perf: Parallelize DynamoDB batch reads in sync online_read by abhijeet-dhumal · Pull Request #6024 · feast-dev/feast · GitHub

Summary

Execute DynamoDB BatchGetItem requests in parallel using ThreadPoolExecutor instead of sequentially. This significantly reduces latency when reading features for many entities that span multiple batches.

Changes

Pre-split entity IDs into batches upfront
Use ThreadPoolExecutor to execute batch requests concurrently
Skip parallelization for single batch (no overhead)
Merge results in original order after parallel fetch

Expected Behavior

For multiple batches, DynamoDB BatchGetItem requests should execute in parallel, reducing total latency from N × network_latency to approximately 1 × network_latency.

Current Behavior

The sync online_read method executes batch requests sequentially in a while loop:

while True:
    batch = list(itertools.islice(entity_ids_iter, batch_size))
    if len(batch) == 0:
        break
    response = dynamodb_resource.batch_get_item(RequestItems=...)  # Sequential!
    result.extend(batch_result)

For 500 entities with batch_size=100, this makes 5 sequential network calls.

Steps to Reproduce

Configure DynamoDB online store with batch_size=100
Call get_online_features for 500 entities
Profile network latency - observe 5 sequential calls

Specifications

Version: 0.47.0+
Platform: All
Subsystem: sdk/python/feast/infra/online_stores/dynamodb.py

Performance Impact

For 500 entities with batch_size=100 (5 batches):

Before: 5 sequential network calls = 50-150ms
After: 5 parallel network calls = 10-30ms
Estimated savings: 40-120ms for large entity sets

Possible Solution

Already implemented in this PR using ThreadPoolExecutor:

with ThreadPoolExecutor(max_workers=min(len(batches), batch_size)) as executor:
    responses = list(executor.map(fetch_batch, batches))

# [0.61.0](v0.60.0...v0.61.0) (2026-03-10) ### Bug Fixes * Add grpcio dependency group to transformation server Dockerfile ([2c2150a](2c2150a)) * Add https readiness check for rest-registry tests ([ea85e63](ea85e63)) * Add website build check for PRs and fix blog frontmatter YAML error ([#6079](#6079)) ([30a3a43](30a3a43)) * Added MLflow metric charts across feature selection ([#6080](#6080)) ([a403361](a403361)) * Check duplicate names for feature view across types ([#5999](#5999)) ([95b9af8](95b9af8)) * Fix integration tests ([#6046](#6046)) ([02d5548](02d5548)) * Fix non-specific label selector on metrics service ([a1a160d](a1a160d)) * Fixed IntegrityError on SqlRegistry ([#6047](#6047)) ([325e148](325e148)) * Fixed pre-commit check ([114b7db](114b7db)) * Fixed uv cache permission error for docker build on mac ([ad807be](ad807be)) * Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([#5991](#5991)) ([abfd18a](abfd18a)) * Integration test failures ([#6040](#6040)) ([9165870](9165870)) * Ray offline store tests are duplicated across 3 workflows ([54f705a](54f705a)) * Reenable tests ([#6036](#6036)) ([82ee7f8](82ee7f8)) * Use commitlint pre-commit hook instead of a separate action ([35a81e7](35a81e7)) ### Features * Add complex type support (Map, JSON, Struct) with schema validation ([#5974](#5974)) ([1200dbf](1200dbf)) * Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](2c6be18)) * Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](4d08ddc)), closes [#5835](#5835) * Add OnlineStore for MongoDB ([#6025](#6025)) ([bf4e3fa](bf4e3fa)), closes [golang/go#74462](golang/go#74462) * Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](547b516)) * Adding optional name to Aggregation (feast-dev[#5994](#5994)) ([#6083](#6083)) ([56469f7](56469f7)) * Feature Server High-Availability on Kubernetes ([#6028](#6028)) ([9c07b4c](9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability) * **go:** Implement metrics and tracing for http and grpc servers ([#5925](#5925)) ([2b4ec9a](2b4ec9a)) * Horizontal scaling support to the Feast operator ([#6000](#6000)) ([3ec13e6](3ec13e6)) * Making feature view source optional (feast-dev[#6074](#6074)) ([#6075](#6075)) ([76917b7](76917b7)) * Support arm docker build ([#6061](#6061)) ([1e1f5d9](1e1f5d9)) * Use orjson for faster JSON serialization in feature server ([6f5203a](6f5203a)) ### Performance Improvements * Optimize protobuf parsing in Redis online store ([#6023](#6023)) ([59dfdb8](59dfdb8)) * Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](33a2e95)) * Parallelize DynamoDB batch reads in sync online_read ([#6024](#6024)) ([9699944](9699944)) * Remove redundant entity key serialization in online_read ([d87283f](d87283f))

