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GeezerVison is showing github.com — feat: Add lazy initialization and feature service caching by franciscojavierarceo · Pull Request #5924 · feast-dev/feast

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@franciscojavierarceo

@franciscojavierarceo franciscojavierarceo commented Jan 30, 2026 •
edited by devin-ai-integration Bot
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Implement performance optimizations for FeatureStore:

  • Lazy Initialization: Convert registry, provider, and OpenLineage emitter
    to lazy properties. Reduces cold start from 2.4s to 0.5s (5x improvement).

  • Feature Service Caching: Add caching layer for feature service resolution.
    Observed 19.6x speedup on cached calls during validation.

Co-Authored-By: Claude Sonnet 4 [email protected]


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franciscojavierarceo and others added 2 commits January 29, 2026 23:31
@franciscojavierarceo @claude
feat: Add lazy initialization and feature service caching
ca9b32a
Implement performance optimizations for FeatureStore:

- **Lazy Initialization**: Convert registry, provider, and OpenLineage emitter
  to lazy properties. Reduces cold start from 2.4s to 0.5s (5x improvement).

- **Feature Service Caching**: Add caching layer for feature service resolution.
  Observed 19.6x speedup on cached calls during validation.

Co-Authored-By: Claude Sonnet 4 <[email protected]>
@franciscojavierarceo
fix: Add type annotations and formatting fixes for performance optimi…
2dcfcc1
…zations
@franciscojavierarceo
franciscojavierarceo requested a review from a team as a code owner January 30, 2026 05:00
devin-ai-integration[bot]
devin-ai-integration Bot reviewed Jan 30, 2026
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Devin Review found 2 potential issues.

🔴 1 issue in files not directly in the diff

🔴 __repr__ triggers lazy initialization despite comment saying it shouldn't (sdk/python/feast/feature_store.py:194)

The __repr__ method accesses self.registry (the property) instead of self._registry (the private attribute), which triggers lazy initialization of the registry.

Click to expand

How the bug is triggered

The comment on line 193 says "Show lazy loading status without triggering initialization", but line 194 uses self.registry which is a property that initializes the registry if it's None:

# feature_store.py:192-194
def __repr__(self) -> str:
    # Show lazy loading status without triggering initialization
    registry_status = "not loaded" if self.registry is None else "loaded"

The registry property at feature_store.py:206-217 creates the registry when accessed:

@property
def registry(self) -> BaseRegistry:
    if self._registry is None:
        self._registry = self._create_registry()
        ...
    return self._registry

Actual vs Expected

  • Actual: Calling repr(feature_store) or print(feature_store) triggers registry initialization, negating lazy loading benefits
  • Expected: Should use self._registry to check status without triggering initialization

Impact

This defeats the purpose of lazy initialization (described as reducing cold start from 2.4s to 0.5s). Any code that prints or logs the FeatureStore object will trigger full initialization.

Recommendation: Change self.registry to self._registry on line 194

View issues and 5 additional flags in Devin Review.

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Comment thread sdk/python/feast/utils.py Resolved

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@franciscojavierarceo
fix: Clear feature service cache on registry refresh
3333a3c
When refresh_registry() or plan() methods refresh the registry, the feature
service cache must be cleared to avoid serving stale cached results.

- Add _clear_feature_service_cache() helper method
- Clear cache in refresh_registry() and plan() methods
- Prevents data consistency issues with cached feature services
devin-ai-integration[bot]
devin-ai-integration Bot reviewed Jan 30, 2026
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Devin Review found 1 new potential issue.

🔴 1 issue in files not directly in the diff

🔴 __repr__ triggers lazy initialization despite comment saying it shouldn't (sdk/python/feast/feature_store.py:194)

The __repr__ method accesses self.registry (the property) instead of self._registry (the private attribute), which triggers lazy initialization of the registry.

