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feat: Add HybridOnlineStore for multi-backend online store routing#5423

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franciscojavierarceo merged 2 commits into
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PrasannaKumarARDS:hybrid-online-store
Jun 23, 2025
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feat: Add HybridOnlineStore for multi-backend online store routing#5423
franciscojavierarceo merged 2 commits into
feast-dev:masterfrom
PrasannaKumarARDS:hybrid-online-store

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@PrasannaKumarARDS

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What this PR does / why we need it:

This PR introduces HybridOnlineStore, enabling routing of online feature operations to different backends based on a tag (e.g., tribe) on the FeatureView.
Supports multiple online store backends in a single Feast deployment.
Allows multi-tenancy and flexible data management strategies.
Includes integration tests with mocking for Redis (no live Redis required).
Documentation and usage examples are included in code docstrings.

Which issue(s) this PR fixes:

Misc

@HaoXuAI

HaoXuAI commented Jun 14, 2025

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Pretty cool, I don't see any potential issues with this implementation. I prefer to call tenancy instead of tribe.

@PrasannaKumarARDS

PrasannaKumarARDS commented Jun 14, 2025

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Pretty cool, I don't see any potential issues with this implementation. I prefer to call tenancy instead of tribe.

Thank you for the feedback! The tag name used for routing is fully configurable via the routing_tag field in the store config, so you can set it to tenancy or any other preferred name

@franciscojavierarceo

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@PrasannaKumarARDS can you add this to the documentation under docs/ ? Particularly the online store section. We've had lots of requests for this feature so it'd be great to show it to users.

@PrasannaKumarARDS

PrasannaKumarARDS commented Jun 15, 2025

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@PrasannaKumarARDS can you add this to the documentation under docs/ ? Particularly the online store section. We've had lots of requests for this feature so it'd be great to show it to users.

@franciscojavierarceo I have added the documentation. Please do review, any further suggestions/feedback are most welcome

@HaoXuAI

HaoXuAI commented Jun 20, 2025

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looks like linting failed

- Implements HybridOnlineStore, enabling routing of online feature operations to different backends based on a configurable tag (e.g., tribe, team, or project) on the FeatureView.
- Adds support for specifying the routing tag name via the 'routing_tag' field in the online_store config, allowing flexible backend selection.
- Supports multi-tenancy and flexible data management by allowing multiple online store backends in a single Feast deployment.
- added documentation
- fixed linter raised issues

Signed-off-by: r0b0fyi <renukaprasannakumar.badugu@walmart.com>
@PrasannaKumarARDS

PrasannaKumarARDS commented Jun 21, 2025

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looks like linting failed

Fixed issues raised from linter..

- Implements HybridOnlineStore, enabling routing of online feature operations to different backends based on a configurable tag (e.g., tribe, team, or project) on the FeatureView.
- Adds support for specifying the routing tag name via the 'routing_tag' field in the online_store config, allowing flexible backend selection.
- Supports multi-tenancy and flexible data management by allowing multiple online store backends in a single Feast deployment.
- added documentation
- fixed linter raised issues

Signed-off-by: r0b0fyi <renukaprasannakumar.badugu@walmart.com>

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lgtm

FYI @ntkathole

Hide details View details @franciscojavierarceo franciscojavierarceo merged commit ebd67d1 into feast-dev:master Jun 23, 2025
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iamcodingcat pushed a commit to iamcodingcat/feast that referenced this pull request Jun 25, 2025
…east-dev#5423)

* feat: Added HybridOnlineStore for multi-backend online store routing

- Implements HybridOnlineStore, enabling routing of online feature operations to different backends based on a configurable tag (e.g., tribe, team, or project) on the FeatureView.
- Adds support for specifying the routing tag name via the 'routing_tag' field in the online_store config, allowing flexible backend selection.
- Supports multi-tenancy and flexible data management by allowing multiple online store backends in a single Feast deployment.
- added documentation
- fixed linter raised issues