…#6024) * perf: Parallelize DynamoDB batch reads in sync online_read Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * test: add unit tests for DynamoDB parallel batch reads Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * fix: address thread-safety and max_workers issues in parallel DynamoDB reads Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * fix: Improve DynamoDB parallel reads: shared client, configurable workers Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * docs: add max_read_workers config documentation for DynamoDB online store Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * docs: Fix default max worker count in docs Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> --------- Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

# [0.61.0](feast-dev/feast@v0.60.0...v0.61.0) (2026-03-10) ### Bug Fixes * Add grpcio dependency group to transformation server Dockerfile ([2c2150a](feast-dev@2c2150a)) * Add https readiness check for rest-registry tests ([ea85e63](feast-dev@ea85e63)) * Add website build check for PRs and fix blog frontmatter YAML error ([feast-dev#6079](feast-dev#6079)) ([30a3a43](feast-dev@30a3a43)) * Added MLflow metric charts across feature selection ([feast-dev#6080](feast-dev#6080)) ([a403361](feast-dev@a403361)) * Check duplicate names for feature view across types ([feast-dev#5999](feast-dev#5999)) ([95b9af8](feast-dev@95b9af8)) * Fix integration tests ([feast-dev#6046](feast-dev#6046)) ([02d5548](feast-dev@02d5548)) * Fix non-specific label selector on metrics service ([a1a160d](feast-dev@a1a160d)) * Fixed IntegrityError on SqlRegistry ([feast-dev#6047](feast-dev#6047)) ([325e148](feast-dev@325e148)) * Fixed pre-commit check ([114b7db](feast-dev@114b7db)) * Fixed uv cache permission error for docker build on mac ([ad807be](feast-dev@ad807be)) * Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([feast-dev#5991](feast-dev#5991)) ([abfd18a](feast-dev@abfd18a)) * Integration test failures ([feast-dev#6040](feast-dev#6040)) ([9165870](feast-dev@9165870)) * Ray offline store tests are duplicated across 3 workflows ([54f705a](feast-dev@54f705a)) * Reenable tests ([feast-dev#6036](feast-dev#6036)) ([82ee7f8](feast-dev@82ee7f8)) * Use commitlint pre-commit hook instead of a separate action ([35a81e7](feast-dev@35a81e7)) ### Features * Add complex type support (Map, JSON, Struct) with schema validation ([feast-dev#5974](feast-dev#5974)) ([1200dbf](feast-dev@1200dbf)) * Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](feast-dev@2c6be18)) * Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](feast-dev@4d08ddc)), closes [feast-dev#5835](feast-dev#5835) * Add OnlineStore for MongoDB ([feast-dev#6025](feast-dev#6025)) ([bf4e3fa](feast-dev@bf4e3fa)), closes [golang/go#74462](golang/go#74462) * Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](feast-dev@547b516)) * Adding optional name to Aggregation (feast-dev[feast-dev#5994](feast-dev#5994)) ([feast-dev#6083](feast-dev#6083)) ([56469f7](feast-dev@56469f7)) * Feature Server High-Availability on Kubernetes ([feast-dev#6028](feast-dev#6028)) ([9c07b4c](feast-dev@9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability) * **go:** Implement metrics and tracing for http and grpc servers ([feast-dev#5925](feast-dev#5925)) ([2b4ec9a](feast-dev@2b4ec9a)) * Horizontal scaling support to the Feast operator ([feast-dev#6000](feast-dev#6000)) ([3ec13e6](feast-dev@3ec13e6)) * Making feature view source optional (feast-dev[feast-dev#6074](feast-dev#6074)) ([feast-dev#6075](feast-dev#6075)) ([76917b7](feast-dev@76917b7)) * Support arm docker build ([feast-dev#6061](feast-dev#6061)) ([1e1f5d9](feast-dev@1e1f5d9)) * Use orjson for faster JSON serialization in feature server ([6f5203a](feast-dev@6f5203a)) ### Performance Improvements * Optimize protobuf parsing in Redis online store ([feast-dev#6023](feast-dev#6023)) ([59dfdb8](feast-dev@59dfdb8)) * Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](feast-dev@33a2e95)) * Parallelize DynamoDB batch reads in sync online_read ([feast-dev#6024](feast-dev#6024)) ([9699944](feast-dev@9699944)) * Remove redundant entity key serialization in online_read ([d87283f](feast-dev@d87283f))

