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GeezerVison is showing github.com — feat(cli): Updated feast init demo by adding rag template by Vperiodt · Pull Request #5946 · feast-dev/feast

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@Vperiodt

@Vperiodt Vperiodt commented Feb 5, 2026 •
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What this PR does / why we need it:

demos.mov

Which issue(s) this PR fixes:

Fixes : #5264


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@Vperiodt
Vperiodt marked this pull request as ready for review February 10, 2026 14:08
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Vperiodt requested a review from a team as a code owner February 10, 2026 14:08
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Vperiodt marked this pull request as draft February 10, 2026 14:09
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franciscojavierarceo
franciscojavierarceo reviewed Feb 10, 2026
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Comment thread sdk/python/feast/cli/cli.py Outdated
help="Directory path where the repository will be created (default: create subdirectory with project name)",
)
def init_command(project_directory, minimal: bool, template: str, repo_path: str):
@click.option(

@franciscojavierarceo franciscojavierarceo Feb 10, 2026

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IMO, we should just add rag to the default template and not do scenarios.

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@ntkathole ntkathole Feb 11, 2026

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@Vperiodt #5478

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@Vperiodt Vperiodt Feb 11, 2026

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suggestion are addressed, may be I can make one more PR for recommendation engine one, will keep this PR scope small as of now, thanks !

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@jyejare jyejare Feb 12, 2026

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@franciscojavierarceo The ideology of scenario is coming from #5264. The template are backend-based and without much of user context to it WHEREAS scenarios are real production-like deployments that customers can directly try and gain experience of feast usage with given Notebooks/Readme in deployment scenarios. So I would prefer to go with scenario and templates as two different options.

The plan also to design a feast-lab(within feast OR outside) with multiple scenarios to try out like banking/RAG/recommendation etc and hence by using -s OR --scenario we could have directly pull those feat-labs scenarios.

What do you think on this ?

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@franciscojavierarceo franciscojavierarceo Feb 12, 2026

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I guess I think we could put them all in one bc they're lightweight examples

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@Vperiodt Vperiodt Feb 18, 2026

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Thanks for the review!
Regarding the current scope: I’ve implemented the RAG template (City Wikipedia) and merged it with the driver example. As of now, running feast init <project_name> will create both projects in the same directory, allowing users to navigate to either and explore the demos.

I deliberately held off on adding the Recommendation System in this PR to keep the changes focused and easier to review.
Plan for immediate follow-up PRs is:

  1. Add the Recommendation System (so feast init will eventually generate three demos).
  2. Extend the driver demos to include ODFV transforms.

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@Vperiodt
Vperiodt marked this pull request as ready for review February 10, 2026 19:27
@Vperiodt Vperiodt changed the title feat(cli): Add --scenario option to feast init for RAG template feast(cli): Updated feast init demo by adding rag template Feb 11, 2026
@Vperiodt Vperiodt changed the title feast(cli): Updated feast init demo by adding rag template feat(cli): Updated feast init demo by adding rag template Feb 11, 2026
jyejare
jyejare reviewed Feb 12, 2026
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LGTM, just a concern about template vs scenario raised at #5946 (comment) before we merge it.

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Comment thread sdk/python/feast/templates/rag/feature_repo/example_repo.py Outdated
),
],
source=city_summaries_source,
ttl=timedelta(hours=2),

@jyejare jyejare Feb 12, 2026

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I think for RAG use case TTL could be in days than hours, wdyt ?

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@ntkathole
ntkathole force-pushed the patch-rag-scenario branch from 79b5552 to 5554f43 Compare March 2, 2026 05:48
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@Vperiodt
Vperiodt force-pushed the patch-rag-scenario branch from 1e1363d to dc75cf5 Compare March 2, 2026 11:41
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jyejare
jyejare approved these changes Mar 3, 2026
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jyejare commented Mar 3, 2026

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@Vperiodt Nice! Could you please paste the feast init output in the description.

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@ntkathole
ntkathole force-pushed the patch-rag-scenario branch from 5621840 to 993449e Compare March 4, 2026 08:03
@ntkathole

ntkathole commented Mar 6, 2026

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One of the big disadvantage I am seeing with this change is RAG template won't work without additional dependencies (pymilvus, torch, transformers). This could affect getting-started experience. Thoughts @franciscojavierarceo ?