Click to expand

How the bug is triggered

The comment on line 193 says "Show lazy loading status without triggering initialization", but line 194 uses self.registry which is a property that initializes the registry if it's None:

# feature_store.py:192-194
def __repr__(self) -> str:
    # Show lazy loading status without triggering initialization
    registry_status = "not loaded" if self.registry is None else "loaded"

The registry property at feature_store.py:206-217 creates the registry when accessed:

@property
def registry(self) -> BaseRegistry:
    if self._registry is None:
        self._registry = self._create_registry()
        ...
    return self._registry

Actual vs Expected

  • Actual: Calling repr(feature_store) or print(feature_store) triggers registry initialization, negating lazy loading benefits
  • Expected: Should use self._registry to check status without triggering initialization

Impact

This defeats the purpose of lazy initialization (described as reducing cold start from 2.4s to 0.5s). Any code that prints or logs the FeatureStore object will trigger full initialization.

Recommendation: Change self.registry to self._registry on line 194

View issue and 6 additional flags in Devin Review.

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@franciscojavierarceo
fix: Replace direct _registry access with registry property
bd8b94f
Fixes AttributeError where tests were directly accessing _registry before
lazy initialization. With lazy loading, _registry starts as None and must
be accessed through the registry property to trigger initialization.

- Replace ._registry. with .registry. in test files
- Add runtime error check in registry property for failed initialization
- Ensures backward compatibility with existing code patterns

Fixes CI test failures in search API tests.
devin-ai-integration[bot]
devin-ai-integration Bot reviewed Jan 30, 2026
View reviewed changes

@devin-ai-integration devin-ai-integration Bot left a comment

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Devin Review found 1 new potential issue.

🔴 1 issue in files not directly in the diff

🔴 __repr__ triggers lazy initialization despite comment saying it shouldn't (sdk/python/feast/feature_store.py:194)

The __repr__ method accesses self.registry (the property) instead of self._registry (the private attribute), which triggers lazy initialization of the registry.

Click to expand

How the bug is triggered

The comment on line 193 says "Show lazy loading status without triggering initialization", but line 194 uses self.registry which is a property that initializes the registry if it's None:

# feature_store.py:192-194
def __repr__(self) -> str:
    # Show lazy loading status without triggering initialization
    registry_status = "not loaded" if self.registry is None else "loaded"

The registry property at feature_store.py:206-217 creates the registry when accessed:

@property
def registry(self) -> BaseRegistry:
    if self._registry is None:
        self._registry = self._create_registry()
        ...
    return self._registry

Actual vs Expected

  • Actual: Calling repr(feature_store) or print(feature_store) triggers registry initialization, negating lazy loading benefits
  • Expected: Should use self._registry to check status without triggering initialization

Impact

This defeats the purpose of lazy initialization (described as reducing cold start from 2.4s to 0.5s). Any code that prints or logs the FeatureStore object will trigger full initialization.

Recommendation: Change self.registry to self._registry on line 194

View issue and 8 additional flags in Devin Review.

Open in Devin Review

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@franciscojavierarceo
fix: Prevent __repr__ from triggering lazy initialization
88d53fd
The __repr__ method was accidentally calling self.registry (property) instead of
self._registry (attribute), which would trigger lazy initialization whenever
the FeatureStore object was printed or logged.

This completely defeated the lazy loading optimization since any debugging,
logging, or repr() call would cause full initialization (negating the 2.4s
to 0.5s performance gain).

- Change self.registry to self._registry in __repr__ method
- Preserves lazy loading benefits for debugging/logging scenarios
- Maintains correct status reporting without side effects
@franciscojavierarceo franciscojavierarceo added the ok-to-test label Jan 30, 2026
@franciscojavierarceo
franciscojavierarceo merged commit b37b7d0 into master Jan 30, 2026
22 of 25 checks passed

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YassinNouh21 pushed a commit to YassinNouh21/feast that referenced this pull request Feb 7, 2026
@franciscojavierarceo @claude @YassinNouh21
feat: Add lazy initialization and feature service caching (feast-dev#…
6ae48ce
…5924)

* feat: Add lazy initialization and feature service caching

Implement performance optimizations for FeatureStore:

- **Lazy Initialization**: Convert registry, provider, and OpenLineage emitter
  to lazy properties. Reduces cold start from 2.4s to 0.5s (5x improvement).

- **Feature Service Caching**: Add caching layer for feature service resolution.
  Observed 19.6x speedup on cached calls during validation.

Co-Authored-By: Claude Sonnet 4 <[email protected]>

* fix: Add type annotations and formatting fixes for performance optimizations

* fix: Clear feature service cache on registry refresh

When refresh_registry() or plan() methods refresh the registry, the feature
service cache must be cleared to avoid serving stale cached results.