…#6024) * perf: Parallelize DynamoDB batch reads in sync online_read Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * test: add unit tests for DynamoDB parallel batch reads Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * fix: address thread-safety and max_workers issues in parallel DynamoDB reads Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * fix: Improve DynamoDB parallel reads: shared client, configurable workers Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * docs: add max_read_workers config documentation for DynamoDB online store Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * docs: Fix default max worker count in docs Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> --------- Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

# [0.61.0](feast-dev/feast@v0.60.0...v0.61.0) (2026-03-10) ### Bug Fixes * Add grpcio dependency group to transformation server Dockerfile ([2c2150a](feast-dev@2c2150a)) * Add https readiness check for rest-registry tests ([ea85e63](feast-dev@ea85e63)) * Add website build check for PRs and fix blog frontmatter YAML error ([feast-dev#6079](feast-dev#6079)) ([30a3a43](feast-dev@30a3a43)) * Added MLflow metric charts across feature selection ([feast-dev#6080](feast-dev#6080)) ([a403361](feast-dev@a403361)) * Check duplicate names for feature view across types ([feast-dev#5999](feast-dev#5999)) ([95b9af8](feast-dev@95b9af8)) * Fix integration tests ([feast-dev#6046](feast-dev#6046)) ([02d5548](feast-dev@02d5548)) * Fix non-specific label selector on metrics service ([a1a160d](feast-dev@a1a160d)) * Fixed IntegrityError on SqlRegistry ([feast-dev#6047](feast-dev#6047)) ([325e148](feast-dev@325e148)) * Fixed pre-commit check ([114b7db](feast-dev@114b7db)) * Fixed uv cache permission error for docker build on mac ([ad807be](feast-dev@ad807be)) * Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([feast-dev#5991](feast-dev#5991)) ([abfd18a](feast-dev@abfd18a)) * Integration test failures ([feast-dev#6040](feast-dev#6040)) ([9165870](feast-dev@9165870)) * Ray offline store tests are duplicated across 3 workflows ([54f705a](feast-dev@54f705a)) * Reenable tests ([feast-dev#6036](feast-dev#6036)) ([82ee7f8](feast-dev@82ee7f8)) * Use commitlint pre-commit hook instead of a separate action ([35a81e7](feast-dev@35a81e7)) ### Features * Add complex type support (Map, JSON, Struct) with schema validation ([feast-dev#5974](feast-dev#5974)) ([1200dbf](feast-dev@1200dbf)) * Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](feast-dev@2c6be18)) * Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](feast-dev@4d08ddc)), closes [feast-dev#5835](feast-dev#5835) * Add OnlineStore for MongoDB ([feast-dev#6025](feast-dev#6025)) ([bf4e3fa](feast-dev@bf4e3fa)), closes [golang/go#74462](golang/go#74462) * Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](feast-dev@547b516)) * Adding optional name to Aggregation (feast-dev[feast-dev#5994](feast-dev#5994)) ([feast-dev#6083](feast-dev#6083)) ([56469f7](feast-dev@56469f7)) * Feature Server High-Availability on Kubernetes ([feast-dev#6028](feast-dev#6028)) ([9c07b4c](feast-dev@9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability) * **go:** Implement metrics and tracing for http and grpc servers ([feast-dev#5925](feast-dev#5925)) ([2b4ec9a](feast-dev@2b4ec9a)) * Horizontal scaling support to the Feast operator ([feast-dev#6000](feast-dev#6000)) ([3ec13e6](feast-dev@3ec13e6)) * Making feature view source optional (feast-dev[feast-dev#6074](feast-dev#6074)) ([feast-dev#6075](feast-dev#6075)) ([76917b7](feast-dev@76917b7)) * Support arm docker build ([feast-dev#6061](feast-dev#6061)) ([1e1f5d9](feast-dev@1e1f5d9)) * Use orjson for faster JSON serialization in feature server ([6f5203a](feast-dev@6f5203a)) ### Performance Improvements * Optimize protobuf parsing in Redis online store ([feast-dev#6023](feast-dev#6023)) ([59dfdb8](feast-dev@59dfdb8)) * Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](feast-dev@33a2e95)) * Parallelize DynamoDB batch reads in sync online_read ([feast-dev#6024](feast-dev#6024)) ([9699944](feast-dev@9699944)) * Remove redundant entity key serialization in online_read ([d87283f](feast-dev@d87283f))

