Microsoft Azure → Amazon Web Services
AWS equivalent of Azure ML managed feature store
The closest AWS equivalent of Azure ML managed feature store is Amazon SageMaker Feature Store.
About Azure ML managed feature store
| Provider | Microsoft Azure |
|---|---|
| Status | Generally available |
| What it is | Feature-set specifications with managed materialization to offline and online stores, plus point-in-time joins. |
| Documentation | learn.microsoft.com |
| Pricing | Official pricing page |
AWS mappings (1)
| Capability | AWS equivalent | Match |
|---|---|---|
| Feature store | Amazon SageMaker 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.