Signed-off-by: r0b0fyi <renukaprasannakumar.badugu@walmart.com>

* feat: Added HybridOnlineStore for multi-backend online store routing

- Implements HybridOnlineStore, enabling routing of online feature operations to different backends based on a configurable tag (e.g., tribe, team, or project) on the FeatureView.
- Adds support for specifying the routing tag name via the 'routing_tag' field in the online_store config, allowing flexible backend selection.
- Supports multi-tenancy and flexible data management by allowing multiple online store backends in a single Feast deployment.
- added documentation
- fixed linter raised issues

Signed-off-by: r0b0fyi <renukaprasannakumar.badugu@walmart.com>

---------

Signed-off-by: r0b0fyi <renukaprasannakumar.badugu@walmart.com>
Co-authored-by: r0b0fyi <renukaprasannakumar.badugu@walmart.com>
Signed-off-by: iamcodingcat <joyh951021@gmail.com>
franciscojavierarceo pushed a commit that referenced this pull request Jun 30, 2025
# [0.50.0](v0.49.0...v0.50.0) (2025-06-30)

### Bug Fixes

* Add asyncio to integration test ([#5418](#5418)) ([6765515](6765515))
* Add clickhouse to OFFLINE_STORE_CLASS_FOR_TYPE map ([#5251](#5251)) ([9ed2ffa](9ed2ffa))
* Add missing conn.commit() in SnowflakeOnlineStore.online_write_batch ([#5432](#5432)) ([a83dd85](a83dd85))
* Add transformers in required dependencies ([8cde460](8cde460))
* Allow custom annotations on Operator installed objects ([#5339](#5339)) ([44c7a76](44c7a76))
* Dask pulling of latest data ([#5229](#5229)) ([571d81f](571d81f))
* **dask:** preserve remote URIs (e.g. s3://) in DaskOfflineStore path resolution ([2561cfc](2561cfc))
* Fix Event loop is closed error on dynamodb test ([#5480](#5480)) ([fe0f671](fe0f671))
* Fix lineage entity filtering ([#5321](#5321)) ([0d05701](0d05701))
* Fix list saved dataset api ([833696c](833696c))
* Fix NumPy - PyArrow array type mapping in Trino offline store ([#5393](#5393)) ([9ba9ded](9ba9ded))
* Fix pandas 2.x compatibility issue of Trino offline store caused by removed Series.iteritems() method ([#5345](#5345)) ([61e3e02](61e3e02))
* Fix polling mechanism for TestApplyAndMaterialize ([#5451](#5451)) ([b512a74](b512a74))
* Fix remote rbac integration tests ([#5473](#5473)) ([10879ec](10879ec))
* Fix Trino offline store SQL in Jinja template ([#5346](#5346)) ([648c53d](648c53d))
* Fixed CurlGeneratorTab github theme type ([#5425](#5425)) ([5f15329](5f15329))
* Increase the Operator Manager memory limits and requests ([#5441](#5441)) ([6c94dbf](6c94dbf))
* Method signature for push_async is out of date ([#5413](#5413)) ([28c3379](28c3379)), closes [#5410](#5410) [#006BB4](https://github.com/feast-dev/feast/issues/006BB4)
* Operator - support securityContext override at Pod level ([#5325](#5325)) ([33ea0f5](33ea0f5))
* Pybuild-deps throws errors w/ latest pip version ([#5311](#5311)) ([f2d6a67](f2d6a67))
* Reopen for integration test about add s3 storage-based registry store in Go feature server ([#5352](#5352)) ([ef75f61](ef75f61))
* resolve Python logger warnings ([#5361](#5361)) ([37d5c19](37d5c19))
* The ignore_paths not taking effect duration feast apply ([#5353](#5353)) ([e4917ca](e4917ca))
* Update generate_answer function to provide correct parameter format to retrieve function ([dc5b2af](dc5b2af))
* Update milvus connect function to work with remote instance ([#5382](#5382)) ([7e5e7d5](7e5e7d5))
* Updating milvus connect function to work with remote instance ([#5401](#5401)) ([b89fadd](b89fadd))
* Upperbound limit for protobuf generation ([#5309](#5309)) ([a114aae](a114aae))