…#6024) * perf: Parallelize DynamoDB batch reads in sync online_read Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * test: add unit tests for DynamoDB parallel batch reads Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * fix: address thread-safety and max_workers issues in parallel DynamoDB reads Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * fix: Improve DynamoDB parallel reads: shared client, configurable workers Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * docs: add max_read_workers config documentation for DynamoDB online store Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> * docs: Fix default max worker count in docs Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> --------- Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com> Signed-off-by: Shizoqua <hr.lanreshittu@gmail.com>

# [0.61.0](feast-dev/feast@v0.60.0...v0.61.0) (2026-03-10) ### Bug Fixes * Add grpcio dependency group to transformation server Dockerfile ([2c2150a](feast-dev@2c2150a)) * Add https readiness check for rest-registry tests ([ea85e63](feast-dev@ea85e63)) * Add website build check for PRs and fix blog frontmatter YAML error ([feast-dev#6079](feast-dev#6079)) ([30a3a43](feast-dev@30a3a43)) * Added MLflow metric charts across feature selection ([feast-dev#6080](feast-dev#6080)) ([a403361](feast-dev@a403361)) * Check duplicate names for feature view across types ([feast-dev#5999](feast-dev#5999)) ([95b9af8](feast-dev@95b9af8)) * Fix integration tests ([feast-dev#6046](feast-dev#6046)) ([02d5548](feast-dev@02d5548)) * Fix non-specific label selector on metrics service ([a1a160d](feast-dev@a1a160d)) * Fixed IntegrityError on SqlRegistry ([feast-dev#6047](feast-dev#6047)) ([325e148](feast-dev@325e148)) * Fixed pre-commit check ([114b7db](feast-dev@114b7db)) * Fixed uv cache permission error for docker build on mac ([ad807be](feast-dev@ad807be)) * Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([feast-dev#5991](feast-dev#5991)) ([abfd18a](feast-dev@abfd18a)) * Integration test failures ([feast-dev#6040](feast-dev#6040)) ([9165870](feast-dev@9165870)) * Ray offline store tests are duplicated across 3 workflows ([54f705a](feast-dev@54f705a)) * Reenable tests ([feast-dev#6036](feast-dev#6036)) ([82ee7f8](feast-dev@82ee7f8)) * Use commitlint pre-commit hook instead of a separate action ([35a81e7](feast-dev@35a81e7)) ### Features * Add complex type support (Map, JSON, Struct) with schema validation ([feast-dev#5974](feast-dev#5974)) ([1200dbf](feast-dev@1200dbf)) * Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](feast-dev@2c6be18)) * Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](feast-dev@4d08ddc)), closes [feast-dev#5835](feast-dev#5835) * Add OnlineStore for MongoDB ([feast-dev#6025](feast-dev#6025)) ([bf4e3fa](feast-dev@bf4e3fa)), closes [golang/go#74462](golang/go#74462) * Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](feast-dev@547b516)) * Adding optional name to Aggregation (feast-dev[feast-dev#5994](feast-dev#5994)) ([feast-dev#6083](feast-dev#6083)) ([56469f7](feast-dev@56469f7)) * Feature Server High-Availability on Kubernetes ([feast-dev#6028](feast-dev#6028)) ([9c07b4c](feast-dev@9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability) * **go:** Implement metrics and tracing for http and grpc servers ([feast-dev#5925](feast-dev#5925)) ([2b4ec9a](feast-dev@2b4ec9a)) * Horizontal scaling support to the Feast operator ([feast-dev#6000](feast-dev#6000)) ([3ec13e6](feast-dev@3ec13e6)) * Making feature view source optional (feast-dev[feast-dev#6074](feast-dev#6074)) ([feast-dev#6075](feast-dev#6075)) ([76917b7](feast-dev@76917b7)) * Support arm docker build ([feast-dev#6061](feast-dev#6061)) ([1e1f5d9](feast-dev@1e1f5d9)) * Use orjson for faster JSON serialization in feature server ([6f5203a](feast-dev@6f5203a)) ### Performance Improvements * Optimize protobuf parsing in Redis online store ([feast-dev#6023](feast-dev#6023)) ([59dfdb8](feast-dev@59dfdb8)) * Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](feast-dev@33a2e95)) * Parallelize DynamoDB batch reads in sync online_read ([feast-dev#6024](feast-dev#6024)) ([9699944](feast-dev@9699944)) * Remove redundant entity key serialization in online_read ([d87283f](feast-dev@d87283f)) Signed-off-by: Shizoqua <hr.lanreshittu@gmail.com>

