Amazon Web Services → Microsoft Azure
Azure equivalent of Amazon SageMaker Pipelines
Amazon SageMaker Pipelines maps to Azure Machine Learning pipelines.
About Amazon SageMaker Pipelines
| Provider | Amazon Web Services |
|---|---|
| Status | Generally available |
| What it is | Serverless ML workflow orchestration with a visual editor, SDK, and lineage tracking. |
| Documentation | docs.aws.amazon.com |
| Pricing | Official pricing page |
Azure mappings (1)
| Capability | Azure equivalent | Match |
|---|---|---|
| ML pipelines / workflow orchestration | Azure Machine Learning pipelines, Azure ML Designer | 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.