### Features

* Add CLI, SDK, and API documentation page to Feast UI ([#5337](#5337)) ([203e888](203e888))
* Add dark mode toggle to Feast UI ([#5314](#5314)) ([ad02e46](ad02e46))
* Add data labeling tabs to UI ([#5410](#5410)) ([389ceb7](389ceb7)), closes [#006BB4](https://github.com/feast-dev/feast/issues/006BB4)
* Add Decimal to allowed python scalar types ([#5367](#5367)) ([4777c03](4777c03))
* Add feast rag retriver functionality ([#5405](#5405)) ([0173033](0173033))
* Add feature view curl generator ([#5415](#5415)) ([7a5b48f](7a5b48f))
* Add feature view lineage tab and filtering to home page lineage ([#5308](#5308)) ([308255d](308255d))
* Add feature view tags to dynamo tags ([#5291](#5291)) ([3a787ac](3a787ac))
* Add HybridOnlineStore for multi-backend online store routing ([#5423](#5423)) ([ebd67d1](ebd67d1))
* Add max_file_size to Snowflake config ([#5377](#5377)) ([e8cdf5d](e8cdf5d))
* Add MCP (Model Context Protocol) support for Feast feature server ([#5406](#5406)) ([de650de](de650de)), closes [#5398](#5398) [#5382](#5382) [#5389](#5389) [#5401](#5401)
* Add rag project to default dev UI ([#5323](#5323)) ([3b3e1c8](3b3e1c8))
* Add s3 storage-based registry store in Go feature server ([#5336](#5336)) ([abe18df](abe18df))
* Add support for data labeling in UI ([#5409](#5409)) ([d183c4b](d183c4b)), closes [#27](#27)
* Added Lineage APIs to get registry objects relationships ([#5472](#5472)) ([be004ef](be004ef))
* Added rest-apis serving option for registry server ([#5342](#5342)) ([9740fd1](9740fd1))
* Added torch.Tensor as option for online and offline retrieval ([#5381](#5381)) ([0b4ae95](0b4ae95))
* Adding feast delete to CLI ([#5344](#5344)) ([19fe3ac](19fe3ac))
* Adding permissions to UI and refactoring some things ([#5320](#5320)) ([6f1b0cc](6f1b0cc))
* Allow to set registry server rest/grpc mode in operator ([#5364](#5364)) ([99afd6d](99afd6d))
* Allow to use env variable FEAST_FS_YAML_FILE_PATH and FEATURE_REPO_DIR ([#5420](#5420)) ([6a1b33a](6a1b33a))
* Enable materialization for ODFV Transform on Write ([#5459](#5459)) ([3d17892](3d17892))
* Improve search results formatting ([#5326](#5326)) ([18cbd7f](18cbd7f))
* Improvements to Lambda materialization engine ([#5379](#5379)) ([b486f29](b486f29))
* Make batch_source optional in PushSource ([#5440](#5440)) ([#5454](#5454)) ([ae7e20e](ae7e20e))
* Refactor materialization engine ([#5354](#5354)) ([f5c5360](f5c5360))
* Remote Write to Online Store completes client / server architecture ([#5422](#5422)) ([2368f42](2368f42))
* Serialization version 2 and below removed ([#5435](#5435)) ([9e50e18](9e50e18))
* SQLite online retrieval. Add timezone info into timestamp. ([#5386](#5386)) ([6b05153](6b05153))
* Support dual-mode REST and gRPC for Feast Registry Server ([#5396](#5396)) ([fd1f448](fd1f448))
* Support DynamoDB as online store in Go feature server ([#5464](#5464)) ([40d25c6](40d25c6))
* Update Spark Compute read source node to be able to use other data sources ([#5445](#5445)) ([a93d300](a93d300))

