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GeezerVison is showing github.com — feat: Optimize DynamoDB online store for improved latency by ntkathole · Pull Request #5889 · feast-dev/feast

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ntkathole commented Jan 22, 2026 •

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What this PR does / why we need it:

Optimizes the DynamoDB online store implementation to reduce online feature serving latency.

O(1) dictionary lookup instead of O(n log n) sorting - _process_batch_get_response now uses dictionary-based lookup for response ordering instead of sorting.
Cached TypeDeserializer - Added class-level cached TypeDeserializer instance to avoid per-request object instantiation overhead in async reads.
VPC endpoint support for async client - The endpoint_url config is now properly passed to the async aiobotocore client, enabling DynamoDB VPC endpoints for reduced network latency.
Improved default configuration values:
- batch_size: 40 → 100 (max allowed by DynamoDB BatchGetItem)
- max_pool_connections: 10 → 50 (better concurrency)
- keepalive_timeout: 12s → 30s (better connection reuse)
- connect_timeout: 60s → 5s (faster failure detection)
- read_timeout: 60s → 10s (faster failure detection)
- total_max_retry_attempts: None → 3 (bounded retries)
- retry_mode: None → "adaptive" (smart retry with rate limiting)
Pre-allocated result lists - Response processing now pre-allocates result lists instead of using append-based growth.

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ntkathole self-assigned this

Jan 22, 2026

ntkathole force-pushed the perf_improvements branch 2 times, most recently from 275eac2 to 1892c9d Compare

January 24, 2026 13:00

ntkathole added the ok-to-test label

Jan 24, 2026

ntkathole marked this pull request as ready for review

January 24, 2026 16:58

ntkathole requested a review from a team as a code owner

January 24, 2026 16:58

franciscojavierarceo commented Jan 24, 2026

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@robhowley mind taking a look?

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franciscojavierarceo requested a review from Copilot

January 25, 2026 04:55

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Pull request overview

This PR optimizes the DynamoDB online store implementation to reduce feature serving latency through several performance improvements: dictionary-based response ordering, cached deserializer instances, entity ID computation caching, and improved default configuration values.

Changes:

Replaced O(n log n) sorting with O(1) dictionary lookup in response processing
Added cached TypeDeserializer and entity ID caching to reduce object instantiation overhead
Enabled VPC endpoint support for async client via endpoint_url configuration
Updated default configuration values for better performance (batch_size: 100, max_pool_connections: 50, adaptive retry mode, etc.)

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 3 comments.

File	Description
sdk/python/feast/infra/online_stores/dynamodb.py	Core optimization changes including response processing refactor, caching implementations, VPC endpoint support, and updated configuration defaults
sdk/python/tests/unit/infra/online_store/test_dynamodb_online_store.py	Updated test assertions to reflect new default configuration values

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sdk/python/feast/infra/online_stores/dynamodb.py Resolved

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franciscojavierarceo commented Jan 25, 2026

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@ntkathole do you have any summary of performance changes for a fixed set of features or feature views?

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ntkathole commented Jan 26, 2026

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@ntkathole do you have any summary of performance changes for a fixed set of features or feature views?

@franciscojavierarceo What I see with local testing is processing savings ~1.26ms (for 1000 entities with duplicates), while I expect config optimizations to have real network-level impact.

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ntkathole force-pushed the perf_improvements branch from 1892c9d to 62417e8 Compare

January 26, 2026 14:59

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✅ Devin Review: No Issues Found

Devin Review analyzed this PR and found no potential bugs to report.

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sdk/python/feast/infra/online_stores/dynamodb.py

Comment on lines 76 to 106

		session_based_auth: bool = False
		"""AWS session based client authentication"""

		max_pool_connections: int = 10
		"""Max number of connections for async Dynamodb operations"""
		max_pool_connections: int = 50
		"""Max number of connections for async Dynamodb operations.
		Increase for high-throughput workloads."""

		keepalive_timeout: float = 12.0
		"""Keep-alive timeout in seconds for async Dynamodb connections."""
		keepalive_timeout: float = 30.0
		"""Keep-alive timeout in seconds for async Dynamodb connections.
		Higher values help reuse connections under sustained load."""

		connect_timeout: Union[int, float] = 60
		connect_timeout: Union[int, float] = 5
		"""The time in seconds until a timeout exception is thrown when attempting to make
		an async connection."""
		an async connection. Lower values enable faster failure detection."""

		read_timeout: Union[int, float] = 60
		read_timeout: Union[int, float] = 10
		"""The time in seconds until a timeout exception is thrown when attempting to read
		from an async connection."""
		from an async connection. Lower values enable faster failure detection."""

		total_max_retry_attempts: Union[int, None] = None
		total_max_retry_attempts: Union[int, None] = 3
		"""Maximum number of total attempts that will be made on a single request.

		Maps to `retries.total_max_attempts` in botocore.config.Config.
		"""

		retry_mode: Union[Literal["legacy", "standard", "adaptive"], None] = None
		retry_mode: Union[Literal["legacy", "standard", "adaptive"], None] = "adaptive"
		"""The type of retry mode (aio)botocore should use.

		Maps to `retries.mode` in botocore.config.Config.
		'adaptive' mode provides intelligent retry with client-side rate limiting.
		"""

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(Refers to lines 56-106)

🚩 Breaking change in default configuration values may affect existing deployments

Several default values have changed significantly:

connect_timeout: 60s → 5s (12x reduction)
read_timeout: 60s → 10s (6x reduction)
total_max_retry_attempts: None → 3 (now bounded)
batch_size: 40 → 100 (2.5x increase)

Existing deployments relying on defaults may experience different behavior. The lower timeouts will cause faster failure detection but could also cause more timeout errors in high-latency environments. The bounded retries could cause failures that previously would have eventually succeeded. These are reasonable production defaults but may require documentation/migration notes.

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          feat: Optimize DynamoDB online store for improved latency

f1dfe10

Signed-off-by: ntkathole <[email protected]>

ntkathole force-pushed the perf_improvements branch from 62417e8 to f1dfe10 Compare

January 26, 2026 15:16

franciscojavierarceo approved these changes

Jan 27, 2026

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          Merge branch 'master' into perf_improvements

a2b0bc5

ntkathole merged commit fcc8274 into feast-dev:master

Jan 28, 2026

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

Feb 7, 2026


          feat: Optimize DynamoDB online store for improved latency (feast-dev#…

8fc25e9

…5889)

Signed-off-by: ntkathole <[email protected]>
Co-authored-by: Francisco Javier Arceo <[email protected]>
Signed-off-by: yassinnouh21 <[email protected]>

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

Feb 7, 2026


          feat: Optimize DynamoDB online store for improved latency (feast-dev#…

29c21bf

…5889)

Signed-off-by: ntkathole <[email protected]>
Co-authored-by: Francisco Javier Arceo <[email protected]>
Signed-off-by: yassinnouh21 <[email protected]>

franciscojavierarceo pushed a commit that referenced this pull request

Feb 17, 2026


          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


          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


          feat: Optimize DynamoDB online store for improved latency (feast-dev#…

cfbc163

…5889)

Signed-off-by: ntkathole <[email protected]>
Co-authored-by: Francisco Javier Arceo <[email protected]>

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

Mar 18, 2026


          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]>

franciscojavierarceo mentioned this pull request

Sep 11, 2026

docs: Add Nikhil Kathole as a project maintainer #6830

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ntkathole commented Jan 22, 2026 •

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