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feat: OpenLineage lineage enhancements - full object coverage, richer UI, and API-level sync by ntkathole · Pull Request #6719 · feast-dev/feast · GitHub
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feat: OpenLineage lineage enhancements - full object coverage, richer UI, and API-level sync - #6719

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ntkathole merged 3 commits into
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ntkathole:lineage_enhancements
Aug 18, 2026
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feat: OpenLineage lineage enhancements - full object coverage, richer UI, and API-level sync#6719
ntkathole merged 3 commits into
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ntkathole:lineage_enhancements

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@ntkathole

@ntkathole ntkathole commented Aug 10, 2026

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What this PR does / why we need it:

This PR enhances the Feast OpenLineage integration to provide comprehensive, production-ready lineage tracking across all Feast objects and interaction paths.

  • Full object coverage in lineage: Extends lineage support beyond Feature Views and Feature Services to include SavedDatasets, On-Demand Feature Views, Entities, and DataSources - both in the OpenLineage graph and in Feast-only registry lineage. SavedDatasets now show connectivity to their upstream FeatureService, FeatureViews, and DataSources via storage matching.

  • Richer OpenLineage UI: Adds producer-based color coding, Feast type filtering, directional focus-on filtering (upstream + downstream without cross-branch bleed), node subtitles showing source type, detailed data source metadata in the side panel (path, table, query, timestamp fields, field mappings), and a toggle that auto-defaults to Feast-only lineage when no OL events exist yet.

  • API and registry sync: Wires OpenLineage emission and cleanup into the RegistryServer layer so that objects created, edited, or deleted via REST API / gRPC (not just feast apply) are immediately reflected in the lineage graph. Adds delete_dataset and delete_job store methods for clean removal.

@ntkathole ntkathole self-assigned this Aug 10, 2026
@ntkathole
ntkathole requested a review from a team as a code owner August 10, 2026 04:41
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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 38.67141% with 517 lines in your changes missing coverage. Please review.
✅ Project coverage is 46.96%. Comparing base (326554d) to head (4e16f58).

Files with missing lines Patch % Lines
sdk/python/feast/openlineage/emitter.py 4.13% 139 Missing ⚠️
sdk/python/feast/lineage/registry_lineage.py 25.84% 57 Missing and 9 partials ⚠️
sdk/python/feast/openlineage/store.py 60.13% 47 Missing and 10 partials ⚠️
sdk/python/feast/openlineage/mappers.py 0.00% 53 Missing ⚠️
sdk/python/feast/api/registry/rest/__init__.py 1.88% 52 Missing ⚠️
sdk/python/feast/openlineage/consumer.py 33.92% 31 Missing and 6 partials ⚠️
sdk/python/feast/openlineage/processor.py 65.16% 20 Missing and 11 partials ⚠️
sdk/python/feast/registry_server.py 50.00% 22 Missing and 4 partials ⚠️
sdk/python/feast/feature_store.py 19.04% 17 Missing ⚠️
sdk/python/feast/openlineage/facets.py 77.77% 10 Missing ⚠️
... and 5 more
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@@            Coverage Diff             @@
##           master    #6719      +/-   ##
==========================================
- Coverage   47.12%   46.96%   -0.17%     
==========================================
  Files         416      417       +1     
  Lines       50614    51385     +771     
  Branches     7267     7437     +170     
==========================================
+ Hits        23853    24133     +280     
- Misses      25072    25522     +450     
- Partials     1689     1730      +41
Flag Coverage Δ
go-feature-server 30.58% <ø> (ø)
python-unit 48.27% <38.67%> (-0.20%) ⬇️
Files with missing lines Coverage Δ
sdk/python/feast/api/registry/rest/lineage.py 87.80% <100.00%> (+0.30%) ⬆️
sdk/python/feast/openlineage/__init__.py 100.00% <100.00%> (ø)
sdk/python/feast/openlineage/client.py 30.50% <ø> (ø)
sdk/python/feast/repo_config.py 78.93% <100.00%> (+0.20%) ⬆️
sdk/python/feast/infra/compute_engines/base.py 75.92% <33.33%> (-2.93%) ⬇️
...infra/compute_engines/spark_application/compute.py 56.93% <68.42%> (+1.31%) ⬆️
sdk/python/feast/openlineage/config.py 63.88% <33.33%> (-4.37%) ⬇️
...ast/infra/compute_engines/spark_application/job.py 64.44% <46.15%> (-5.69%) ⬇️
sdk/python/feast/openlineage/identity.py 82.22% <82.22%> (ø)
sdk/python/feast/openlineage/facets.py 76.82% <77.77%> (+0.67%) ⬆️
... and 9 more