### Reverts

* Feat: Add CLI, SDK, and API documentation page to Feast UI" ([#5341](#5341)) ([b492f14](b492f14)), closes [#5337](#5337)
* Revert "feat: Add s3 storage-based registry store in Go feature server" ([#5351](#5351)) ([d5d6766](d5d6766)), closes [#5336](#5336)
* Revert "fix: Update milvus connect function to work with remote instance" ([#5398](#5398)) ([434dd92](434dd92)), closes [#5382](#5382)
franciscojavierarceo pushed a commit that referenced this pull request Jul 1, 2025
# [0.50.0](v0.49.0...v0.50.0) (2025-07-01)

### Bug Fixes

* Add asyncio to integration test ([#5418](#5418)) ([6765515](6765515))
* Add clickhouse to OFFLINE_STORE_CLASS_FOR_TYPE map ([#5251](#5251)) ([9ed2ffa](9ed2ffa))
* Add missing conn.commit() in SnowflakeOnlineStore.online_write_batch ([#5432](#5432)) ([a83dd85](a83dd85))
* Add transformers in required dependencies ([8cde460](8cde460))
* Allow custom annotations on Operator installed objects ([#5339](#5339)) ([44c7a76](44c7a76))
* Dask pulling of latest data ([#5229](#5229)) ([571d81f](571d81f))
* **dask:** preserve remote URIs (e.g. s3://) in DaskOfflineStore path resolution ([2561cfc](2561cfc))
* Fix Event loop is closed error on dynamodb test ([#5480](#5480)) ([fe0f671](fe0f671))
* Fix lineage entity filtering ([#5321](#5321)) ([0d05701](0d05701))
* Fix list saved dataset api ([833696c](833696c))
* Fix NumPy - PyArrow array type mapping in Trino offline store ([#5393](#5393)) ([9ba9ded](9ba9ded))
* Fix pandas 2.x compatibility issue of Trino offline store caused by removed Series.iteritems() method ([#5345](#5345)) ([61e3e02](61e3e02))
* Fix polling mechanism for TestApplyAndMaterialize ([#5451](#5451)) ([b512a74](b512a74))
* Fix remote rbac integration tests ([#5473](#5473)) ([10879ec](10879ec))
* Fix Trino offline store SQL in Jinja template ([#5346](#5346)) ([648c53d](648c53d))
* Fixed CurlGeneratorTab github theme type ([#5425](#5425)) ([5f15329](5f15329))
* Increase the Operator Manager memory limits and requests ([#5441](#5441)) ([6c94dbf](6c94dbf))
* Method signature for push_async is out of date ([#5413](#5413)) ([28c3379](28c3379)), closes [#5410](#5410) [#006BB4](https://github.com/feast-dev/feast/issues/006BB4)
* Operator - support securityContext override at Pod level ([#5325](#5325)) ([33ea0f5](33ea0f5))
* Pybuild-deps throws errors w/ latest pip version ([#5311](#5311)) ([f2d6a67](f2d6a67))
* Reopen for integration test about add s3 storage-based registry store in Go feature server ([#5352](#5352)) ([ef75f61](ef75f61))
* resolve Python logger warnings ([#5361](#5361)) ([37d5c19](37d5c19))
* The ignore_paths not taking effect duration feast apply ([#5353](#5353)) ([e4917ca](e4917ca))
* Update generate_answer function to provide correct parameter format to retrieve function ([dc5b2af](dc5b2af))
* Update milvus connect function to work with remote instance ([#5382](#5382)) ([7e5e7d5](7e5e7d5))
* Updating milvus connect function to work with remote instance ([#5401](#5401)) ([b89fadd](b89fadd))
* Upperbound limit for protobuf generation ([#5309](#5309)) ([a114aae](a114aae))