- Add _clear_feature_service_cache() helper method
- Clear cache in refresh_registry() and plan() methods
- Prevents data consistency issues with cached feature services

* fix: Replace direct _registry access with registry property

Fixes AttributeError where tests were directly accessing _registry before
lazy initialization. With lazy loading, _registry starts as None and must
be accessed through the registry property to trigger initialization.

- Replace ._registry. with .registry. in test files
- Add runtime error check in registry property for failed initialization
- Ensures backward compatibility with existing code patterns

Fixes CI test failures in search API tests.

* fix: Prevent __repr__ from triggering lazy initialization

The __repr__ method was accidentally calling self.registry (property) instead of
self._registry (attribute), which would trigger lazy initialization whenever
the FeatureStore object was printed or logged.

This completely defeated the lazy loading optimization since any debugging,
logging, or repr() call would cause full initialization (negating the 2.4s
to 0.5s performance gain).

- Change self.registry to self._registry in __repr__ method
- Preserves lazy loading benefits for debugging/logging scenarios
- Maintains correct status reporting without side effects

---------

Co-authored-by: Claude Sonnet 4 <[email protected]>
Signed-off-by: yassinnouh21 <[email protected]>
YassinNouh21 pushed a commit to YassinNouh21/feast that referenced this pull request Feb 7, 2026
@franciscojavierarceo @claude @YassinNouh21
feat: Add lazy initialization and feature service caching (feast-dev#…
f93c2fc
…5924)

* feat: Add lazy initialization and feature service caching

Implement performance optimizations for FeatureStore:

- **Lazy Initialization**: Convert registry, provider, and OpenLineage emitter
  to lazy properties. Reduces cold start from 2.4s to 0.5s (5x improvement).

- **Feature Service Caching**: Add caching layer for feature service resolution.
  Observed 19.6x speedup on cached calls during validation.

Co-Authored-By: Claude Sonnet 4 <[email protected]>

* fix: Add type annotations and formatting fixes for performance optimizations

* fix: Clear feature service cache on registry refresh

When refresh_registry() or plan() methods refresh the registry, the feature
service cache must be cleared to avoid serving stale cached results.

- Add _clear_feature_service_cache() helper method
- Clear cache in refresh_registry() and plan() methods
- Prevents data consistency issues with cached feature services

* fix: Replace direct _registry access with registry property

Fixes AttributeError where tests were directly accessing _registry before
lazy initialization. With lazy loading, _registry starts as None and must
be accessed through the registry property to trigger initialization.

- Replace ._registry. with .registry. in test files
- Add runtime error check in registry property for failed initialization
- Ensures backward compatibility with existing code patterns

Fixes CI test failures in search API tests.

* fix: Prevent __repr__ from triggering lazy initialization

The __repr__ method was accidentally calling self.registry (property) instead of
self._registry (attribute), which would trigger lazy initialization whenever
the FeatureStore object was printed or logged.

This completely defeated the lazy loading optimization since any debugging,
logging, or repr() call would cause full initialization (negating the 2.4s
to 0.5s performance gain).

- Change self.registry to self._registry in __repr__ method
- Preserves lazy loading benefits for debugging/logging scenarios
- Maintains correct status reporting without side effects

---------

Co-authored-by: Claude Sonnet 4 <[email protected]>
Signed-off-by: yassinnouh21 <[email protected]>
franciscojavierarceo pushed a commit that referenced this pull request Feb 17, 2026
@feast-ci-bot
chore(release): release 0.60.0
7de3db1
# [0.60.0](v0.59.0...v0.60.0) (2026-02-17)