... and 1 file with indirect coverage changes

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@ntkathole
ntkathole force-pushed the lineage_enhancements branch 3 times, most recently from e0f64b8 to 3ad7895 Compare August 10, 2026 07:42
@ntkathole
ntkathole force-pushed the lineage_enhancements branch 6 times, most recently from d8e5249 to 29bdb26 Compare August 15, 2026 15:26
jyejare
jyejare reviewed Aug 18, 2026
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The implementation is well-structured with proper error handling and extensive documentation, though there are some areas that could benefit from improved error handling and potential performance optimizations.

Comment thread sdk/python/feast/api/registry/rest/__init__.py
Comment thread sdk/python/feast/openlineage/consumer.py
Comment thread sdk/python/feast/openlineage/facets.py
@ntkathole
feat: Enhancements to Feast OpenLineage UI
d80d3cc 
Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>
@ntkathole
feat: Add saved datasets to lineage
fd6a6a4 
Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>
@ntkathole
ntkathole force-pushed the lineage_enhancements branch from 29bdb26 to c37096d Compare August 18, 2026 09:54
@ntkathole

ntkathole commented Aug 18, 2026

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@jyejare Thanks for review, updated

@ntkathole
fix: Fixed OpenLineage actions via apis and apply
4e16f58 
Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>
@ntkathole
ntkathole force-pushed the lineage_enhancements branch from c37096d to 4e16f58 Compare August 18, 2026 10:02
@ntkathole
ntkathole requested a review from jyejare August 18, 2026 10:08
@ntkathole
ntkathole merged commit 120a868 into feast-dev:master Aug 18, 2026
25 checks passed
@franciscojavierarceo

franciscojavierarceo commented Aug 18, 2026

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Can we update the docs ?

@ntkathole

ntkathole commented Aug 18, 2026

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Can we update the docs ?

@franciscojavierarceo yes, it's added here https://docs.feast.dev/master/reference/openlineage#openlineage-consumer , I will also attach screenshots in documentation in upcoming PRs

franciscojavierarceo pushed a commit that referenced this pull request Aug 21, 2026
@feast-ci-bot
chore(release): release 0.66.0
1d5be95 
# [0.66.0](v0.65.0...v0.66.0) (2026-08-21)