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ntkathole
ntkathole reviewed Mar 6, 2026
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Comment thread sdk/python/tests/unit/local_feast_tests/test_init.py Outdated
repo_dir = temp_path / project_name
data_dir = repo_dir / "data"
repo_config = repo_dir / "feature_store.yaml"
repo_config = repo_dir / "feature_repo" / "feature_store.yaml"

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@Vperiodt This breaks operator functioning.

With this PR, feast init sample_init (no -t flag) creates:

sample_init/
├── driver/feature_repo/...
├── rag/feature_repo/...

But the operator expects:

sample_init/
├── feature_repo/...    <-- DOES NOT EXIST

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@Vperiodt Vperiodt Mar 7, 2026

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regarding this particular test we use feast init repo_name --template local, so we get a single feature_repo/ and the test overwrites that file to check that feast apply fails for invalid project names.

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@ntkathole

ntkathole commented Mar 6, 2026

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One of the big disadvantage I am seeing with this change is RAG template won't work without additional dependencies (pymilvus, torch, transformers). This could affect getting-started experience. Thoughts @franciscojavierarceo ?

may be instead of changing default scenario of feast init, we can make multi-demo flow to be opt-in with new option feast init -t multi-project ?

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@aveerapareddy aveerapareddy mentioned this pull request Mar 7, 2026
Update feast init demo #5478
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@jyejare

jyejare commented Apr 16, 2026 •
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@Vperiodt After reviewing the concerns raised by @ntkathole around operator breakage and heavy dependencies (pymilvus, torch, transformers) affecting the default getting-started experience, here's are my thoughts:

The RAG template should be opt-in, not the default feast init behavior.

The default feast init (no flags) must continue to produce the current feature_repo/ structure so the operator and existing workflows are unaffected. The RAG demo should only be created when the user explicitly requests it via the -t option, e.g.:

feast init my_project -t rag

This means:

  • The operator breakage concern goes away — default init is unchanged.
  • The heavy-dependency concern goes away — users only pull pymilvus/torch/transformers when they explicitly choose the RAG template.
  • No need for a --scenario flag or multi-demo default flow.

Could you please:

  1. Update the PR to make RAG a standard template option (selected via -t rag) rather than changing the default init flow.
  2. Rebase the branch on latest master — it's significantly behind and CI isn't running.
  3. Address the Click 7.x compatibility issue (ParameterSource import) — either bump the minimum Click version to 8.0 in pyproject.toml or add a try/except guard.

Once rebased and updated, we can get this across the line quickly. Thanks!

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Devin Review found 1 new potential issue.

🐛 1 issue in files not directly in the diff

🐛 Integration test not updated for new default feast init multi-demo directory structure (sdk/python/tests/integration/online_store/test_remote_online_store.py:229-231)

The PR changes feast init (without --template) to create a multi-demo layout ({project}/driver/feature_repo/ and {project}/rag/feature_repo/) instead of the previous single-repo layout ({project}/feature_repo/). However, _create_remote_client_feature_store at sdk/python/tests/integration/online_store/test_remote_online_store.py:229 still calls runner.run(["init", project_name]) without --template "local", then on line 231 constructs repo_path = os.path.join(temp_dir, project_name, "feature_repo") — a path that no longer exists under the new default behavior. This will cause the test to fail because _overwrite_remote_client_feature_store_yaml will try to write to a nonexistent directory, and FeatureStore(repo_path=repo_path) on line 252 will fail. All other test call sites (e.g., test_cli_chdir.py:30, test_offline_server.py:73, auth_permissions_util.py:39, test_repo_operations.py:187) were correctly updated to pass --template "local", but this one was missed.

View 15 additional findings in Devin Review.

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@Vperiodt
feat(cli): add RAG template as opt-in option for feast init
f568630
Add a new RAG (Retrieval-Augmented Generation) template that can be
selected via `feast init -t rag`. The template provides a City Q&A
demo using Feast for feature management and Milvus for vector search.

The default `feast init` behavior is unchanged — it continues to use
the local template, preserving operator compatibility and avoiding
heavy dependencies (pymilvus, torch, transformers) in the default
getting-started flow.

