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feat: Add Oracle DB as Offline store in python sdk & operator#6017

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ntkathole merged 40 commits into
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aniketpalu:oracle-db-offline-store
Mar 14, 2026
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feat: Add Oracle DB as Offline store in python sdk & operator#6017
ntkathole merged 40 commits into
feast-dev:masterfrom
aniketpalu:oracle-db-offline-store

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@aniketpalu

@aniketpalu aniketpalu commented Feb 24, 2026 •
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What this PR does / why we need it:

Oracle DB Offline Store for Feast (ibis-based)

This PR adds a native Oracle Database offline store for Feast, built on the ibis-framework's Oracle backend (ibis.oracle). It follows the same proven pattern used by the existing MSSQL ibis offline store — delegating to the shared ibis.py functions for point-in-time joins, deduplication, and feature retrieval.
The implementation is ~300 lines total (vs 1096 lines in the SQLAlchemy-based approach), with no Jinja2 templates, no dialect-specific SQL workarounds, and no manual query generation. ibis generates Oracle SQL automatically and provides native Arrow transfer via to_pyarrow().

Oracle Column Name Handling

Oracle stores unquoted identifiers in UPPERCASE. For example, CREATE TABLE t (user_id INT) stores the column as USER_ID. This store uses a passthrough approach — column names are returned exactly as Oracle stores them, with no automatic case transformation.
This means:
Unquoted columns (the standard Oracle convention): The user references them in UPPERCASE, matching what they see in Oracle tools like SQL Developer, DBeaver, or DESCRIBE table.
Quoted columns (e.g., "CamelCase"): The user references them with the exact casing used when creating the table.
This design ensures predictable behavior — what you see in Oracle is what you use in Feast. No hidden transformations, no conventions to learn.

How to Use

feature_store.yaml

project: my_project
provider: local
registry: data/registry.db

offline_store:
  type: oracle
  user: feast
  password: feast
  host: localhost
  port: 1521
  service_name: FREEPDB1

online_store:
  type: sqlite
  path: data/online_store.db

What's Tested

Tested against a live Oracle 23ai database (Oracle Free 23.26.1.0.0):

Core Feast Operations:

  • Oracle connectivity via ibis.oracle.connect() with schema introspection
  • feast apply — registering entities, feature views, and feature services
  • get_historical_features — point-in-time correct feature retrieval with entity DataFrame
  • materialize — pulling latest features from Oracle offline store into SQLite online store
  • get_online_features — retrieving materialized features from the online store
  • pull_all_from_table_or_query — direct offline store batch retrieval with date range filtering
  • to_pyarrow() — native Arrow transfer via ibis (no intermediate pandas conversion)

Non-Entity Retrieval (entity_df=None):

  • With both start_date and end_date provided
  • With only end_date (start calculated from feature view TTL)
  • With only start_date (end defaults to current time)
  • With neither (end defaults to current time, start calculated from TTL)

Oracle Column Name Handling:

  • Unquoted identifiers (UPPERCASE) — e.g., USER_ID, FEATURE_TIME, TXN_LAST_24H
  • Quoted mixed-case identifiers — e.g., "User_ID" and "user_iD" in the same test run
  • Full Feast flow (apply → historical → materialize → online) verified for both casing styles

Which issue(s) this PR fixes:

#6018

Misc

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@aniketpalu aniketpalu requested a review from a team as a code owner February 24, 2026 09:40
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@Srihari1192

Srihari1192 commented Feb 26, 2026

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@aniketpalu Tested oracle DB configuration with feast operator and feast SDK , LGTM
Thanks

@aniketpalu aniketpalu force-pushed the oracle-db-offline-store branch from de7b133 to 79b59da Compare February 26, 2026 18:07
@ntkathole

ntkathole commented Feb 27, 2026

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Can we add documentation as well for offline store ?

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@aniketpalu aniketpalu force-pushed the oracle-db-offline-store branch from d8c2abb to 4fffb65 Compare March 6, 2026 07:38
@ntkathole

ntkathole commented Mar 6, 2026

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@aniketpalu Need rebase

@aniketpalu aniketpalu force-pushed the oracle-db-offline-store branch from ecc47ac to 9b363eb Compare March 9, 2026 11:50
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@aniketpalu aniketpalu force-pushed the oracle-db-offline-store branch from 9b363eb to ecc47ac Compare March 9, 2026 12:45
aniketpalu added 12 commits March 9, 2026 18:19
@aniketpalu
feat: Add Oracle DB as Offline store in python sdk & support in feast… …
cff3a63 
…-operator

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Added oracle db dependency from ibis-framework subgroups …
60f8d92 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Operator yaml changes …
9f00168 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Data source writer ignored parameters, fixed …
07e6969 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Replaced raw sql with dedicated truncate_table() to fix SQL Injection… …
1fb6720 
… Vulnerability

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Minor improvements like single db connection, removal of default cred… …
3abef8c 
…s & validation for mutually exclusive fields