### Bug Fixes

* Add connection pre-warming for DynamoDB async client ([89240fa](89240fa)), closes [#6060](#6060)
* Add remote registry client extra ([#6697](#6697)) ([b8dfcb0](b8dfcb0))
* Address review feedback on FIPS cipher suite configuration ([4a35fba](4a35fba))
* Allow remote-registry first apply for new projects ([39d408d](39d408d))
* Avoid importing feast.feature_store at mcp_server import time ([ddb2e9a](ddb2e9a))
* Bump pymssql to >=2.3.6 for macOS arm64 wheel support ([181eb35](181eb35)), closes [#5636](#5636) [#5193](#5193) [#5636](#5636)
* Call ApplySavedDataset RPC instead of ApplyFeatureService in RemoteRegistry.apply_saved_dataset() ([934d341](934d341))
* Catch missing dbt parser dependency in dbt CLI commands ([#6534](#6534)) ([3c2ae3c](3c2ae3c))
* Default authentication to kubernetes auth ([6a4690a](6a4690a))
* Defer feature-freshness thread to post-fork to avoid Gunicorn deadlock ([#6648](#6648)) ([104ad10](104ad10)), closes [#6647](#6647)
* Do not pass undeclared feature view columns to ODFV UDFs ([#6527](#6527)) ([75b9463](75b9463))
* downgrade mcp pin to 1.29.0 and fix CI lockfiles and unit tests ([98e5bca](98e5bca)), closes [#6706](#6706)
* Feast apply silently ignoring ttl updates to None or timedelta(0) ([#6709](#6709)) ([97b0f25](97b0f25)), closes [#6703](#6703)
* Fix mypy TorchTensor type alias error ([#6712](#6712)) ([34de6fa](34de6fa)), closes [#5563](#5563)
* Fixed data source creation form gaps ([5d0f7d6](5d0f7d6))
* Handle parameterized and complex Trino types in type map ([326554d](326554d))
* Isolate default user permissions ([e37adbf](e37adbf))
* Isolate projection join key maps ([d1c709d](d1c709d))
* Map Postgres real to FLOAT instead of DOUBLE ([62db435](62db435))
* Merge shared ODFV source projections in feature resolution ([d269946](d269946)), closes [#6621](#6621)
* More exhaustive athena types ([a9aaefc](a9aaefc))
* Normalize SQL registry read_path to the psycopg3 driver like path ([#6644](#6644)) ([996c6ea](996c6ea)), closes [#6643](#6643)
* **operator:** add spec.services.onlineStore.disabled to opt out of the online store ([d81d4e3](d81d4e3)), closes [#6586](#6586)
* Preinstall DuckDB delta extension for tests ([fd4d49d](fd4d49d)), closes [#6743](#6743)
* Preserve event-time ordering within Redis online_write_batch ([40fb788](40fb788)), closes [#5163](#5163)
* Prevent mutation of cached feature resolution results ([ea17419](ea17419))
* Remote feastRef FeatureStore fails first apply for a new feastProject ([9affee5](9affee5))
* Remove inert subjectaccessreviews and reorganize RBAC rules ([f771ea4](f771ea4))
* Report single-feature-view spark_application materialization success ([a9219d9](a9219d9)), closes [#6673](#6673)
* Reset the global security manager after the permissions fixture ([7667215](7667215))
* Resolve kserve with pip --dry-run instead of installing it ([01da132](01da132)), closes [#6732](#6732)
* Resolve write_to_offline_store feature view with a single registry lookup ([a42dc85](a42dc85)), closes [#4235](#4235)
* Return False from __eq__ on cross-type comparison ([#6637](#6637)) ([0f149a9](0f149a9)), closes [#6636](#6636)
* Reuse IdP-issued client tokens until near expiry ([602d752](602d752))
* Reuse the OIDC JWKS client across requests ([#6683](#6683)) ([a1e6fc2](a1e6fc2))
* Separate CronJob and feature-server ServiceAccounts ([398f643](398f643))
* Serialize UnixTimestamp proto values as raw int64 in remote online store transport ([1e7134f](1e7134f))
* Set FIPS cipher suites before pyarrow.flight import to prevent crash on IBM Power ([979b82a](979b82a))
* Support Entra ID (Azure AD) token claims in OIDC auth ([#6631](#6631)) ([f843c63](f843c63))
* UDF/ODFV source rehydrate (+ Postgres / online cache) ([#6655](#6655)) ([5fd7af7](5fd7af7))
* Updated projects-list.json in order to display newly added projects ([#6657](#6657)) ([3a6a103](3a6a103))
* Use correct image name in multi-arch imagetools push step ([faf85e0](faf85e0))
* Use join keys instead of entity names in ODFV materialization ([#6645](#6645)) ([abffebc](abffebc)), closes [#5965](#5965)
* use matching proto class per feature view list in SqliteOnlineStore.plan() ([adb8c1c](adb8c1c)), closes [#6658](#6658)
* Widen Athena integer type mapping for unsigned ints ([3425783](3425783))