# [0.61.0](feast-dev/feast@v0.60.0...v0.61.0) (2026-03-10) ### Bug Fixes * Add grpcio dependency group to transformation server Dockerfile ([2c2150a](feast-dev@2c2150a)) * Add https readiness check for rest-registry tests ([ea85e63](feast-dev@ea85e63)) * Add website build check for PRs and fix blog frontmatter YAML error ([feast-dev#6079](feast-dev#6079)) ([30a3a43](feast-dev@30a3a43)) * Added MLflow metric charts across feature selection ([feast-dev#6080](feast-dev#6080)) ([a403361](feast-dev@a403361)) * Check duplicate names for feature view across types ([feast-dev#5999](feast-dev#5999)) ([95b9af8](feast-dev@95b9af8)) * Fix integration tests ([feast-dev#6046](feast-dev#6046)) ([02d5548](feast-dev@02d5548)) * Fix non-specific label selector on metrics service ([a1a160d](feast-dev@a1a160d)) * Fixed IntegrityError on SqlRegistry ([feast-dev#6047](feast-dev#6047)) ([325e148](feast-dev@325e148)) * Fixed pre-commit check ([114b7db](feast-dev@114b7db)) * Fixed uv cache permission error for docker build on mac ([ad807be](feast-dev@ad807be)) * Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([feast-dev#5991](feast-dev#5991)) ([abfd18a](feast-dev@abfd18a)) * Integration test failures ([feast-dev#6040](feast-dev#6040)) ([9165870](feast-dev@9165870)) * Ray offline store tests are duplicated across 3 workflows ([54f705a](feast-dev@54f705a)) * Reenable tests ([feast-dev#6036](feast-dev#6036)) ([82ee7f8](feast-dev@82ee7f8)) * Use commitlint pre-commit hook instead of a separate action ([35a81e7](feast-dev@35a81e7)) ### Features * Add complex type support (Map, JSON, Struct) with schema validation ([feast-dev#5974](feast-dev#5974)) ([1200dbf](feast-dev@1200dbf)) * Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](feast-dev@2c6be18)) * Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](feast-dev@4d08ddc)), closes [feast-dev#5835](feast-dev#5835) * Add OnlineStore for MongoDB ([feast-dev#6025](feast-dev#6025)) ([bf4e3fa](feast-dev@bf4e3fa)), closes [golang/go#74462](golang/go#74462) * Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](feast-dev@547b516)) * Adding optional name to Aggregation (feast-dev[feast-dev#5994](feast-dev#5994)) ([feast-dev#6083](feast-dev#6083)) ([56469f7](feast-dev@56469f7)) * Feature Server High-Availability on Kubernetes ([feast-dev#6028](feast-dev#6028)) ([9c07b4c](feast-dev@9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability) * **go:** Implement metrics and tracing for http and grpc servers ([feast-dev#5925](feast-dev#5925)) ([2b4ec9a](feast-dev@2b4ec9a)) * Horizontal scaling support to the Feast operator ([feast-dev#6000](feast-dev#6000)) ([3ec13e6](feast-dev@3ec13e6)) * Making feature view source optional (feast-dev[feast-dev#6074](feast-dev#6074)) ([feast-dev#6075](feast-dev#6075)) ([76917b7](feast-dev@76917b7)) * Support arm docker build ([feast-dev#6061](feast-dev#6061)) ([1e1f5d9](feast-dev@1e1f5d9)) * Use orjson for faster JSON serialization in feature server ([6f5203a](feast-dev@6f5203a)) ### Performance Improvements * Optimize protobuf parsing in Redis online store ([feast-dev#6023](feast-dev#6023)) ([59dfdb8](feast-dev@59dfdb8)) * Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](feast-dev@33a2e95)) * Parallelize DynamoDB batch reads in sync online_read ([feast-dev#6024](feast-dev#6024)) ([9699944](feast-dev@9699944)) * Remove redundant entity key serialization in online_read ([d87283f](feast-dev@d87283f)) Signed-off-by: Aniket Paluskar <apaluska@redhat.com>