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Fetching pre-filtered table from db …
b991288 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Minor formatting changes …
af7e7ee 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Added Oracle DB Offline Store documentation …
41e0901 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Resolved import error by removing OracleSource import from the __init__ …
d4387a8 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Fixed lint error by updating secret baseline …
b0e96d0 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
fix: Exclude qdrant from docstring tests to avoid qdrant-client 1.17.… …
07c5e9a 
…0 EnumTypeWrapper incompatibility

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
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Srihari1192 approved these changes Mar 9, 2026
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Tested the changes LGTM
Thanks @aniketpalu

@aniketpalu aniketpalu requested a review from ntkathole March 10, 2026 09:03
aniketpalu and others added 9 commits March 10, 2026 16:11
@aniketpalu
Removed _build_data_source_reader_for_retrieval function …
c706b0b 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Modified initial query to be _ to avoid empty string casting to Null … …
414c0e0 
…value in Oracle DB

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
cast DATE to TIMESTAMP in _read_oracle_table to preserve time lost by… …
5b84e73 
… ibis date32[day] Arrow mapping

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Use single database connection for pull_latest_from_table_or_query() …
92f78ca 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Improved readibility by breaking down the code into functions …
c79ba55 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Merge branch 'master' into oracle-db-offline-store
95f7f55
@aniketpalu
Merge branch 'master' into oracle-db-offline-store
1181be1
@aniketpalu
Updated .secret.baseline …
b54c2a2 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu
Updated .secret.baseline and pixi.lock …
fe797ed 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu aniketpalu requested a review from tokoko March 10, 2026 18:19
@aniketpalu
Fixed lint issue …
466e2d2 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
@aniketpalu aniketpalu requested a review from ntkathole March 11, 2026 05:39
@aniketpalu aniketpalu force-pushed the oracle-db-offline-store branch from ff2104a to 466e2d2 Compare March 11, 2026 07:14
@aniketpalu
Conflicts resolved …
7670a90 
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
ntkathole
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looks good! Thanks @aniketpalu

Hide details View details @ntkathole ntkathole merged commit 9d35368 into feast-dev:master Mar 14, 2026
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Shizoqua pushed a commit to Shizoqua/feast that referenced this pull request Mar 18, 2026
@aniketpalu @devin-ai-integration
feat: Add Oracle DB as Offline store in python sdk & operator (feast-… …
d205a80 
…dev#6017)

* feat: Add Oracle DB as Offline store in python sdk &  support in feast-operator

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Added oracle db dependency from ibis-framework subgroups

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Operator yaml changes

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Data source writer ignored parameters, fixed

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Replaced raw sql with dedicated truncate_table() to fix SQL Injection Vulnerability

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Minor improvements like single db connection, removal of default creds & validation for mutually exclusive fields

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fetching pre-filtered table from db

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Minor formatting changes

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Added Oracle DB Offline Store documentation

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Resolved import error by removing OracleSource import from the __init__

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint error by updating secret baseline

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* fix: Exclude qdrant from docstring tests to avoid qdrant-client 1.17.0 EnumTypeWrapper incompatibility

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Generated secret.baseline to avoid lint error

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint error

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated .secrets.baseline

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint errors

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint errors

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Update sdk/python/feast/type_map.py

Co-authored-by: devin-ai-integration[bot] <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated dependency lock files

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint issues in Trino Offline Store

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated requirements

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated pixi.lock file

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Restricted non-empty feature_views in get_historical_features() to avoid runtime errors

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Removed _build_data_source_reader_for_retrieval function

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Modified initial query to be _ to avoid empty string casting to Null value in Oracle DB

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* cast DATE to TIMESTAMP in _read_oracle_table to preserve time lost by ibis date32[day] Arrow mapping

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Use single database connection for pull_latest_from_table_or_query()

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Improved readibility by breaking down the code into functions

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated .secret.baseline

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated .secret.baseline and pixi.lock

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint issue

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

---------

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
Co-authored-by: devin-ai-integration[bot] <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Signed-off-by: Shizoqua <hr.lanreshittu@gmail.com>
aniketpalu added a commit to aniketpalu/feast that referenced this pull request Mar 23, 2026
@aniketpalu @devin-ai-integration
feat: Add Oracle DB as Offline store in python sdk & operator (feast-… …
474c62c 
…dev#6017)

* feat: Add Oracle DB as Offline store in python sdk &  support in feast-operator

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Added oracle db dependency from ibis-framework subgroups

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Operator yaml changes

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Data source writer ignored parameters, fixed

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Replaced raw sql with dedicated truncate_table() to fix SQL Injection Vulnerability

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Minor improvements like single db connection, removal of default creds & validation for mutually exclusive fields

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fetching pre-filtered table from db

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Minor formatting changes

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Added Oracle DB Offline Store documentation

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Resolved import error by removing OracleSource import from the __init__

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint error by updating secret baseline

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* fix: Exclude qdrant from docstring tests to avoid qdrant-client 1.17.0 EnumTypeWrapper incompatibility

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Generated secret.baseline to avoid lint error

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint error

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated .secrets.baseline

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint errors

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint errors

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Update sdk/python/feast/type_map.py

Co-authored-by: devin-ai-integration[bot] <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated dependency lock files