### Features

* Add ConnectionRef to DataSource for pluggable external credential resolution ([28bde01](28bde01))
* Add Feature Service Create in UI ([0399380](0399380))
* Add hybrid to ValidOfflineStoreDBStorePersistenceTypes for HybridOfflineStore support ([#6707](#6707)) ([310ab51](310ab51)), closes [#6701](#6701)
* Add MLflow integration support to Feast operator ([#6611](#6611)) ([52999f1](52999f1))
* Add opt-in filter_by_created_timestamp cutoff to get_historical_features ([#6617](#6617)) ([79b33ce](79b33ce)), closes [#6615](#6615)
* Add optional OIDC token audience and issuer verification ([#6670](#6670)) ([ef307c6](ef307c6))
* Add packaged feature repository support to Feast Operator ([8112b1e](8112b1e)), closes [#6598](#6598)
* add plan() support to DynamoDBOnlineStore ([51ce982](51ce982)), closes [#6658](#6658) [#6659](#6659)
* Added optional namespace/colleciton to datasets ([165fcf2](165fcf2))
* Added SQL registry schema_mode and registry create command ([#6704](#6704)) ([037c4cd](037c4cd))
* Allow users to have protected project on shared registry ([f9923bc](f9923bc))
* Apply Intermediate TLS defaults on API fallback and handle transient errors ([#6587](#6587)) ([43ae993](43ae993))
* **cli:** Updated feast init demo by adding rag template ([#5946](#5946)) ([c8628eb](c8628eb)), closes [#5264](#5264)
* Expose the OIDC JWKS tunables through the operator ([#6690](#6690)) ([fef4e78](fef4e78)), closes [#6683](#6683)
* Making feast vector store with open ai search api compatible ([#6121](#6121)) ([54da19a](54da19a))
* Multi-arch publish for feast operator image ([b221036](b221036))
* OpenLineage lineage enhancements - full object coverage, richer UI, and API-level sync ([#6719](#6719)) ([120a868](120a868))
* **operator:** Add spec.services.initImage for init container image override ([#6598](#6598)) ([ca355cb](ca355cb))
* Pass optional OIDC audience and issuer through the operator ([#6677](#6677)) ([a13ed7b](a13ed7b)), closes [#6670](#6670)
* **server:** Remote Materialization ([#6649](#6649)) ([b7ae488](b7ae488)), closes [#4526](#4526)
* Support Lineage configs via operator ([bf1e54a](bf1e54a))
* Updated datasets UI to support grouping ([7ae64ec](7ae64ec))
Michie-hub pushed a commit to Michie-hub/feast that referenced this pull request Aug 31, 2026
@ntkathole @Michie-hub
feat: OpenLineage lineage enhancements - full object coverage, richer…
a0fb52d 
… UI, and API-level sync (feast-dev#6719)

* feat: Enhancements to Feast OpenLineage UI

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>

* feat: Add saved datasets to lineage

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>

* fix: Fixed OpenLineage actions via apis and apply

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>

---------

Signed-off-by: ntkathole <nikhilkathole2683@gmail.com>
Signed-off-by: Michelle Nhengu <michellenhengu18@gmail.com>
Michie-hub pushed a commit to Michie-hub/feast that referenced this pull request Aug 31, 2026
@feast-ci-bot @Michie-hub
chore(release): release 0.66.0
a29c923 
# [0.66.0](feast-dev/feast@v0.65.0...v0.66.0) (2026-08-21)

