Amazon Web Services → Microsoft Azure
Azure equivalent of Amazon SageMaker Feature Store
Amazon SageMaker Feature Store maps to the Azure Machine Learning managed feature store.
About Amazon SageMaker Feature Store
| Provider | Amazon Web Services |
|---|---|
| Status | Generally available |
| What it is | Online (low-latency latest values) and offline (historical) feature stores, organized as feature groups. |
| Documentation | docs.aws.amazon.com |
| Pricing | Official pricing page |
Azure mappings (1)
| Capability | Azure equivalent | Match |
|---|---|---|
| Feature store | Azure ML managed feature store | Direct match |
MLOps & responsible AI(1)
Feature store Direct match
Amazon SageMaker Feature Store maps to the Azure Machine Learning managed feature store.
- SageMaker organizes features into feature groups with an online store (latest values, ms latency) and/or offline store (history in S3). Feature Processor runs transformation code.
- Azure uses feature-set specifications that the system materializes to offline and online stores on a schedule, with managed transformation pipelines and point-in-time joins.