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint issues in Trino Offline Store

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated requirements

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated pixi.lock file

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Restricted non-empty feature_views in get_historical_features() to avoid runtime errors

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Removed _build_data_source_reader_for_retrieval function

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Modified initial query to be _ to avoid empty string casting to Null value in Oracle DB

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* cast DATE to TIMESTAMP in _read_oracle_table to preserve time lost by ibis date32[day] Arrow mapping

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Use single database connection for pull_latest_from_table_or_query()

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Improved readibility by breaking down the code into functions

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated .secret.baseline

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated .secret.baseline and pixi.lock

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint issue

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

---------

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
Co-authored-by: devin-ai-integration[bot] <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
yuan1j pushed a commit to yuan1j/feast that referenced this pull request Apr 2, 2026
@aniketpalu @devin-ai-integration @yuan1j
feat: Add Oracle DB as Offline store in python sdk & operator (feast-… …
15e8f9a 
…dev#6017)

* feat: Add Oracle DB as Offline store in python sdk &  support in feast-operator

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Added oracle db dependency from ibis-framework subgroups

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Operator yaml changes

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Data source writer ignored parameters, fixed

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Replaced raw sql with dedicated truncate_table() to fix SQL Injection Vulnerability

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Minor improvements like single db connection, removal of default creds & validation for mutually exclusive fields

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fetching pre-filtered table from db

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Minor formatting changes

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Added Oracle DB Offline Store documentation

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Resolved import error by removing OracleSource import from the __init__

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint error by updating secret baseline

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* fix: Exclude qdrant from docstring tests to avoid qdrant-client 1.17.0 EnumTypeWrapper incompatibility

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Generated secret.baseline to avoid lint error

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint error

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated .secrets.baseline

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint errors

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint errors

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Update sdk/python/feast/type_map.py

Co-authored-by: devin-ai-integration[bot] <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated dependency lock files

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint issues in Trino Offline Store

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated requirements

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated pixi.lock file

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Restricted non-empty feature_views in get_historical_features() to avoid runtime errors

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Removed _build_data_source_reader_for_retrieval function

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Modified initial query to be _ to avoid empty string casting to Null value in Oracle DB

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* cast DATE to TIMESTAMP in _read_oracle_table to preserve time lost by ibis date32[day] Arrow mapping

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Use single database connection for pull_latest_from_table_or_query()

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Improved readibility by breaking down the code into functions

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated .secret.baseline

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Updated .secret.baseline and pixi.lock

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

* Fixed lint issue

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

---------

Signed-off-by: Aniket Paluskar <apaluska@redhat.com>
Co-authored-by: devin-ai-integration[bot] <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Signed-off-by: yuanjun220 <1069645408@qq.com>
franciscojavierarceo pushed a commit that referenced this pull request Apr 7, 2026
@feast-ci-bot
chore(release): release 0.61.0 …
b374396 
# [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))
franciscojavierarceo pushed a commit that referenced this pull request Apr 8, 2026
@feast-ci-bot
chore(release): release 0.62.0 …
beaa9a6 
# [0.62.0](v0.61.0...v0.62.0) (2026-04-08)

### Bug Fixes

* Added missing jackc/pgx/v5 entries ([94ad0e7](94ad0e7))
* Fix missing error handling for resource_counts endpoint ([d9706ce](d9706ce))
* fix path feature_definitions.py ([7d7df68](7d7df68))
* Fix regstry Rest API tests intermittent failure ([d53a339](d53a339))
* Fixed intermittent failures in get_historical_features ([c335ec7](c335ec7))
* Fixed the intermittent FeatureViewNotFoundException ([661ecc7](661ecc7))
* Handle existing RBAC role gracefully in namespace registry ([b46a62b](b46a62b))
* Ignore ipynb files during apply ([#6151](#6151)) ([4ea123d](4ea123d))
* 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)
* SSL/TLS mode by default for postgres connection ([4844488](4844488))
* Sync v0.61-branch so v0.61.0 tag is reachable from master ([af66878](af66878))

### Features

* Add Claude Code agent skills for Feast ([#6081](#6081)) ([1e5b60f](1e5b60f)), closes [#5976](#5976) [#6007](#6007)
* 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 metadata statistics to registry api ([ef1d4fc](ef1d4fc))
* 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 odfv transformations metrics ([8b5a526](8b5a526))
* Created DocEmbedder class ([#5973](#5973)) ([0719c06](0719c06))
* Extended OIDC support to extract groups & namespaces and token injection with multiple methods ([#6089](#6089)) ([7c04026](7c04026))
* Replace ORJSONResponse with Pydantic response models for faster JSON serialization ([65cf03c](65cf03c))
* 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))
* 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))
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@devin-ai-integration devin-ai-integration[bot] devin-ai-integration[bot] left review comments

@ntkathole ntkathole ntkathole approved these changes

@tokoko tokoko Awaiting requested review from tokoko

+1 more reviewer

@Srihari1192 Srihari1192 Srihari1192 approved these changes

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@aniketpalu @Srihari1192 @ntkathole @tokoko