Amazon Web Services → Microsoft Azure
Azure equivalent of Amazon SageMaker Canvas
SageMaker Canvas maps partially to the no-code AutoML UI and Designer in Azure Machine Learning studio.
About Amazon SageMaker Canvas
| Provider | Amazon Web Services |
|---|---|
| Status | Generally available |
| What it is | No-code ML for analysts. Tabular, time series, text, and image predictions, plus access to foundation models. |
| Documentation | docs.aws.amazon.com |
| Pricing | Official pricing page |
Azure mappings (3)
| Capability | Azure equivalent | Match |
|---|---|---|
| AutoML | Azure ML automated ML (AutoML) | Direct match |
| No-code ML for analysts | Azure ML automated ML (AutoML), Azure ML Designer | Partial match |
| Time-series forecasting | Azure ML automated ML (AutoML) | Partial match |
ML platform (SageMaker AI ↔ Azure ML)(2)
AutoML Direct match
SageMaker Autopilot (now surfaced in SageMaker Canvas) maps to Azure Machine Learning automated ML.
- Azure AutoML covers classification, regression, forecasting, computer vision (image classification, detection, segmentation), and NLP, from code or the studio UI.
- Autopilot's UI moved to Canvas in 2023, and the Autopilot APIs remain for code users.
- Azure AutoML for images is Microsoft's recommended replacement for the retiring Custom Vision.
No-code ML for analysts Partial match
SageMaker Canvas maps partially to the no-code AutoML UI and Designer in Azure Machine Learning studio. Azure has no single analyst-focused product with the same scope.
- Canvas bundles data prep, AutoML (tabular, time series, text, image), ready-to-use models (document, vision, language), and foundation-model chat in one analyst app. It's also the recommended path for Forecast customers.
- On Azure, analysts typically use the AutoML UI or Designer in Azure ML studio, or the Fabric Data Science and Power BI AI features. Those are separate products, not one app.
Industry & specialized ML(1)
Time-series forecasting Partial match
Amazon Forecast (no new customers since July 2024) maps to Azure Machine Learning AutoML forecasting. AWS itself points Forecast users to SageMaker Canvas.
- Forecast was a turnkey forecasting API. Azure AutoML forecasting trains and deploys models in your workspace, so you manage endpoints and retraining.