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feat: Added batching to feature server /push to offline store (#5683)#5729

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franciscojavierarceo merged 7 commits into
feast-dev:masterfrom
jfw-ppi:5683-configurable-batching-feature-server-push
Jan 3, 2026
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feat: Added batching to feature server /push to offline store (#5683)#5729
franciscojavierarceo merged 7 commits into
feast-dev:masterfrom
jfw-ppi:5683-configurable-batching-feature-server-push

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@jfw-ppi

@jfw-ppi jfw-ppi commented Nov 18, 2025

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What this PR does / why we need it:

Added batching configuration for feature_servers /push endpoint for offline store writes

Which issue(s) this PR fixes:

Fixes #5683

@jfw-ppi jfw-ppi requested a review from a team as a code owner November 18, 2025 18:44
@jfw-ppi jfw-ppi mentioned this pull request Nov 18, 2025
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@ntkathole ntkathole changed the title feat: added batching to feature server /push to offline store (#5683) Nov 19, 2025
@jfw-ppi jfw-ppi force-pushed the 5683-configurable-batching-feature-server-push branch 5 times, most recently from 494912d to 107bf09 Compare November 26, 2025 21:42
@jfw-ppi jfw-ppi force-pushed the 5683-configurable-batching-feature-server-push branch 2 times, most recently from c980db9 to 04dc34f Compare November 30, 2025 11:32
@jfw-ppi @ntkathole
feat: added batching to feature server /push to offline store (feast-… …
1a3ccbd 
…dev#5683)

Signed-off-by: Jacob Weinhold <29459386+jfw-ppi@users.noreply.github.com>

fix: formatting,l int errors (feast-dev#5683)
Signed-off-by: Jacob Weinhold <29459386+jfw-ppi@users.noreply.github.com>
@ntkathole ntkathole force-pushed the 5683-configurable-batching-feature-server-push branch from 20079eb to 1a3ccbd Compare December 15, 2025 17:00
@jfw-ppi jfw-ppi force-pushed the 5683-configurable-batching-feature-server-push branch from a60c605 to bb299d9 Compare December 28, 2025 21:19
@franciscojavierarceo franciscojavierarceo requested review from Copilot and removed request for franciscojavierarceo December 31, 2025 11:10
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Pull request overview

This PR adds configurable batching support for offline writes to the feature server's /push endpoint. The batching mechanism buffers offline writes and flushes them based on either a size threshold or time interval, improving throughput for high-volume offline push operations.

Key Changes:

  • Introduced OfflineWriteBatcher class that manages buffered writes in a background thread
  • Added configuration options for batch size and interval in BaseFeatureServerConfig
  • Modified /push endpoint logic to separate online and offline writes when batching is enabled

Reviewed changes

Copilot reviewed 5 out of 5 changed files in this pull request and generated 2 comments.

Show a summary per file
File Description
sdk/python/feast/feature_server.py Implemented OfflineWriteBatcher class and integrated batching logic into the /push endpoint
sdk/python/feast/infra/feature_servers/base_config.py Added three new configuration fields for offline push batching
sdk/python/tests/unit/test_feature_server.py Added comprehensive test coverage for batching behavior across different push modes and configurations
docs/reference/feature-store-yaml.md Documented the new feature_server configuration block with batching options
docs/reference/feature-servers/python-feature-server.md Added user-facing documentation explaining offline write batching functionality

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@jfw-ppi
feat: added batching to feature server /push to offline store ([feast… …
2747405 
…-dev#5683](feast-dev#5683))

Signed-off-by: Jacob Weinhold <29459386+jfw-ppi@users.noreply.github.com>
@jfw-ppi jfw-ppi force-pushed the 5683-configurable-batching-feature-server-push branch from a99a9b0 to 2747405 Compare January 1, 2026 15:28
ntkathole
ntkathole approved these changes Jan 2, 2026
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lgtm

Hide details View details @franciscojavierarceo franciscojavierarceo merged commit ce35ce6 into feast-dev:master Jan 3, 2026
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franciscojavierarceo pushed a commit that referenced this pull request Jan 16, 2026
@feast-ci-bot
chore(release): release 0.59.0 …
6214d05 
# [0.59.0](v0.58.0...v0.59.0) (2026-01-16)