### Bug Fixes

* Added a flag to correctly download the go binaries ([0f77135](0f77135))
* Adds mapping of date Trino's type into string Feast's type ([531e839](531e839))
* **ci:** Use uv run for pytest in master_only benchmark step ([#5957](#5957)) ([5096010](5096010))
* Disable materialized odfvs for historical retrieval ([#5880](#5880)) ([739d28a](739d28a))
* Fix linting and formatting issues ([#5907](#5907)) ([42ca14a](42ca14a))
* Make timestamp field handling  compatible with Athena V3 ([#5936](#5936)) ([e2bad34](e2bad34))
* Support pgvector under non-default schema ([#5970](#5970)) ([c636cd4](c636cd4))
* unit tests not running on main branch ([#5909](#5909)) ([62fe664](62fe664))
* Update java dep which blocking release ([#5903](#5903)) ([a5b8186](a5b8186))
* Update the dockerfile with golang 1.24.12. ([#5918](#5918)) ([be1b522](be1b522))
* Use context.Background() in client constructors ([#5897](#5897)) ([984f93a](984f93a))

### Features

* Add blog post for PyTorch ecosystem announcement ([#5906](#5906)) ([d2eb629](d2eb629))
* Add blog post on Feast dbt integration ([#5915](#5915)) ([b3c8138](b3c8138))
* Add DynamoDB in-place list update support for array-based features ([#5916](#5916)) ([aa5973f](aa5973f))
* Add HTTP connection pooling for remote online store client ([#5895](#5895)) ([e022bf8](e022bf8))
* Add integration tests for dbt import ([#5899](#5899)) ([a444692](a444692))
* Add lazy initialization and feature service caching ([#5924](#5924)) ([b37b7d0](b37b7d0))
* Add multiple entity support to dbt integration ([#5901](#5901)) ([05a4fb5](05a4fb5)), closes [#5872](#5872)
* Add PostgreSQL online store support for Go feature server ([#5963](#5963)) ([b8c6f3d](b8c6f3d))
* Add publish docker image of Go feature server. ([#5923](#5923)) ([759d8c6](759d8c6))
* Add Set as feature type ([#5888](#5888)) ([52458fc](52458fc))
* Added online server worker config support in operator ([#5926](#5926)) ([193c72a](193c72a))
* Added support for OpenLineage integration ([#5884](#5884)) ([df70d8d](df70d8d))
* Adjust ray offline store to support abfs(s) ADLS Azure Storage ([#5911](#5911)) ([d6c0b2d](d6c0b2d))
* Batch_engine config injection in feature_store.yaml through operator ([#5938](#5938)) ([455d56c](455d56c))
* Consolidate Python packaging - remove setup.py/setup.cfg, standardize on pyproject.toml and uv ([16696b8](16696b8))
* **go:** Add MySQL registry store support for Go feature server ([#5933](#5933)) ([19f9bb8](19f9bb8))
* Improve local dev experience with file-aware hooks and auto parallelization ([#5956](#5956)) ([839b79e](839b79e))
* Modernize precommit hooks and optimize test performance ([#5929](#5929)) ([ea7d4fa](ea7d4fa))
* Optimize container infrastructure for production ([#5881](#5881)) ([5ebdac8](5ebdac8))
* Optimize DynamoDB online store for improved latency ([#5889](#5889)) ([fcc8274](fcc8274))
soooojinlee pushed a commit to soooojinlee/feast that referenced this pull request Feb 18, 2026
@feast-ci-bot @soooojinlee
chore(release): release 0.60.0
3b56ca5
# [0.60.0](feast-dev/feast@v0.59.0...v0.60.0) (2026-02-17)

### Bug Fixes

* Added a flag to correctly download the go binaries ([0f77135](feast-dev@0f77135))
* Adds mapping of date Trino's type into string Feast's type ([531e839](feast-dev@531e839))
* **ci:** Use uv run for pytest in master_only benchmark step ([feast-dev#5957](feast-dev#5957)) ([5096010](feast-dev@5096010))
* Disable materialized odfvs for historical retrieval ([feast-dev#5880](feast-dev#5880)) ([739d28a](feast-dev@739d28a))
* Fix linting and formatting issues ([feast-dev#5907](feast-dev#5907)) ([42ca14a](feast-dev@42ca14a))
* Make timestamp field handling  compatible with Athena V3 ([feast-dev#5936](feast-dev#5936)) ([e2bad34](feast-dev@e2bad34))
* Support pgvector under non-default schema ([feast-dev#5970](feast-dev#5970)) ([c636cd4](feast-dev@c636cd4))
* unit tests not running on main branch ([feast-dev#5909](feast-dev#5909)) ([62fe664](feast-dev@62fe664))
* Update java dep which blocking release ([feast-dev#5903](feast-dev#5903)) ([a5b8186](feast-dev@a5b8186))
* Update the dockerfile with golang 1.24.12. ([feast-dev#5918](feast-dev#5918)) ([be1b522](feast-dev@be1b522))
* Use context.Background() in client constructors ([feast-dev#5897](feast-dev#5897)) ([984f93a](feast-dev@984f93a))