### Bug Fixes

* Add connection pre-warming for DynamoDB async client ([89240fa](feast-dev@89240fa)), closes [feast-dev#6060](feast-dev#6060)
* Add remote registry client extra ([feast-dev#6697](feast-dev#6697)) ([b8dfcb0](feast-dev@b8dfcb0))
* Address review feedback on FIPS cipher suite configuration ([4a35fba](feast-dev@4a35fba))
* Allow remote-registry first apply for new projects ([39d408d](feast-dev@39d408d))
* Avoid importing feast.feature_store at mcp_server import time ([ddb2e9a](feast-dev@ddb2e9a))
* Bump pymssql to >=2.3.6 for macOS arm64 wheel support ([181eb35](feast-dev@181eb35)), closes [feast-dev#5636](feast-dev#5636) [feast-dev#5193](feast-dev#5193) [feast-dev#5636](feast-dev#5636)
* Call ApplySavedDataset RPC instead of ApplyFeatureService in RemoteRegistry.apply_saved_dataset() ([934d341](feast-dev@934d341))
* Catch missing dbt parser dependency in dbt CLI commands ([feast-dev#6534](feast-dev#6534)) ([3c2ae3c](feast-dev@3c2ae3c))
* Default authentication to kubernetes auth ([6a4690a](feast-dev@6a4690a))
* Defer feature-freshness thread to post-fork to avoid Gunicorn deadlock ([feast-dev#6648](feast-dev#6648)) ([104ad10](feast-dev@104ad10)), closes [feast-dev#6647](feast-dev#6647)
* Do not pass undeclared feature view columns to ODFV UDFs ([feast-dev#6527](feast-dev#6527)) ([75b9463](feast-dev@75b9463))
* downgrade mcp pin to 1.29.0 and fix CI lockfiles and unit tests ([98e5bca](feast-dev@98e5bca)), closes [feast-dev#6706](feast-dev#6706)
* Feast apply silently ignoring ttl updates to None or timedelta(0) ([feast-dev#6709](feast-dev#6709)) ([97b0f25](feast-dev@97b0f25)), closes [feast-dev#6703](feast-dev#6703)
* Fix mypy TorchTensor type alias error ([feast-dev#6712](feast-dev#6712)) ([34de6fa](feast-dev@34de6fa)), closes [feast-dev#5563](feast-dev#5563)
* Fixed data source creation form gaps ([5d0f7d6](feast-dev@5d0f7d6))
* Handle parameterized and complex Trino types in type map ([326554d](feast-dev@326554d))
* Isolate default user permissions ([e37adbf](feast-dev@e37adbf))
* Isolate projection join key maps ([d1c709d](feast-dev@d1c709d))
* Map Postgres real to FLOAT instead of DOUBLE ([62db435](feast-dev@62db435))
* Merge shared ODFV source projections in feature resolution ([d269946](feast-dev@d269946)), closes [feast-dev#6621](feast-dev#6621)
* More exhaustive athena types ([a9aaefc](feast-dev@a9aaefc))
* Normalize SQL registry read_path to the psycopg3 driver like path ([feast-dev#6644](feast-dev#6644)) ([996c6ea](feast-dev@996c6ea)), closes [feast-dev#6643](feast-dev#6643)
* **operator:** add spec.services.onlineStore.disabled to opt out of the online store ([d81d4e3](feast-dev@d81d4e3)), closes [feast-dev#6586](feast-dev#6586)
* Preinstall DuckDB delta extension for tests ([fd4d49d](feast-dev@fd4d49d)), closes [feast-dev#6743](feast-dev#6743)
* Preserve event-time ordering within Redis online_write_batch ([40fb788](feast-dev@40fb788)), closes [feast-dev#5163](feast-dev#5163)
* Prevent mutation of cached feature resolution results ([ea17419](feast-dev@ea17419))
* Remote feastRef FeatureStore fails first apply for a new feastProject ([9affee5](feast-dev@9affee5))
* Remove inert subjectaccessreviews and reorganize RBAC rules ([f771ea4](feast-dev@f771ea4))
* Report single-feature-view spark_application materialization success ([a9219d9](feast-dev@a9219d9)), closes [feast-dev#6673](feast-dev#6673)
* Reset the global security manager after the permissions fixture ([7667215](feast-dev@7667215))
* Resolve kserve with pip --dry-run instead of installing it ([01da132](feast-dev@01da132)), closes [feast-dev#6732](feast-dev#6732)
* Resolve write_to_offline_store feature view with a single registry lookup ([a42dc85](feast-dev@a42dc85)), closes [feast-dev#4235](feast-dev#4235)
* Return False from __eq__ on cross-type comparison ([feast-dev#6637](feast-dev#6637)) ([0f149a9](feast-dev@0f149a9)), closes [feast-dev#6636](feast-dev#6636)
* Reuse IdP-issued client tokens until near expiry ([602d752](feast-dev@602d752))
* Reuse the OIDC JWKS client across requests ([feast-dev#6683](feast-dev#6683)) ([a1e6fc2](feast-dev@a1e6fc2))
* Separate CronJob and feature-server ServiceAccounts ([398f643](feast-dev@398f643))
* Serialize UnixTimestamp proto values as raw int64 in remote online store transport ([1e7134f](feast-dev@1e7134f))
* Set FIPS cipher suites before pyarrow.flight import to prevent crash on IBM Power ([979b82a](feast-dev@979b82a))
* Support Entra ID (Azure AD) token claims in OIDC auth ([feast-dev#6631](feast-dev#6631)) ([f843c63](feast-dev@f843c63))
* UDF/ODFV source rehydrate (+ Postgres / online cache) ([feast-dev#6655](feast-dev#6655)) ([5fd7af7](feast-dev@5fd7af7))
* Updated projects-list.json in order to display newly added projects ([feast-dev#6657](feast-dev#6657)) ([3a6a103](feast-dev@3a6a103))
* Use correct image name in multi-arch imagetools push step ([faf85e0](feast-dev@faf85e0))
* Use join keys instead of entity names in ODFV materialization ([feast-dev#6645](feast-dev#6645)) ([abffebc](feast-dev@abffebc)), closes [feast-dev#5965](feast-dev#5965)
* use matching proto class per feature view list in SqliteOnlineStore.plan() ([adb8c1c](feast-dev@adb8c1c)), closes [feast-dev#6658](feast-dev#6658)
* Widen Athena integer type mapping for unsigned ints ([3425783](feast-dev@3425783))

