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GeezerVison is showing github.com — feat: Support staging for spark materialization (#5671) by jfw-ppi · Pull Request #5797 · feast-dev/feast

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jfw-ppi commented Dec 28, 2025

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Which issue(s) this PR fixes:

#5671

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jfw-ppi requested a review from a team as a code owner

December 28, 2025 21:03

jfw-ppi force-pushed the 5671-spark-staging-only branch from fb985ae to 88636de Compare

December 28, 2025 21:03

jfw-ppi mentioned this pull request

Dec 28, 2025

Allow Feast Spark materialization to use staging for large dataset spill (avoid driver OOM) #5671

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ntkathole added the ok-to-test label

Dec 30, 2025

ntkathole reviewed

Dec 31, 2025

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docs/reference/offline-stores/spark.md Outdated

		spark.sql.execution.arrow.pyspark.enabled: "true"
		# Optional: spill large materializations to the staging location instead of collecting in the driver
		staging_location: "s3://my-bucket/tmp/feast"
		staging_allow_materialize: true

ntkathole Dec 31, 2025

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Do you think staging_allow_materialize flag is redundant here? If staging_location is set, staging should likely be enabled by default.

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jfw-ppi Jan 1, 2026

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ntkathole approved these changes

Jan 2, 2026

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jfw-ppi added 2 commits

January 2, 2026 13:30


          feat: support staging for spark materialization (feast-dev#5671)

fb4e855

Signed-off-by: Jacob Weinhold <[email protected]>


          feat: support staging for spark materialization ([feast-dev#5671](fea…

e8e9163

…st-dev#5671))

Signed-off-by: Jacob Weinhold <[email protected]>

ntkathole force-pushed the 5671-spark-staging-only branch from b3ba611 to e8e9163 Compare

January 2, 2026 08:00

ntkathole merged commit 5b787af into feast-dev:master

Jan 2, 2026

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jfw-ppi deleted the 5671-spark-staging-only branch

January 2, 2026 09:19

franciscojavierarceo pushed a commit that referenced this pull request

Jan 16, 2026


          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


          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 <[email protected]>

YassinNouh21 pushed a commit to YassinNouh21/feast that referenced this pull request

Feb 7, 2026


          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 <[email protected]>

YassinNouh21 pushed a commit to YassinNouh21/feast that referenced this pull request

Feb 7, 2026


          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 <[email protected]>

jyejare pushed a commit to opendatahub-io/feast that referenced this pull request

Mar 9, 2026


          feat: Support staging for spark materialization (feast-dev#5671) (fea…

a2525ab

…st-dev#5797)

* feat: support staging for spark materialization (feast-dev#5671)

Signed-off-by: Jacob Weinhold <[email protected]>

* feat: support staging for spark materialization ([feast-dev#5671](feast-dev#5671))

Signed-off-by: Jacob Weinhold <[email protected]>

---------

Signed-off-by: Jacob Weinhold <[email protected]>

jyejare pushed a commit to opendatahub-io/feast that referenced this pull request

Mar 9, 2026


          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))

alexxfan mentioned this pull request

Sep 14, 2026

Automated Sync from master to stable rhoai-rhtap/feast#52

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