### Features

* Add blog post for PyTorch ecosystem announcement ([feast-dev#5906](feast-dev#5906)) ([d2eb629](feast-dev@d2eb629))
* Add blog post on Feast dbt integration ([feast-dev#5915](feast-dev#5915)) ([b3c8138](feast-dev@b3c8138))
* Add DynamoDB in-place list update support for array-based features ([feast-dev#5916](feast-dev#5916)) ([aa5973f](feast-dev@aa5973f))
* Add HTTP connection pooling for remote online store client ([feast-dev#5895](feast-dev#5895)) ([e022bf8](feast-dev@e022bf8))
* Add integration tests for dbt import ([feast-dev#5899](feast-dev#5899)) ([a444692](feast-dev@a444692))
* Add lazy initialization and feature service caching ([feast-dev#5924](feast-dev#5924)) ([b37b7d0](feast-dev@b37b7d0))
* Add multiple entity support to dbt integration ([feast-dev#5901](feast-dev#5901)) ([05a4fb5](feast-dev@05a4fb5)), closes [feast-dev#5872](feast-dev#5872)
* Add PostgreSQL online store support for Go feature server ([feast-dev#5963](feast-dev#5963)) ([b8c6f3d](feast-dev@b8c6f3d))
* Add publish docker image of Go feature server. ([feast-dev#5923](feast-dev#5923)) ([759d8c6](feast-dev@759d8c6))
* Add Set as feature type ([feast-dev#5888](feast-dev#5888)) ([52458fc](feast-dev@52458fc))
* Added online server worker config support in operator ([feast-dev#5926](feast-dev#5926)) ([193c72a](feast-dev@193c72a))
* Added support for OpenLineage integration ([feast-dev#5884](feast-dev#5884)) ([df70d8d](feast-dev@df70d8d))
* Adjust ray offline store to support abfs(s) ADLS Azure Storage ([feast-dev#5911](feast-dev#5911)) ([d6c0b2d](feast-dev@d6c0b2d))
* Batch_engine config injection in feature_store.yaml through operator ([feast-dev#5938](feast-dev#5938)) ([455d56c](feast-dev@455d56c))
* Consolidate Python packaging - remove setup.py/setup.cfg, standardize on pyproject.toml and uv ([16696b8](feast-dev@16696b8))
* **go:** Add MySQL registry store support for Go feature server ([feast-dev#5933](feast-dev#5933)) ([19f9bb8](feast-dev@19f9bb8))
* Improve local dev experience with file-aware hooks and auto parallelization ([feast-dev#5956](feast-dev#5956)) ([839b79e](feast-dev@839b79e))
* Modernize precommit hooks and optimize test performance ([feast-dev#5929](feast-dev#5929)) ([ea7d4fa](feast-dev@ea7d4fa))
* Optimize container infrastructure for production ([feast-dev#5881](feast-dev#5881)) ([5ebdac8](feast-dev@5ebdac8))
* Optimize DynamoDB online store for improved latency ([feast-dev#5889](feast-dev#5889)) ([fcc8274](feast-dev@fcc8274))

Signed-off-by: soojin <[email protected]>
jyejare pushed a commit to opendatahub-io/feast that referenced this pull request Mar 9, 2026
@franciscojavierarceo @claude @jyejare
feat: Add lazy initialization and feature service caching (feast-dev#…
169ef21
…5924)

* feat: Add lazy initialization and feature service caching

Implement performance optimizations for FeatureStore:

- **Lazy Initialization**: Convert registry, provider, and OpenLineage emitter
  to lazy properties. Reduces cold start from 2.4s to 0.5s (5x improvement).

- **Feature Service Caching**: Add caching layer for feature service resolution.
  Observed 19.6x speedup on cached calls during validation.

