in the Milvus online store ([c5efecd](c5efecd))
* Version-pinning for FeatureService (online + offline) ([#6718](#6718)) ([787845a](787845a))

### Performance Improvements

* Avoid pandas copy in Spark reads ([#6878](#6878)) ([4771156](4771156))
* Decouple metrics HTTP server into a dedicated child process ([#6855](#6855)) ([0b621de](0b621de))
* Reduce online serving hot-path overhead from metrics and audit logging ([5ee7ee3](5ee7ee3))
ntkathole added a commit to opendatahub-io/feast that referenced this pull request Oct 14, 2026
@ntkathole @Srihari1192
@cursoragent @feast-ci-bot
fix: Merge upstream feast-dev/feast master - resolve CSV conflict (#247)
2b0b7d7
* fix: Increase feast container probe timeouts to avoid false restarts

Signed-off-by: Srihari <[email protected]>

* chore: Remove unused hermeto offline tree and sdist requirement locks (feast-dev#6987)

* chore: Remove unused multicloud hermeto offline build tree

Drop sdk/python/feast/infra/feature_servers/multicloud/offline/, which only
supported local hermeto/arrow-from-source and RPM lock offline image builds
and is unused by Makefile CI, GitHub Actions, or the standard feature-server
Dockerfiles. Also clear related .secrets.baseline entries.

Signed-off-by: ntkathole <[email protected]>
Co-authored-by: Cursor <[email protected]>

* chore: Drop unused minimal-sdist requirement locks

Remove py3.10–3.12 minimal-sdist(-build) lockfiles, stop generating them
in lock-python-dependencies-all, and delete the minimal-sdist-build extra.
They only supported hermeto build-from-sdist offline image builds.

Signed-off-by: ntkathole <[email protected]>
Co-authored-by: Cursor <[email protected]>

* chore: Refresh pixi.lock after removing minimal-sdist-build

Keep pixi install --locked in sync with the pyproject.toml optional
dependency change so ray/duckdb CI environments can install.

Signed-off-by: ntkathole <[email protected]>
Co-authored-by: Cursor <[email protected]>

---------

Signed-off-by: ntkathole <[email protected]>
Co-authored-by: Cursor <[email protected]>