### Bug Fixes

* Add get_table_query_string_with_alias() for PostgreSQL subquery aliasing ([#5811](#5811)) ([11122ce](11122ce))
* Add hybrid online store to ONLINE_STORE_CLASS_FOR_TYPE mapping ([#5810](#5810)) ([678589b](678589b))
* Add possibility to overwrite send_receive_timeout for clickhouse offline store ([#5792](#5792)) ([59dbb33](59dbb33))
* Denial by default to all resources when no permissions set  ([#5663](#5663)) ([1524f1c](1524f1c))
* Make operator include full OIDC secret in repo config ([#5676](#5676)) ([#5809](#5809)) ([a536bc2](a536bc2))
* Populate Postgres `registry.path` during `feast init` ([#5785](#5785)) ([f293ae8](f293ae8))
* **redis:** Preserve millisecond timestamp precision for Redis online store ([#5807](#5807)) ([9e3f213](9e3f213))
* Search API to return all matching tags in matched_tags field ([#5843](#5843)) ([de37f66](de37f66))
* Spark Materialization Engine Cannot Infer Schema ([#5806](#5806)) ([58d0325](58d0325)), closes [#5594](#5594) [#5594](#5594)
* Support arro3 table schema with newer deltalake packages ([#5799](#5799)) ([103c5e9](103c5e9))
* Timestamp formatting and lakehouse-type connector for trino_offline_store. ([#5846](#5846)) ([c2ea7e9](c2ea7e9))
* Update model_validator to use instance method signature (Pydantic v2.12 deprecation) ([#5825](#5825)) ([3c10b6e](3c10b6e))

### Features

* Add dbt integration for importing models as FeatureViews ([#5827](#5827)) ([b997361](b997361)), closes [#3335](#3335) [#3335](#3335) [#3335](#3335)
* Add GCS registry store in Go feature server ([#5818](#5818)) ([1dc2be5](1dc2be5))
* Add progress bar to CLI from feast apply ([#5867](#5867)) ([ab3562b](ab3562b))
* Add RBAC blog post to website ([#5861](#5861)) ([b1844a3](b1844a3))
* Add skip_feature_view_validation parameter to FeatureStore.apply() and plan() ([#5859](#5859)) ([5482a0e](5482a0e))
* Added batching to feature server /push to offline store ([#5683](#5683)) ([#5729](#5729)) ([ce35ce6](ce35ce6))
* Enable static artifacts for feature server that can be used in Feature Transformations ([#5787](#5787)) ([edefc3f](edefc3f))
* Improve lambda materialization engine ([#5829](#5829)) ([f6116f9](f6116f9))
* Offline Store historical features retrieval based on datetime range in Ray ([#5738](#5738)) ([e484c12](e484c12))
* Read, Save docs and chat fixes ([#5865](#5865)) ([2081b55](2081b55))
* Resolve pyarrow >21 installation with ibis-framework ([#5847](#5847)) ([8b9bb50](8b9bb50))
* Support staging for spark materialization ([#5671](#5671)) ([#5797](#5797)) ([5b787af](5b787af))
kyledepasquale pushed a commit to kyledepasquale/feast that referenced this pull request Jan 21, 2026
@feast-ci-bot @kyledepasquale
chore(release): release 0.59.0 …
b52f528 
# [0.59.0](feast-dev/feast@v0.58.0...v0.59.0) (2026-01-16)

### Bug Fixes

* Add get_table_query_string_with_alias() for PostgreSQL subquery aliasing ([feast-dev#5811](feast-dev#5811)) ([11122ce](feast-dev@11122ce))
* Add hybrid online store to ONLINE_STORE_CLASS_FOR_TYPE mapping ([feast-dev#5810](feast-dev#5810)) ([678589b](feast-dev@678589b))
* Add possibility to overwrite send_receive_timeout for clickhouse offline store ([feast-dev#5792](feast-dev#5792)) ([59dbb33](feast-dev@59dbb33))
* Denial by default to all resources when no permissions set  ([feast-dev#5663](feast-dev#5663)) ([1524f1c](feast-dev@1524f1c))
* Make operator include full OIDC secret in repo config ([feast-dev#5676](feast-dev#5676)) ([feast-dev#5809](feast-dev#5809)) ([a536bc2](feast-dev@a536bc2))
* Populate Postgres `registry.path` during `feast init` ([feast-dev#5785](feast-dev#5785)) ([f293ae8](feast-dev@f293ae8))
* **redis:** Preserve millisecond timestamp precision for Redis online store ([feast-dev#5807](feast-dev#5807)) ([9e3f213](feast-dev@9e3f213))
* Search API to return all matching tags in matched_tags field ([feast-dev#5843](feast-dev#5843)) ([de37f66](feast-dev@de37f66))
* Spark Materialization Engine Cannot Infer Schema ([feast-dev#5806](feast-dev#5806)) ([58d0325](feast-dev@58d0325)), closes [feast-dev#5594](feast-dev#5594) [feast-dev#5594](feast-dev#5594)
* Support arro3 table schema with newer deltalake packages ([feast-dev#5799](feast-dev#5799)) ([103c5e9](feast-dev@103c5e9))
* Timestamp formatting and lakehouse-type connector for trino_offline_store. ([feast-dev#5846](feast-dev#5846)) ([c2ea7e9](feast-dev@c2ea7e9))
* Update model_validator to use instance method signature (Pydantic v2.12 deprecation) ([feast-dev#5825](feast-dev#5825)) ([3c10b6e](feast-dev@3c10b6e))

