Microsoft Azure → Amazon Web Services
AWS equivalent of Azure Machine Learning pipelines
The closest AWS equivalent of Azure Machine Learning pipelines is Amazon SageMaker Pipelines.
About Azure Machine Learning pipelines
| Provider | Microsoft Azure |
|---|---|
| Status | Generally available |
| What it is | Component-based ML workflows (SDK v2/CLI v2/Designer), schedulable and reusable through registries. |
| Documentation | learn.microsoft.com |
| Pricing | Official pricing page |
AWS mappings (1)
| Capability | AWS equivalent | Match |
|---|---|---|
| ML pipelines / workflow orchestration | Amazon SageMaker Pipelines | Direct match |
MLOps & responsible AI(1)
ML pipelines / workflow orchestration Direct match
Amazon SageMaker Pipelines maps to Azure Machine Learning pipelines.
- SageMaker Pipelines offers serverless orchestration with a drag-and-drop editor in Studio, the SDK, and JSON definitions, plus lineage tracking.
- Azure ML pipelines are built from reusable components (SDK v2/CLI v2/YAML). Designer is the visual builder. Components and environments can be shared through registries.