# [0.61.0](feast-dev/feast@v0.60.0...v0.61.0) (2026-03-10) ### Bug Fixes * Add grpcio dependency group to transformation server Dockerfile ([2c2150a](feast-dev@2c2150a)) * Add https readiness check for rest-registry tests ([ea85e63](feast-dev@ea85e63)) * Add website build check for PRs and fix blog frontmatter YAML error ([feast-dev#6079](feast-dev#6079)) ([30a3a43](feast-dev@30a3a43)) * Added MLflow metric charts across feature selection ([feast-dev#6080](feast-dev#6080)) ([a403361](feast-dev@a403361)) * Check duplicate names for feature view across types ([feast-dev#5999](feast-dev#5999)) ([95b9af8](feast-dev@95b9af8)) * Fix integration tests ([feast-dev#6046](feast-dev#6046)) ([02d5548](feast-dev@02d5548)) * Fix non-specific label selector on metrics service ([a1a160d](feast-dev@a1a160d)) * Fixed IntegrityError on SqlRegistry ([feast-dev#6047](feast-dev#6047)) ([325e148](feast-dev@325e148)) * Fixed pre-commit check ([114b7db](feast-dev@114b7db)) * Fixed uv cache permission error for docker build on mac ([ad807be](feast-dev@ad807be)) * Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([feast-dev#5991](feast-dev#5991)) ([abfd18a](feast-dev@abfd18a)) * Integration test failures ([feast-dev#6040](feast-dev#6040)) ([9165870](feast-dev@9165870)) * Ray offline store tests are duplicated across 3 workflows ([54f705a](feast-dev@54f705a)) * Reenable tests ([feast-dev#6036](feast-dev#6036)) ([82ee7f8](feast-dev@82ee7f8)) * Use commitlint pre-commit hook instead of a separate action ([35a81e7](feast-dev@35a81e7)) ### Features * Add complex type support (Map, JSON, Struct) with schema validation ([feast-dev#5974](feast-dev#5974)) ([1200dbf](feast-dev@1200dbf)) * Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](feast-dev@2c6be18)) * Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](feast-dev@4d08ddc)), closes [feast-dev#5835](feast-dev#5835) * Add OnlineStore for MongoDB ([feast-dev#6025](feast-dev#6025)) ([bf4e3fa](feast-dev@bf4e3fa)), closes [golang/go#74462](golang/go#74462) * Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](feast-dev@547b516)) * Adding optional name to Aggregation (feast-dev[feast-dev#5994](feast-dev#5994)) ([feast-dev#6083](feast-dev#6083)) ([56469f7](feast-dev@56469f7)) * Feature Server High-Availability on Kubernetes ([feast-dev#6028](feast-dev#6028)) ([9c07b4c](feast-dev@9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability) * **go:** Implement metrics and tracing for http and grpc servers ([feast-dev#5925](feast-dev#5925)) ([2b4ec9a](feast-dev@2b4ec9a)) * Horizontal scaling support to the Feast operator ([feast-dev#6000](feast-dev#6000)) ([3ec13e6](feast-dev@3ec13e6)) * Making feature view source optional (feast-dev[feast-dev#6074](feast-dev#6074)) ([feast-dev#6075](feast-dev#6075)) ([76917b7](feast-dev@76917b7)) * Support arm docker build ([feast-dev#6061](feast-dev#6061)) ([1e1f5d9](feast-dev@1e1f5d9)) * Use orjson for faster JSON serialization in feature server ([6f5203a](feast-dev@6f5203a)) ### Performance Improvements * Optimize protobuf parsing in Redis online store ([feast-dev#6023](feast-dev#6023)) ([59dfdb8](feast-dev@59dfdb8)) * Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](feast-dev@33a2e95)) * Parallelize DynamoDB batch reads in sync online_read ([feast-dev#6024](feast-dev#6024)) ([9699944](feast-dev@9699944)) * Remove redundant entity key serialization in online_read ([d87283f](feast-dev@d87283f)) Signed-off-by: yuanjun220 <1069645408@qq.com>