### Features

* Add dbt integration for importing models as FeatureViews ([feast-dev#5827](feast-dev#5827)) ([b997361](feast-dev@b997361)), closes [feast-dev#3335](feast-dev#3335) [feast-dev#3335](feast-dev#3335) [feast-dev#3335](feast-dev#3335)
* Add GCS registry store in Go feature server ([feast-dev#5818](feast-dev#5818)) ([1dc2be5](feast-dev@1dc2be5))
* Add progress bar to CLI from feast apply ([feast-dev#5867](feast-dev#5867)) ([ab3562b](feast-dev@ab3562b))
* Add RBAC blog post to website ([feast-dev#5861](feast-dev#5861)) ([b1844a3](feast-dev@b1844a3))
* Add skip_feature_view_validation parameter to FeatureStore.apply() and plan() ([feast-dev#5859](feast-dev#5859)) ([5482a0e](feast-dev@5482a0e))
* Added batching to feature server /push to offline store ([feast-dev#5683](feast-dev#5683)) ([feast-dev#5729](feast-dev#5729)) ([ce35ce6](feast-dev@ce35ce6))
* Enable static artifacts for feature server that can be used in Feature Transformations ([feast-dev#5787](feast-dev#5787)) ([edefc3f](feast-dev@edefc3f))
* Improve lambda materialization engine ([feast-dev#5829](feast-dev#5829)) ([f6116f9](feast-dev@f6116f9))
* Offline Store historical features retrieval based on datetime range in Ray ([feast-dev#5738](feast-dev#5738)) ([e484c12](feast-dev@e484c12))
* Read, Save docs and chat fixes ([feast-dev#5865](feast-dev#5865)) ([2081b55](feast-dev@2081b55))
* Resolve pyarrow >21 installation with ibis-framework ([feast-dev#5847](feast-dev#5847)) ([8b9bb50](feast-dev@8b9bb50))
* Support staging for spark materialization ([feast-dev#5671](feast-dev#5671)) ([feast-dev#5797](feast-dev#5797)) ([5b787af](feast-dev@5b787af))

Signed-off-by: Kyle DePasquale <kyle@kiddom.co>
YassinNouh21 pushed a commit to YassinNouh21/feast that referenced this pull request Feb 7, 2026
@feast-ci-bot @YassinNouh21
chore(release): release 0.59.0 …
61dff40 
# [0.59.0](feast-dev/feast@v0.58.0...v0.59.0) (2026-01-16)

### Bug Fixes

* Add get_table_query_string_with_alias() for PostgreSQL subquery aliasing ([feast-dev#5811](feast-dev#5811)) ([11122ce](feast-dev@11122ce))
* Add hybrid online store to ONLINE_STORE_CLASS_FOR_TYPE mapping ([feast-dev#5810](feast-dev#5810)) ([678589b](feast-dev@678589b))
* Add possibility to overwrite send_receive_timeout for clickhouse offline store ([feast-dev#5792](feast-dev#5792)) ([59dbb33](feast-dev@59dbb33))
* Denial by default to all resources when no permissions set  ([feast-dev#5663](feast-dev#5663)) ([1524f1c](feast-dev@1524f1c))
* Make operator include full OIDC secret in repo config ([feast-dev#5676](feast-dev#5676)) ([feast-dev#5809](feast-dev#5809)) ([a536bc2](feast-dev@a536bc2))
* Populate Postgres `registry.path` during `feast init` ([feast-dev#5785](feast-dev#5785)) ([f293ae8](feast-dev@f293ae8))
* **redis:** Preserve millisecond timestamp precision for Redis online store ([feast-dev#5807](feast-dev#5807)) ([9e3f213](feast-dev@9e3f213))
* Search API to return all matching tags in matched_tags field ([feast-dev#5843](feast-dev#5843)) ([de37f66](feast-dev@de37f66))
* Spark Materialization Engine Cannot Infer Schema ([feast-dev#5806](feast-dev#5806)) ([58d0325](feast-dev@58d0325)), closes [feast-dev#5594](feast-dev#5594) [feast-dev#5594](feast-dev#5594)
* Support arro3 table schema with newer deltalake packages ([feast-dev#5799](feast-dev#5799)) ([103c5e9](feast-dev@103c5e9))
* Timestamp formatting and lakehouse-type connector for trino_offline_store. ([feast-dev#5846](feast-dev#5846)) ([c2ea7e9](feast-dev@c2ea7e9))
* Update model_validator to use instance method signature (Pydantic v2.12 deprecation) ([feast-dev#5825](feast-dev#5825)) ([3c10b6e](feast-dev@3c10b6e))