### Features

* Add ConnectionRef to DataSource for pluggable external credential resolution ([28bde01](feast-dev@28bde01))
* Add Feature Service Create in UI ([0399380](feast-dev@0399380))
* Add hybrid to ValidOfflineStoreDBStorePersistenceTypes for HybridOfflineStore support ([feast-dev#6707](feast-dev#6707)) ([310ab51](feast-dev@310ab51)), closes [feast-dev#6701](feast-dev#6701)
* Add MLflow integration support to Feast operator ([feast-dev#6611](feast-dev#6611)) ([52999f1](feast-dev@52999f1))
* Add opt-in filter_by_created_timestamp cutoff to get_historical_features ([feast-dev#6617](feast-dev#6617)) ([79b33ce](feast-dev@79b33ce)), closes [feast-dev#6615](feast-dev#6615)
* Add optional OIDC token audience and issuer verification ([feast-dev#6670](feast-dev#6670)) ([ef307c6](feast-dev@ef307c6))
* Add packaged feature repository support to Feast Operator ([8112b1e](feast-dev@8112b1e)), closes [feast-dev#6598](feast-dev#6598)
* add plan() support to DynamoDBOnlineStore ([51ce982](feast-dev@51ce982)), closes [feast-dev#6658](feast-dev#6658) [feast-dev#6659](feast-dev#6659)
* Added optional namespace/colleciton to datasets ([165fcf2](feast-dev@165fcf2))
* Added SQL registry schema_mode and registry create command ([feast-dev#6704](feast-dev#6704)) ([037c4cd](feast-dev@037c4cd))
* Allow users to have protected project on shared registry ([f9923bc](feast-dev@f9923bc))
* Apply Intermediate TLS defaults on API fallback and handle transient errors ([feast-dev#6587](feast-dev#6587)) ([43ae993](feast-dev@43ae993))
* **cli:** Updated feast init demo by adding rag template ([feast-dev#5946](feast-dev#5946)) ([c8628eb](feast-dev@c8628eb)), closes [feast-dev#5264](feast-dev#5264)
* Expose the OIDC JWKS tunables through the operator ([feast-dev#6690](feast-dev#6690)) ([fef4e78](feast-dev@fef4e78)), closes [feast-dev#6683](feast-dev#6683)
* Making feast vector store with open ai search api compatible ([feast-dev#6121](feast-dev#6121)) ([54da19a](feast-dev@54da19a))
* Multi-arch publish for feast operator image ([b221036](feast-dev@b221036))
* OpenLineage lineage enhancements - full object coverage, richer UI, and API-level sync ([feast-dev#6719](feast-dev#6719)) ([120a868](feast-dev@120a868))
* **operator:** Add spec.services.initImage for init container image override ([feast-dev#6598](feast-dev#6598)) ([ca355cb](feast-dev@ca355cb))
* Pass optional OIDC audience and issuer through the operator ([feast-dev#6677](feast-dev#6677)) ([a13ed7b](feast-dev@a13ed7b)), closes [feast-dev#6670](feast-dev#6670)
* **server:** Remote Materialization ([feast-dev#6649](feast-dev#6649)) ([b7ae488](feast-dev@b7ae488)), closes [feast-dev#4526](feast-dev#4526)
* Support Lineage configs via operator ([bf1e54a](feast-dev@bf1e54a))
* Updated datasets UI to support grouping ([7ae64ec](feast-dev@7ae64ec))

Signed-off-by: Michelle Nhengu <michellenhengu18@gmail.com>
@franciscojavierarceo franciscojavierarceo mentioned this pull request Sep 11, 2026
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