Fixes feast-dev#5264

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

rh-pre-commit.version: 2.3.2
rh-pre-commit.check-secrets: ENABLED
@Vperiodt
Vperiodt force-pushed the patch-rag-scenario branch from caffc46 to f568630 Compare April 16, 2026 14:41
@Vperiodt
Merge branch 'feast-dev:master' into patch-rag-scenario
36e0bff
@Vperiodt

Vperiodt commented May 11, 2026

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hello ! @jyejare , ready for review

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@ntkathole

ntkathole commented Jul 23, 2026

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@Vperiodt Please resolve conflicts and will merge

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@Vperiodt
Merge branch 'master' into patch-rag-scenario
20169cf
Resolve cli.py conflict by keeping master's modular CLI and
re-adding the opt-in `rag` template choice for feast init.

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

rh-pre-commit.version: 2.3.2
rh-pre-commit.check-secrets: ENABLED
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⚠️ Please install the 'codecov app svg image' to ensure uploads and comments are reliably processed by Codecov.

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 46.46%. Comparing base (ef307c6) to head (339b5c2).
⚠️ Report is 1 commits behind head on master.
❗ Your organization needs to install the Codecov GitHub app to enable full functionality.

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@@            Coverage Diff             @@
##           master    #5946      +/-   ##
==========================================
+ Coverage   46.44%   46.46%   +0.01%     
==========================================
  Files         414      414              
  Lines       50134    50138       +4     
  Branches     7173     7173              
==========================================
+ Hits        23285    23295      +10     
+ Misses      25212    25204       -8     
- Partials     1637     1639       +2     
Flag Coverage Δ
go-feature-server 30.58% <ø> (ø)
python-unit 47.76% <ø> (+0.01%) ⬆️
Files with missing lines Coverage Δ
sdk/python/feast/cli/cli.py 54.82% <ø> (ø)

... and 2 files with indirect coverage changes


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@Vperiodt

Vperiodt commented Jul 27, 2026

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@Vperiodt Please resolve conflicts and will merge

done!

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@Vperiodt
Merge branch 'master' into patch-rag-scenario
78dbd36
@jyejare
jyejare enabled auto-merge (rebase) July 29, 2026 15:31
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Again there are conflicts @Vperiodt

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@Vperiodt
Merge branch 'master' into patch-rag-scenario
47bf5fb
auto-merge was automatically disabled July 29, 2026 15:33

Rebase failed

Vperiodt added 3 commits July 30, 2026 11:40
@Vperiodt
Merge branch 'master' into patch-rag-scenario
923acfb
@Vperiodt
Merge branch 'master' into patch-rag-scenario
4b14ad8
@Vperiodt
Merge branch 'master' into patch-rag-scenario
d4ccec6
@jyejare
jyejare enabled auto-merge (squash) July 30, 2026 15:29
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Merge branch 'master' into patch-rag-scenario
339b5c2
@jyejare
jyejare merged commit c8628eb into feast-dev:master Jul 30, 2026
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jyejare pushed a commit to opendatahub-io/feast that referenced this pull request Aug 5, 2026
@Vperiodt @jyejare
feat(cli): Updated feast init demo by adding rag template (feast-dev#…
8ee597e
…5946)

feat(cli): add RAG template as opt-in option for feast init

Add a new RAG (Retrieval-Augmented Generation) template that can be
selected via `feast init -t rag`. The template provides a City Q&A
demo using Feast for feature management and Milvus for vector search.

The default `feast init` behavior is unchanged — it continues to use
the local template, preserving operator compatibility and avoiding
heavy dependencies (pymilvus, torch, transformers) in the default
getting-started flow.

Fixes feast-dev#5264

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

rh-pre-commit.version: 2.3.2
rh-pre-commit.check-secrets: ENABLED
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
@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 <[email protected]>
@ryota717 ryota717 mentioned this pull request Sep 29, 2026
Feat: local template odfv write #6892
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@franciscojavierarceo franciscojavierarceo franciscojavierarceo left review comments
@jyejare jyejare jyejare approved these changes
@ntkathole ntkathole ntkathole left review comments
@devin-ai-integration devin-ai-integration[bot] devin-ai-integration[bot] left review comments

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@Vperiodt @jyejare @ntkathole @codecov-commenter @franciscojavierarceo
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