### Features

* Add dbt integration for importing models as FeatureViews ([feast-dev#5827](feast-dev#5827)) ([b997361](feast-dev@b997361)), closes [feast-dev#3335](feast-dev#3335) [feast-dev#3335](feast-dev#3335) [feast-dev#3335](feast-dev#3335)
* Add GCS registry store in Go feature server ([feast-dev#5818](feast-dev#5818)) ([1dc2be5](feast-dev@1dc2be5))
* Add progress bar to CLI from feast apply ([feast-dev#5867](feast-dev#5867)) ([ab3562b](feast-dev@ab3562b))
* Add RBAC blog post to website ([feast-dev#5861](feast-dev#5861)) ([b1844a3](feast-dev@b1844a3))
* Add skip_feature_view_validation parameter to FeatureStore.apply() and plan() ([feast-dev#5859](feast-dev#5859)) ([5482a0e](feast-dev@5482a0e))
* Added batching to feature server /push to offline store ([feast-dev#5683](feast-dev#5683)) ([feast-dev#5729](feast-dev#5729)) ([ce35ce6](feast-dev@ce35ce6))
* Enable static artifacts for feature server that can be used in Feature Transformations ([feast-dev#5787](feast-dev#5787)) ([edefc3f](feast-dev@edefc3f))
* Improve lambda materialization engine ([feast-dev#5829](feast-dev#5829)) ([f6116f9](feast-dev@f6116f9))
* Offline Store historical features retrieval based on datetime range in Ray ([feast-dev#5738](feast-dev#5738)) ([e484c12](feast-dev@e484c12))
* Read, Save docs and chat fixes ([feast-dev#5865](feast-dev#5865)) ([2081b55](feast-dev@2081b55))
* Resolve pyarrow >21 installation with ibis-framework ([feast-dev#5847](feast-dev#5847)) ([8b9bb50](feast-dev@8b9bb50))
* Support staging for spark materialization ([feast-dev#5671](feast-dev#5671)) ([feast-dev#5797](feast-dev#5797)) ([5b787af](feast-dev@5b787af))

Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
YassinNouh21 pushed a commit to YassinNouh21/feast that referenced this pull request Feb 7, 2026
@feast-ci-bot @YassinNouh21
chore(release): release 0.59.0 …
ac546ff 
# [0.59.0](feast-dev/feast@v0.58.0...v0.59.0) (2026-01-16)

### Bug Fixes

* Add get_table_query_string_with_alias() for PostgreSQL subquery aliasing ([feast-dev#5811](feast-dev#5811)) ([11122ce](feast-dev@11122ce))
* Add hybrid online store to ONLINE_STORE_CLASS_FOR_TYPE mapping ([feast-dev#5810](feast-dev#5810)) ([678589b](feast-dev@678589b))
* Add possibility to overwrite send_receive_timeout for clickhouse offline store ([feast-dev#5792](feast-dev#5792)) ([59dbb33](feast-dev@59dbb33))
* Denial by default to all resources when no permissions set  ([feast-dev#5663](feast-dev#5663)) ([1524f1c](feast-dev@1524f1c))
* Make operator include full OIDC secret in repo config ([feast-dev#5676](feast-dev#5676)) ([feast-dev#5809](feast-dev#5809)) ([a536bc2](feast-dev@a536bc2))
* Populate Postgres `registry.path` during `feast init` ([feast-dev#5785](feast-dev#5785)) ([f293ae8](feast-dev@f293ae8))
* **redis:** Preserve millisecond timestamp precision for Redis online store ([feast-dev#5807](feast-dev#5807)) ([9e3f213](feast-dev@9e3f213))
* Search API to return all matching tags in matched_tags field ([feast-dev#5843](feast-dev#5843)) ([de37f66](feast-dev@de37f66))
* Spark Materialization Engine Cannot Infer Schema ([feast-dev#5806](feast-dev#5806)) ([58d0325](feast-dev@58d0325)), closes [feast-dev#5594](feast-dev#5594) [feast-dev#5594](feast-dev#5594)
* Support arro3 table schema with newer deltalake packages ([feast-dev#5799](feast-dev#5799)) ([103c5e9](feast-dev@103c5e9))
* Timestamp formatting and lakehouse-type connector for trino_offline_store. ([feast-dev#5846](feast-dev#5846)) ([c2ea7e9](feast-dev@c2ea7e9))
* Update model_validator to use instance method signature (Pydantic v2.12 deprecation) ([feast-dev#5825](feast-dev#5825)) ([3c10b6e](feast-dev@3c10b6e))