* chore(release): release 0.67.0

# [0.67.0](feast-dev/feast@v0.66.0...v0.67.0) (2026-10-13)

### Bug Fixes

* Allow dill 0.4 so UDF serialization works on Python 3.14 ([feast-dev#6858](feast-dev#6858)) ([139704f](feast-dev@139704f))
* Allow serving features while a feature view is MATERIALIZING ([feast-dev#6789](feast-dev#6789)) ([e2d7fe2](feast-dev@e2d7fe2)), closes [feast-dev#6780](feast-dev#6780)
* Allowlist the pinned commit SHA flagged by detect-secrets ([4b81d18](feast-dev@4b81d18))
* Apply point-in-time filter correctly with the Polars backend ([feast-dev#6992](feast-dev#6992)) ([01224d0](feast-dev@01224d0))
* Authorize registry server writes before deserializing UDFs ([e0ef16e](feast-dev@e0ef16e))
* Automate versioned documentation publication ([feast-dev#6763](feast-dev#6763)) ([5ad5592](feast-dev@5ad5592)), closes [feast-dev#6762](feast-dev#6762)
* Avoid NumPy generic-unit deprecation when importing feast.type_map ([5fea698](feast-dev@5fea698))
* Bind metrics, REST registry, ui, and lineage servers dual-stack ([feast-dev#6886](feast-dev#6886)) ([8d2773c](feast-dev@8d2773c))
* Bound Arrow Flight batch size in the offline server ([feast-dev#6896](feast-dev#6896)) ([d169238](feast-dev@d169238))
* Compute std and var correctly for tiled aggregations ([213a130](feast-dev@213a130))
* Convert PdfBytes values to protos like ImageBytes ([feast-dev#6968](feast-dev#6968)) ([af20fe4](feast-dev@af20fe4))
* Decode fixed_size_list as the matching Feast list value type ([feast-dev#6944](feast-dev#6944)) ([8cfe891](feast-dev@8cfe891))
* Do not log /metrics requests from the pre-fork metrics server thread ([7087f1f](feast-dev@7087f1f)), closes [feast-dev#6928](feast-dev#6928)
* Don't return from finally blocks in REST registry helpers ([d7cb4d0](feast-dev@d7cb4d0))
* Encode non-finite floats in feature server JSON responses ([feast-dev#6930](feast-dev#6930)) ([211ecb8](feast-dev@211ecb8))
* Feature freshness logic updated ([feast-dev#6765](feast-dev#6765)) ([f0bc070](feast-dev@f0bc070))
* Fix monitoring auth ([015cc84](feast-dev@015cc84))
* Handle non-nanosecond timestamps in tiled aggregations ([b8989cb](feast-dev@b8989cb))
* Improve feature list column sizing ([feast-dev#6793](feast-dev#6793)) ([2573693](feast-dev@2573693))
* Include vector attributes in Field equality ([feast-dev#6934](feast-dev#6934)) ([298c3f6](feast-dev@298c3f6))
* Increase feast container probe timeouts to avoid false restarts ([e8dbd50](feast-dev@e8dbd50))
* Infer the tensor type from retrieved values in to_tensor ([a03e323](feast-dev@a03e323))
* Infer timestamps for datetime columns in any unit or timezone ([810391f](feast-dev@810391f))
* Infer vector width when vector_length is undeclared ([0056565](feast-dev@0056565)), closes [feast-dev#6907](feast-dev#6907)
* Initialize auth managers in standalone lineage server ([feast-dev#6873](feast-dev#6873)) ([ecd0d38](feast-dev@ecd0d38))
* Keep a zero watermark delay threshold on a Kafka source ([e2e28c7](feast-dev@e2e28c7))
* Keep entity rows apart in the ibis point-in-time join ([a87c070](feast-dev@a87c070))
* Keep the BatchFeatureView type and settings when copying it ([feast-dev#6989](feast-dev#6989)) ([013fc57](feast-dev@013fc57))
* Keep tiling, offline and stream engine settings when copying a StreamFeatureView ([fac0f88](feast-dev@fac0f88))
* Limit tiled max and min aggregations to the window ([2583c45](feast-dev@2583c45))
* Load Milvus collections once instead of on every query ([feast-dev#6882](feast-dev#6882)) ([f9e91fa](feast-dev@f9e91fa))
* Make vector length validation reachable, schema-driven and vectorized ([feast-dev#6909](feast-dev#6909)) ([29af8c0](feast-dev@29af8c0)), closes [feast-dev#6907](feast-dev#6907)
* Map INT32_LIST, PDF_BYTES and IMAGE_BYTES type names to their ValueType ([8c1e825](feast-dev@8c1e825))