Co-Authored-By: Claude Sonnet 4 <[email protected]>

* fix: Add type annotations and formatting fixes for performance optimizations

* fix: Clear feature service cache on registry refresh

When refresh_registry() or plan() methods refresh the registry, the feature
service cache must be cleared to avoid serving stale cached results.

- Add _clear_feature_service_cache() helper method
- Clear cache in refresh_registry() and plan() methods
- Prevents data consistency issues with cached feature services

* fix: Replace direct _registry access with registry property

Fixes AttributeError where tests were directly accessing _registry before
lazy initialization. With lazy loading, _registry starts as None and must
be accessed through the registry property to trigger initialization.

- Replace ._registry. with .registry. in test files
- Add runtime error check in registry property for failed initialization
- Ensures backward compatibility with existing code patterns

Fixes CI test failures in search API tests.

* fix: Prevent __repr__ from triggering lazy initialization

The __repr__ method was accidentally calling self.registry (property) instead of
self._registry (attribute), which would trigger lazy initialization whenever
the FeatureStore object was printed or logged.

This completely defeated the lazy loading optimization since any debugging,
logging, or repr() call would cause full initialization (negating the 2.4s
to 0.5s performance gain).

- Change self.registry to self._registry in __repr__ method
- Preserves lazy loading benefits for debugging/logging scenarios
- Maintains correct status reporting without side effects

---------

Co-authored-by: Claude Sonnet 4 <[email protected]>
Shizoqua pushed a commit to Shizoqua/feast that referenced this pull request Mar 18, 2026
@franciscojavierarceo @claude Shizoqua
feat: Add lazy initialization and feature service caching (feast-dev#…
ab9c6fc
…5924)

* feat: Add lazy initialization and feature service caching

Implement performance optimizations for FeatureStore:

- **Lazy Initialization**: Convert registry, provider, and OpenLineage emitter
  to lazy properties. Reduces cold start from 2.4s to 0.5s (5x improvement).

- **Feature Service Caching**: Add caching layer for feature service resolution.
  Observed 19.6x speedup on cached calls during validation.

Co-Authored-By: Claude Sonnet 4 <[email protected]>

* fix: Add type annotations and formatting fixes for performance optimizations

* fix: Clear feature service cache on registry refresh

When refresh_registry() or plan() methods refresh the registry, the feature
service cache must be cleared to avoid serving stale cached results.

- Add _clear_feature_service_cache() helper method
- Clear cache in refresh_registry() and plan() methods
- Prevents data consistency issues with cached feature services

* fix: Replace direct _registry access with registry property

Fixes AttributeError where tests were directly accessing _registry before
lazy initialization. With lazy loading, _registry starts as None and must
be accessed through the registry property to trigger initialization.

- Replace ._registry. with .registry. in test files
- Add runtime error check in registry property for failed initialization
- Ensures backward compatibility with existing code patterns

Fixes CI test failures in search API tests.

* fix: Prevent __repr__ from triggering lazy initialization

The __repr__ method was accidentally calling self.registry (property) instead of
self._registry (attribute), which would trigger lazy initialization whenever
the FeatureStore object was printed or logged.

This completely defeated the lazy loading optimization since any debugging,
logging, or repr() call would cause full initialization (negating the 2.4s
to 0.5s performance gain).

- Change self.registry to self._registry in __repr__ method
- Preserves lazy loading benefits for debugging/logging scenarios
- Maintains correct status reporting without side effects

---------

Co-authored-by: Claude Sonnet 4 <[email protected]>
Signed-off-by: Shizoqua <[email protected]>
Shizoqua pushed a commit to Shizoqua/feast that referenced this pull request Mar 18, 2026
@feast-ci-bot Shizoqua
chore(release): release 0.60.0
4b51239
# [0.60.0](feast-dev/feast@v0.59.0...v0.60.0) (2026-02-17)