### Features

* Add dbt integration for importing models as FeatureViews ([feast-dev#5827](feast-dev#5827)) ([b997361](feast-dev@b997361)), closes [feast-dev#3335](feast-dev#3335) [feast-dev#3335](feast-dev#3335) [feast-dev#3335](feast-dev#3335)
* Add GCS registry store in Go feature server ([feast-dev#5818](feast-dev#5818)) ([1dc2be5](feast-dev@1dc2be5))
* Add progress bar to CLI from feast apply ([feast-dev#5867](feast-dev#5867)) ([ab3562b](feast-dev@ab3562b))
* Add RBAC blog post to website ([feast-dev#5861](feast-dev#5861)) ([b1844a3](feast-dev@b1844a3))
* Add skip_feature_view_validation parameter to FeatureStore.apply() and plan() ([feast-dev#5859](feast-dev#5859)) ([5482a0e](feast-dev@5482a0e))
* Added batching to feature server /push to offline store ([feast-dev#5683](feast-dev#5683)) ([feast-dev#5729](feast-dev#5729)) ([ce35ce6](feast-dev@ce35ce6))
* Enable static artifacts for feature server that can be used in Feature Transformations ([feast-dev#5787](feast-dev#5787)) ([edefc3f](feast-dev@edefc3f))
* Improve lambda materialization engine ([feast-dev#5829](feast-dev#5829)) ([f6116f9](feast-dev@f6116f9))
* Offline Store historical features retrieval based on datetime range in Ray ([feast-dev#5738](feast-dev#5738)) ([e484c12](feast-dev@e484c12))
* Read, Save docs and chat fixes ([feast-dev#5865](feast-dev#5865)) ([2081b55](feast-dev@2081b55))
* Resolve pyarrow >21 installation with ibis-framework ([feast-dev#5847](feast-dev#5847)) ([8b9bb50](feast-dev@8b9bb50))
* Support staging for spark materialization ([feast-dev#5671](feast-dev#5671)) ([feast-dev#5797](feast-dev#5797)) ([5b787af](feast-dev@5b787af))

Signed-off-by: yassinnouh21 <yassinnouh21@gmail.com>
jyejare pushed a commit to opendatahub-io/feast that referenced this pull request Mar 9, 2026
@jfw-ppi @jyejare
feat: Added batching to feature server /push to offline store (feast-… …
e96fab7 
…dev#5683) (feast-dev#5729)

* feat: added batching to feature server /push to offline store (feast-dev#5683)

Signed-off-by: Jacob Weinhold <29459386+jfw-ppi@users.noreply.github.com>

fix: formatting,l int errors (feast-dev#5683)
Signed-off-by: Jacob Weinhold <29459386+jfw-ppi@users.noreply.github.com>

* Merge branch 'master' into 5683-configurable-batching-feature-server-push

Signed-off-by: Jacob Weinhold <29459386+jfw-ppi@users.noreply.github.com>

* feat: added batching to feature server /push to offline store ([feast-dev#5683](feast-dev#5683))

Signed-off-by: Jacob Weinhold <29459386+jfw-ppi@users.noreply.github.com>

---------

Signed-off-by: Jacob Weinhold <29459386+jfw-ppi@users.noreply.github.com>
jyejare pushed a commit to opendatahub-io/feast that referenced this pull request Mar 9, 2026
@feast-ci-bot @jyejare
chore(release): release 0.59.0 …
dedd393 
# [0.59.0](feast-dev/feast@v0.58.0...v0.59.0) (2026-01-16)