* Map narrow and unsigned Arrow integer types to Feast value types ([feast-dev#6960](feast-dev#6960)) ([ae74360](feast-dev@ae74360))
* Map Spark smallint and tinyint columns to INT32 ([9d42729](feast-dev@9d42729))
* Map SQL Server bigint to INT64 and float to DOUBLE ([6d15533](feast-dev@6d15533))
* Map Trino DECIMAL columns to pyarrow decimal128 ([155bc24](feast-dev@155bc24))
* Normalize Arrow-backed dtypes from Ray Dataset.to_pandas() for pyarrow >=25 compatibility ([feast-dev#6916](feast-dev#6916)) ([374f1d7](feast-dev@374f1d7))
* **operator:** Set grpc appProtocol on the offline Service port ([f9dcfb5](feast-dev@f9dcfb5))
* Pin expected tensor to same device in online retrieval test ([feast-dev#6777](feast-dev#6777)) ([1f2584d](feast-dev@1f2584d))
* Preserve an unset aggregation time window across a proto round-trip ([2000379](feast-dev@2000379))
* Preserve entity row order in precomputed reads ([ce37029](feast-dev@ce37029))
* Pull the MinIO test image from pgsty/minio ([fe27230](feast-dev@fe27230))
* Pull the MinIO test image from quay ([feast-dev#6838](feast-dev#6838)) ([367001b](feast-dev@367001b))
* Raise Trino monitoring query errors other than a missing table ([6161766](feast-dev@6161766))
* Read Kafka and Kinesis sources without a batch source from proto ([a620f5c](feast-dev@a620f5c))
* Read naive datetimes as UTC in UnixTimestamp values ([bc703d9](feast-dev@bc703d9))
* Record which storage class wrote a custom_storage payload ([feast-dev#6988](feast-dev#6988)) ([c0545f7](feast-dev@c0545f7))
* Refresh the SQL registry cache after deleting a data source ([66c55e3](feast-dev@66c55e3))
* Refresh the SQL registry cache after deleting a permission ([6b212f5](feast-dev@6b212f5))
* Reject unknown resource types and actions in the REST permission API ([a5eaa36](feast-dev@a5eaa36))
* Remove pip install command from Redis GLIDE docstring ([66ff990](feast-dev@66ff990))
* Remove runtime pip install hints from mlflow errors ([dd9f099](feast-dev@dd9f099))
* Remove unsupported vector_len from PostgreSQL tutorial config ([fcc9a85](feast-dev@fcc9a85))
* Repair Chronon operator validation and Pixi CI setup ([feast-dev#6947](feast-dev#6947)) ([3710f78](feast-dev@3710f78))
* Report Dask monitoring read errors instead of no data ([81673d9](feast-dev@81673d9))
* Resolve feature view batch source name against registry ([f8883d0](feast-dev@f8883d0))
* Restrict UI server CORS to trusted origins ([feast-dev#6986](feast-dev#6986)) ([5e7ef3e](feast-dev@5e7ef3e))
* Return feature_view_metadata from the REST feature server ([feast-dev#6927](feast-dev#6927)) ([bc5aeef](feast-dev@bc5aeef))
* Serve aliased on demand feature views in feature services ([823b92e](feast-dev@823b92e))
* Snapshot tag filters in registry cache keys ([81e1546](feast-dev@81e1546))
* Stabilize materialization checks across hour boundaries ([feast-dev#6948](feast-dev#6948)) ([acadb17](feast-dev@acadb17))
* Stop the Couchbase online store reporting failed writes as written ([b3f3c98](feast-dev@b3f3c98))
* Support SQL registry dump ([b60f9c7](feast-dev@b60f9c7))
* Treat datetimes with a None utcoffset as naive ([687bee8](feast-dev@687bee8))
* Unwrap SecretStr tokens when building Trino auth objects ([feast-dev#6771](feast-dev#6771)) ([922db5c](feast-dev@922db5c))
* Use a valid ShuffleStrategy for the Ray DatasetContext ([6259f5c](feast-dev@6259f5c))
* Use do_exchange for offline server reads to support HPA ([bae07fc](feast-dev@bae07fc))
* Use group_by in Polars backend aggregation ([feast-dev#6965](feast-dev#6965)) ([7b9fad2](feast-dev@7b9fad2))
* Use upstream kubectl image as feast-operator CronJob default ([d6cc1dc](feast-dev@d6cc1dc))
* Use UTC end bound and correct docs for disable_event_timestamp ([feast-dev#6956](feast-dev#6956)) ([cc07c82](feast-dev@cc07c82)), closes [feast-dev#6936](feast-dev#6936)

