Cloud Equivalents

Google Cloud → AWS and Azure

AWS and Azure equivalents of Agent Platform Feature Store

The closest AWS equivalent of Google Cloud Agent Platform Feature Store is Amazon SageMaker Feature Store; on Azure, Azure ML managed feature store.

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About Agent Platform Feature Store

ProviderGoogle Cloud
StatusGenerally available
The current Feature Store uses BigQuery as its offline store. Legacy Feature Store and Optimized online serving are deprecated (sunset Feb 17, 2027).
What it isFeature registry over BigQuery tables and views, with online stores for low-latency serving.
Documentationdocs.cloud.google.com
PricingOfficial pricing page

Mappings (1)

CapabilityAWSMatch (GCP vs AWS)Azure
Feature storeAmazon SageMaker Feature StoreDirect matchAzure ML managed feature store

Feature store Direct match

SageMaker Feature Store maps to Agent Platform Feature Store, which uses BigQuery tables and views as the offline store and syncs features to online stores.

  • Your BigQuery data is the source of truth; you register feature groups over BigQuery tables instead of ingesting into a separate offline store.
  • Legacy Feature Store and Optimized online serving are deprecated, with sunset on Feb 17, 2027. Use Bigtable online serving for new work.

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