### Bug Fixes

* Add get_table_query_string_with_alias() for PostgreSQL subquery aliasing ([feast-dev#5811](feast-dev#5811)) ([11122ce](feast-dev@11122ce))
* Add hybrid online store to ONLINE_STORE_CLASS_FOR_TYPE mapping ([feast-dev#5810](feast-dev#5810)) ([678589b](feast-dev@678589b))
* Add possibility to overwrite send_receive_timeout for clickhouse offline store ([feast-dev#5792](feast-dev#5792)) ([59dbb33](feast-dev@59dbb33))
* Denial by default to all resources when no permissions set  ([feast-dev#5663](feast-dev#5663)) ([1524f1c](feast-dev@1524f1c))
* Make operator include full OIDC secret in repo config ([feast-dev#5676](feast-dev#5676)) ([feast-dev#5809](feast-dev#5809)) ([a536bc2](feast-dev@a536bc2))
* Populate Postgres `registry.path` during `feast init` ([feast-dev#5785](feast-dev#5785)) ([f293ae8](feast-dev@f293ae8))
* **redis:** Preserve millisecond timestamp precision for Redis online store ([feast-dev#5807](feast-dev#5807)) ([9e3f213](feast-dev@9e3f213))
* Search API to return all matching tags in matched_tags field ([feast-dev#5843](feast-dev#5843)) ([de37f66](feast-dev@de37f66))
* Spark Materialization Engine Cannot Infer Schema ([feast-dev#5806](feast-dev#5806)) ([58d0325](feast-dev@58d0325)), closes [feast-dev#5594](feast-dev#5594) [feast-dev#5594](feast-dev#5594)
* Support arro3 table schema with newer deltalake packages ([feast-dev#5799](feast-dev#5799)) ([103c5e9](feast-dev@103c5e9))
* Timestamp formatting and lakehouse-type connector for trino_offline_store. ([feast-dev#5846](feast-dev#5846)) ([c2ea7e9](feast-dev@c2ea7e9))
* Update model_validator to use instance method signature (Pydantic v2.12 deprecation) ([feast-dev#5825](feast-dev#5825)) ([3c10b6e](feast-dev@3c10b6e))

### Features

* Add dbt integration for importing models as FeatureViews ([feast-dev#5827](feast-dev#5827)) ([b997361](feast-dev@b997361)), closes [feast-dev#3335](feast-dev#3335) [feast-dev#3335](feast-dev#3335) [feast-dev#3335](feast-dev#3335)
* Add GCS registry store in Go feature server ([feast-dev#5818](feast-dev#5818)) ([1dc2be5](feast-dev@1dc2be5))
* Add progress bar to CLI from feast apply ([feast-dev#5867](feast-dev#5867)) ([ab3562b](feast-dev@ab3562b))
* Add RBAC blog post to website ([feast-dev#5861](feast-dev#5861)) ([b1844a3](feast-dev@b1844a3))
* Add skip_feature_view_validation parameter to FeatureStore.apply() and plan() ([feast-dev#5859](feast-dev#5859)) ([5482a0e](feast-dev@5482a0e))
* Added batching to feature server /push to offline store ([feast-dev#5683](feast-dev#5683)) ([feast-dev#5729](feast-dev#5729)) ([ce35ce6](feast-dev@ce35ce6))
* Enable static artifacts for feature server that can be used in Feature Transformations ([feast-dev#5787](feast-dev#5787)) ([edefc3f](feast-dev@edefc3f))
* Improve lambda materialization engine ([feast-dev#5829](feast-dev#5829)) ([f6116f9](feast-dev@f6116f9))
* Offline Store historical features retrieval based on datetime range in Ray ([feast-dev#5738](feast-dev#5738)) ([e484c12](feast-dev@e484c12))
* Read, Save docs and chat fixes ([feast-dev#5865](feast-dev#5865)) ([2081b55](feast-dev@2081b55))
* Resolve pyarrow >21 installation with ibis-framework ([feast-dev#5847](feast-dev#5847)) ([8b9bb50](feast-dev@8b9bb50))
* Support staging for spark materialization ([feast-dev#5671](feast-dev#5671)) ([feast-dev#5797](feast-dev#5797)) ([5b787af](feast-dev@5b787af))
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@franciscojavierarceo franciscojavierarceo franciscojavierarceo approved these changes

@ntkathole ntkathole ntkathole approved these changes

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Feature Request: Add configurable batching for offline store writes in Feature Server push API

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@jfw-ppi @franciscojavierarceo @ntkathole