### Features

* Add a non-JVM read path for Lance data sources ([feast-dev#6943](feast-dev#6943)) ([e2a53bb](feast-dev@e2a53bb)), closes [feast-dev#6925](feast-dev#6925) [feast-dev#5782](feast-dev#5782) [feast-dev#6909](feast-dev#6909)
* Add a non-JVM write path for Lance data sources ([feast-dev#6945](feast-dev#6945)) ([f754323](feast-dev@f754323)), closes [feast-dev#6943](feast-dev#6943) [feast-dev#6909](feast-dev#6909)
* Add Chronon online and offline store integrations ([feast-dev#6188](feast-dev#6188)) ([dd059c6](feast-dev@dd059c6))
* Add consistency_level to the Milvus online store config ([97296c1](feast-dev@97296c1))
* Add dualStack server option to the Feast operator ([feast-dev#6887](feast-dev#6887)) ([725a147](feast-dev@725a147)), closes [feast-dev#6977](feast-dev#6977)
* Add Lance optional dependencies ([feast-dev#6958](feast-dev#6958)) ([20bc993](feast-dev@20bc993))
* Add LanceFormat table format with version/tag pinning ([1196e22](feast-dev@1196e22)), closes [feast-dev#5650](feast-dev#5650)
* Add MLflow as a first-class offline DataSource for Feast ([feast-dev#6702](feast-dev#6702)) ([3667772](feast-dev@3667772))
* Add optional GLIDE client for Redis online reads ([feast-dev#6870](feast-dev#6870)) ([6e9a532](feast-dev@6e9a532))
* Add quality monitoring features for Trino offline store ([feast-dev#6779](feast-dev#6779)) ([9340545](feast-dev@9340545))
* Add SavedDatasetLanceStorage ([1118d3e](feast-dev@1118d3e))
* Add standalone MCP server as a first-class component ([0efab5c](feast-dev@0efab5c)), closes [python-keycloak#623](https://github.com/python-keycloak/issues/623)
* Add structured audit logging for MCP feature server ([feast-dev#6456](feast-dev#6456)) ([640ac70](feast-dev@640ac70))
* Add Trino compute engine for batch retrieval and materialization ([feast-dev#6898](feast-dev#6898)) ([11a47b4](feast-dev@11a47b4))
* Batch Postgres online reads across feature views ([feast-dev#6832](feast-dev#6832)) ([514bee7](feast-dev@514bee7)), closes [feast-dev#3259](feast-dev#3259)
* **bigtable:** Make write batch size and concurrency configurable ([feast-dev#6847](feast-dev#6847)) ([5388522](feast-dev@5388522))
* Bucket feature count labels in latency metrics ([feast-dev#6811](feast-dev#6811)) ([d9ea120](feast-dev@d9ea120))
* Expose runtime version in Feast UI ([feast-dev#6843](feast-dev#6843)) ([fa8f06b](feast-dev@fa8f06b))
* Make Milvus index and search params configurable ([ef743ff](feast-dev@ef743ff))
* Offline write batch for IcebergSource ([5be5ed0](feast-dev@5be5ed0))
* OpenLineage consumer improvements - dataset versioning, column lineage, ownership ([69f294e](feast-dev@69f294e))
* **operator:** Add tolerations and nodeSelector to the FeatureStore CR ([feast-dev#6741](feast-dev#6741)) ([03dac6f](feast-dev@03dac6f))
* Serve the MCP server dual-stack on --host :: ([4fc9726](feast-dev@4fc9726))
* Support Milvus partition keys in the Milvus online store ([0ed3285](feast-dev@0ed3285))
* Support token, uri and db_name in the Milvus online store ([c5efecd](feast-dev@c5efecd))
* Version-pinning for FeatureService (online + offline) ([feast-dev#6718](feast-dev#6718)) ([787845a](feast-dev@787845a))

### Performance Improvements

* Avoid pandas copy in Spark reads ([feast-dev#6878](feast-dev#6878)) ([4771156](feast-dev@4771156))
* Decouple metrics HTTP server into a dedicated child process ([feast-dev#6855](feast-dev#6855)) ([0b621de](feast-dev@0b621de))
* Reduce online serving hot-path overhead from metrics and audit logging ([5ee7ee3](feast-dev@5ee7ee3))

---------

Signed-off-by: Srihari <[email protected]>
Signed-off-by: ntkathole <[email protected]>
Co-authored-by: Srihari <[email protected]>
Co-authored-by: Cursor <[email protected]>
Co-authored-by: feast-ci-bot <[email protected]>
@rhods-devops-app rhods-devops-app Bot mentioned this pull request Oct 14, 2026
Automated Sync from main to stable red-hat-data-services/feast#493
Merged
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@franciscojavierarceo @codecov-commenter
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