# [0.61.0](v0.60.0...v0.61.0) (2026-04-07) ### Bug Fixes * Add grpcio dependency group to transformation server Dockerfile ([2c2150a](2c2150a)) * Add https readiness check for rest-registry tests ([ea85e63](ea85e63)) * Add website build check for PRs and fix blog frontmatter YAML error ([#6079](#6079)) ([30a3a43](30a3a43)) * Added missing jackc/pgx/v5 entries ([94ad0e7](94ad0e7)) * Added MLflow metric charts across feature selection ([#6080](#6080)) ([a403361](a403361)) * Check duplicate names for feature view across types ([#5999](#5999)) ([95b9af8](95b9af8)) * Fix integration tests ([#6046](#6046)) ([02d5548](02d5548)) * Fix missing error handling for resource_counts endpoint ([d9706ce](d9706ce)) * Fix non-specific label selector on metrics service ([a1a160d](a1a160d)) * fix path feature_definitions.py ([7d7df68](7d7df68)) * Fix regstry Rest API tests intermittent failure ([d53a339](d53a339)) * Fixed IntegrityError on SqlRegistry ([#6047](#6047)) ([325e148](325e148)) * Fixed intermittent failures in get_historical_features ([c335ec7](c335ec7)) * Fixed pre-commit check ([114b7db](114b7db)) * Fixed the intermittent FeatureViewNotFoundException ([661ecc7](661ecc7)) * Fixed uv cache permission error for docker build on mac ([ad807be](ad807be)) * Fixes a `PydanticDeprecatedSince20` warning for trino_offline_store ([#5991](#5991)) ([abfd18a](abfd18a)) * Handle existing RBAC role gracefully in namespace registry ([b46a62b](b46a62b)) * Ignore ipynb files during apply ([#6151](#6151)) ([4ea123d](4ea123d)) * Integration test failures ([#6040](#6040)) ([9165870](9165870)) * Mount TLS volumes for init container ([080a9b5](080a9b5)) * **postgres:** Use end_date in synthetic entity_df for non-entity retrieval ([#6110](#6110)) ([088a802](088a802)), closes [#6066](#6066) * Ray offline store tests are duplicated across 3 workflows ([54f705a](54f705a)) * Reenable tests ([#6036](#6036)) ([82ee7f8](82ee7f8)) * SSL/TLS mode by default for postgres connection ([4844488](4844488)) * Use commitlint pre-commit hook instead of a separate action ([35a81e7](35a81e7)) ### Features * Add Claude Code agent skills for Feast ([#6081](#6081)) ([1e5b60f](1e5b60f)), closes [#5976](#5976) [#6007](#6007) * Add complex type support (Map, JSON, Struct) with schema validation ([#5974](#5974)) ([1200dbf](1200dbf)) * Add decimal to supported feature types ([#6029](#6029)) ([#6226](#6226)) ([cff6fbf](cff6fbf)) * Add feast apply init container to automate registry population on pod start ([#6106](#6106)) ([6b31a43](6b31a43)) * Add feature view versioning support to PostgreSQL and MySQL online stores ([#6193](#6193)) ([940e0f0](940e0f0)), closes [#6168](#6168) [#6169](#6169) [#2728](#2728) * Add materialization, feature freshness, request latency, and push metrics to feature server ([2c6be18](2c6be18)) * Add metadata statistics to registry api ([ef1d4fc](ef1d4fc)) * Add non-entity retrieval support for ClickHouse offline store ([4d08ddc](4d08ddc)), closes [#5835](#5835) * Add OnlineStore for MongoDB ([#6025](#6025)) ([bf4e3fa](bf4e3fa)), closes [golang/go#74462](golang/go#74462) * Add Oracle DB as Offline store in python sdk & operator ([#6017](#6017)) ([9d35368](9d35368)) * Add RBAC aggregation labels to FeatureStore ClusterRoles ([daf77c6](daf77c6)) * Add ServiceMonitor auto-generation for Prometheus discovery ([#6126](#6126)) ([56e6d21](56e6d21)) * Add typed_features field to grpc write request (([#6117](#6117)) ([#6118](#6118)) ([eeaa6db](eeaa6db)), closes [#6116](#6116) * Add UUID and TIME_UUID as feature types ([#5885](#5885)) ([#5951](#5951)) ([5d6e311](5d6e311)) * Add version indicators to lineage graph nodes ([#6187](#6187)) ([73805d3](73805d3)) * Add version tracking to FeatureView ([#6101](#6101)) ([ed4a4f2](ed4a4f2)) * Added Agent skills for AI Agents ([#6007](#6007)) ([99008c8](99008c8)) * Added CodeQL SAST scanning and detect-secrets pre-commit hook ([547b516](547b516)) * Added odfv transformations metrics ([8b5a526](8b5a526)) * Adding optional name to Aggregation (feast-dev[#5994](#5994)) ([#6083](#6083)) ([56469f7](56469f7)) * Created DocEmbedder class ([#5973](#5973)) ([0719c06](0719c06)) * Extended OIDC support to extract groups & namespaces and token injection with multiple methods ([#6089](#6089)) ([7c04026](7c04026)) * Feature Server High-Availability on Kubernetes ([#6028](#6028)) ([9c07b4c](9c07b4c)), closes [Hi#Availability](https://github.com/Hi/issues/Availability) [Hi#Availability](https://github.com/Hi/issues/Availability) * **go:** Implement metrics and tracing for http and grpc servers ([#5925](#5925)) ([2b4ec9a](2b4ec9a)) * Horizontal scaling support to the Feast operator ([#6000](#6000)) ([3ec13e6](3ec13e6)) * Making feature view source optional (feast-dev[#6074](#6074)) ([#6075](#6075)) ([76917b7](76917b7)) * Replace ORJSONResponse with Pydantic response models for faster JSON serialization ([65cf03c](65cf03c)) * Support arm docker build ([#6061](#6061)) ([1e1f5d9](1e1f5d9)) * Support distinct count aggregation [[#6116](#6116)] ([3639570](3639570)) * Support HTTP in MCP ([#6109](#6109)) ([e72b983](e72b983)) * Support nested collection types (Array/Set of Array/Set) ([#5947](#5947)) ([#6132](#6132)) ([ab61642](ab61642)) * Support podAnnotations on Deployment pod template ([1b3cdc1](1b3cdc1)) * Use orjson for faster JSON serialization in feature server ([6f5203a](6f5203a)) * Utilize date partition column in BigQuery ([#6076](#6076)) ([4ea9b32](4ea9b32)) ### Performance Improvements * Online feature response construction in a single pass over read rows ([113fb04](113fb04)) * Optimize protobuf parsing in Redis online store ([#6023](#6023)) ([59dfdb8](59dfdb8)) * Optimize timestamp conversion in _convert_rows_to_protobuf ([33a2e95](33a2e95)) * Parallelize DynamoDB batch reads in sync online_read ([#6024](#6024)) ([9699944](9699944)) * Remove redundant entity key serialization in online_read ([d87283f](d87283f))