### Features

* Add CLI, SDK, and API documentation page to Feast UI ([#5337](#5337)) ([203e888](203e888))
* Add dark mode toggle to Feast UI ([#5314](#5314)) ([ad02e46](ad02e46))
* Add data labeling tabs to UI ([#5410](#5410)) ([389ceb7](389ceb7)), closes [#006BB4](https://github.com/feast-dev/feast/issues/006BB4)
* Add Decimal to allowed python scalar types ([#5367](#5367)) ([4777c03](4777c03))
* Add feast rag retriver functionality ([#5405](#5405)) ([0173033](0173033))
* Add feature view curl generator ([#5415](#5415)) ([7a5b48f](7a5b48f))
* Add feature view lineage tab and filtering to home page lineage ([#5308](#5308)) ([308255d](308255d))
* Add feature view tags to dynamo tags ([#5291](#5291)) ([3a787ac](3a787ac))
* Add HybridOnlineStore for multi-backend online store routing ([#5423](#5423)) ([ebd67d1](ebd67d1))
* Add max_file_size to Snowflake config ([#5377](#5377)) ([e8cdf5d](e8cdf5d))
* Add MCP (Model Context Protocol) support for Feast feature server ([#5406](#5406)) ([de650de](de650de)), closes [#5398](#5398) [#5382](#5382) [#5389](#5389) [#5401](#5401)
* Add rag project to default dev UI ([#5323](#5323)) ([3b3e1c8](3b3e1c8))
* Add s3 storage-based registry store in Go feature server ([#5336](#5336)) ([abe18df](abe18df))
* Add support for data labeling in UI ([#5409](#5409)) ([d183c4b](d183c4b)), closes [#27](#27)
* Added Lineage APIs to get registry objects relationships ([#5472](#5472)) ([be004ef](be004ef))
* Added rest-apis serving option for registry server ([#5342](#5342)) ([9740fd1](9740fd1))
* Added torch.Tensor as option for online and offline retrieval ([#5381](#5381)) ([0b4ae95](0b4ae95))
* Adding feast delete to CLI ([#5344](#5344)) ([19fe3ac](19fe3ac))
* Adding permissions to UI and refactoring some things ([#5320](#5320)) ([6f1b0cc](6f1b0cc))
* Allow to set registry server rest/grpc mode in operator ([#5364](#5364)) ([99afd6d](99afd6d))
* Allow to use env variable FEAST_FS_YAML_FILE_PATH and FEATURE_REPO_DIR ([#5420](#5420)) ([6a1b33a](6a1b33a))
* Enable materialization for ODFV Transform on Write ([#5459](#5459)) ([3d17892](3d17892))
* Improve search results formatting ([#5326](#5326)) ([18cbd7f](18cbd7f))
* Improvements to Lambda materialization engine ([#5379](#5379)) ([b486f29](b486f29))
* Make batch_source optional in PushSource ([#5440](#5440)) ([#5454](#5454)) ([ae7e20e](ae7e20e))
* Refactor materialization engine ([#5354](#5354)) ([f5c5360](f5c5360))
* Remote Write to Online Store completes client / server architecture ([#5422](#5422)) ([2368f42](2368f42))
* Serialization version 2 and below removed ([#5435](#5435)) ([9e50e18](9e50e18))
* SQLite online retrieval. Add timezone info into timestamp. ([#5386](#5386)) ([6b05153](6b05153))
* Support dual-mode REST and gRPC for Feast Registry Server ([#5396](#5396)) ([fd1f448](fd1f448))
* Support DynamoDB as online store in Go feature server ([#5464](#5464)) ([40d25c6](40d25c6))
* Update Spark Compute read source node to be able to use other data sources ([#5445](#5445)) ([a93d300](a93d300))

### Reverts

* Chore Release "chore(release): release 0.50.0" ([#5483](#5483)) ([0eef391](0eef391))
* Feat: Add CLI, SDK, and API documentation page to Feast UI" ([#5341](#5341)) ([b492f14](b492f14)), closes [#5337](#5337)
* Revert "feat: Add s3 storage-based registry store in Go feature server" ([#5351](#5351)) ([d5d6766](d5d6766)), closes [#5336](#5336)
* Revert "fix: Update milvus connect function to work with remote instance" ([#5398](#5398)) ([434dd92](434dd92)), closes [#5382](#5382)
@franciscojavierarceo

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@HaoXuAI @ntkathole I wonder if we can do this for offline stores as well 🤔

@franciscojavierarceo

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This PR resolves #5467

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