### Bug Fixes

* Added a flag to correctly download the go binaries ([0f77135](feast-dev@0f77135))
* Adds mapping of date Trino's type into string Feast's type ([531e839](feast-dev@531e839))
* **ci:** Use uv run for pytest in master_only benchmark step ([feast-dev#5957](feast-dev#5957)) ([5096010](feast-dev@5096010))
* Disable materialized odfvs for historical retrieval ([feast-dev#5880](feast-dev#5880)) ([739d28a](feast-dev@739d28a))
* Fix linting and formatting issues ([feast-dev#5907](feast-dev#5907)) ([42ca14a](feast-dev@42ca14a))
* Make timestamp field handling  compatible with Athena V3 ([feast-dev#5936](feast-dev#5936)) ([e2bad34](feast-dev@e2bad34))
* Support pgvector under non-default schema ([feast-dev#5970](feast-dev#5970)) ([c636cd4](feast-dev@c636cd4))
* unit tests not running on main branch ([feast-dev#5909](feast-dev#5909)) ([62fe664](feast-dev@62fe664))
* Update java dep which blocking release ([feast-dev#5903](feast-dev#5903)) ([a5b8186](feast-dev@a5b8186))
* Update the dockerfile with golang 1.24.12. ([feast-dev#5918](feast-dev#5918)) ([be1b522](feast-dev@be1b522))
* Use context.Background() in client constructors ([feast-dev#5897](feast-dev#5897)) ([984f93a](feast-dev@984f93a))

### Features

* Add blog post for PyTorch ecosystem announcement ([feast-dev#5906](feast-dev#5906)) ([d2eb629](feast-dev@d2eb629))
* Add blog post on Feast dbt integration ([feast-dev#5915](feast-dev#5915)) ([b3c8138](feast-dev@b3c8138))
* Add DynamoDB in-place list update support for array-based features ([feast-dev#5916](feast-dev#5916)) ([aa5973f](feast-dev@aa5973f))
* Add HTTP connection pooling for remote online store client ([feast-dev#5895](feast-dev#5895)) ([e022bf8](feast-dev@e022bf8))
* Add integration tests for dbt import ([feast-dev#5899](feast-dev#5899)) ([a444692](feast-dev@a444692))
* Add lazy initialization and feature service caching ([feast-dev#5924](feast-dev#5924)) ([b37b7d0](feast-dev@b37b7d0))
* Add multiple entity support to dbt integration ([feast-dev#5901](feast-dev#5901)) ([05a4fb5](feast-dev@05a4fb5)), closes [feast-dev#5872](feast-dev#5872)
* Add PostgreSQL online store support for Go feature server ([feast-dev#5963](feast-dev#5963)) ([b8c6f3d](feast-dev@b8c6f3d))
* Add publish docker image of Go feature server. ([feast-dev#5923](feast-dev#5923)) ([759d8c6](feast-dev@759d8c6))
* Add Set as feature type ([feast-dev#5888](feast-dev#5888)) ([52458fc](feast-dev@52458fc))
* Added online server worker config support in operator ([feast-dev#5926](feast-dev#5926)) ([193c72a](feast-dev@193c72a))
* Added support for OpenLineage integration ([feast-dev#5884](feast-dev#5884)) ([df70d8d](feast-dev@df70d8d))
* Adjust ray offline store to support abfs(s) ADLS Azure Storage ([feast-dev#5911](feast-dev#5911)) ([d6c0b2d](feast-dev@d6c0b2d))
* Batch_engine config injection in feature_store.yaml through operator ([feast-dev#5938](feast-dev#5938)) ([455d56c](feast-dev@455d56c))
* Consolidate Python packaging - remove setup.py/setup.cfg, standardize on pyproject.toml and uv ([16696b8](feast-dev@16696b8))
* **go:** Add MySQL registry store support for Go feature server ([feast-dev#5933](feast-dev#5933)) ([19f9bb8](feast-dev@19f9bb8))
* Improve local dev experience with file-aware hooks and auto parallelization ([feast-dev#5956](feast-dev#5956)) ([839b79e](feast-dev@839b79e))
* Modernize precommit hooks and optimize test performance ([feast-dev#5929](feast-dev#5929)) ([ea7d4fa](feast-dev@ea7d4fa))
* Optimize container infrastructure for production ([feast-dev#5881](feast-dev#5881)) ([5ebdac8](feast-dev@5ebdac8))
* Optimize DynamoDB online store for improved latency ([feast-dev#5889](feast-dev#5889)) ([fcc8274](feast-dev@fcc8274))

Signed-off-by: Shizoqua <[email protected]>
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@franciscojavierarceo
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