abhijeet-dhumal requested a review from a team as a code owner February 25, 2026 14:47

abhijeet-dhumal changed the title perf: parallelize DynamoDB batch reads in sync online_read perf: Parallelize DynamoDB batch reads in sync online_read Feb 25, 2026

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ntkathole force-pushed the perf/parallel-dynamodb-batch-reads branch from 6e04b50 to 91a5bdb Compare March 4, 2026 04:13

abhijeet-dhumal added 6 commits March 4, 2026 11:45

perf: Parallelize DynamoDB batch reads in sync online_read

6e65f4d

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

test: add unit tests for DynamoDB parallel batch reads

c694ed9

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

fix: address thread-safety and max_workers issues in parallel DynamoD…

e4a5202

…B reads Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

fix: Improve DynamoDB parallel reads: shared client, configurable wor…

342587d

…kers Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

docs: add max_read_workers config documentation for DynamoDB online s…

2dce44b

…tore Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

docs: Fix default max worker count in docs

8ead314

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>

abhijeet-dhumal force-pushed the perf/parallel-dynamodb-batch-reads branch from 91a5bdb to 8ead314 Compare March 4, 2026 06:16

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ntkathole merged commit 9699944 into feast-dev:master Mar 4, 2026
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perf: Parallelize DynamoDB batch reads in sync online_read by abhijeet-dhumal · Pull Request #6024 · feast-dev/feast · GitHub

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perf: Parallelize DynamoDB batch reads in sync online_read - #6024

perf: Parallelize DynamoDB batch reads in sync online_read#6024
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perf: Parallelize DynamoDB batch reads in sync online_read by abhijeet-dhumal · Pull Request #6024 · feast-dev/feast · GitHub

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perf: Parallelize DynamoDB batch reads in sync online_read - #6024

perf: Parallelize DynamoDB batch reads in sync online_read#6024ntkathole merged 6 commits intofeast-dev:masterfeast-dev/feast:masterfrom abhijeet-dhumal:perf/parallel-dynamodb-batch-readsabhijeet-dhumal/feast:perf/parallel-dynamodb-batch-readsCopy head branch name to clipboard

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perf: Parallelize DynamoDB batch reads in sync online_read#6024
ntkathole merged 6 commits into
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