ML platform (SageMaker AI ↔ Azure ML) · AWS vs Google Cloud
Amazon SageMaker Studio vs Agent Platform Workbench / Colab Enterprise
SageMaker Studio maps to Agent Platform Workbench (managed JupyterLab) and Colab Enterprise (managed Colab notebooks).
Side-by-side comparison
| Aspect | Amazon Web Services | Google Cloud |
|---|---|---|
| Service | Amazon SageMaker Studio | Agent Platform Workbench Colab Enterprise |
| Lifecycle | Generally available | Generally available Generally available |
| What it is | Web IDE suite for ML. JupyterLab, Code Editor (Code-OSS), RStudio, and Studio Classic. | Managed JupyterLab instances on Compute Engine with Agent Platform and BigQuery integration. Managed, collaborative Colab notebooks with IAM, runtimes you control, and integration with BigQuery and Agent Platform. |
| Pricing model | Per-second billing for the instance backing each running app/space, plus storage. | Workbench bills for the underlying VM, accelerators, and disks while running. Colab Enterprise bills for runtime compute. |
| Docs | Amazon SageMaker Studio docs | Agent Platform Workbench docs Colab Enterprise docs |
| Pricing page | Amazon SageMaker Studio pricing | Agent Platform Workbench pricing Colab Enterprise pricing |
Key differences
- Workbench instances are Compute Engine VMs you start and stop; Colab Enterprise uses runtimes created from templates.
- Neither offers SageMaker Studio's built-in Code Editor (VS Code) space; Workbench is JupyterLab.
Pricing summary
Pricing models only. No prices are quoted because they change by region and over time.
- AWS
- Per-second billing for the instance backing each running app/space, plus storage. Amazon SageMaker Studio pricing →
- GCP
- Workbench bills for the underlying VM, accelerators, and disks while running. Colab Enterprise bills for runtime compute. Agent Platform Workbench pricing → Colab Enterprise pricing →
And on Azure?
Direct match Azure's equivalent is Azure Machine Learning studio & compute instances. AWS vs Azure comparison →
FAQ
What is the Google Cloud equivalent of Amazon SageMaker Studio?
SageMaker Studio maps to Agent Platform Workbench (managed JupyterLab) and Colab Enterprise (managed Colab notebooks).
How does pricing compare between Amazon SageMaker Studio and Agent Platform Workbench and Colab Enterprise?
AWS: Per-second billing for the instance backing each running app/space, plus storage. Google Cloud: Workbench bills for the underlying VM, accelerators, and disks while running. Colab Enterprise bills for runtime compute. Check the official pricing pages for current rates.
What is the Azure equivalent?
Azure Machine Learning studio & compute instances (direct match). Amazon SageMaker Studio maps to Azure Machine Learning studio with compute instances (JupyterLab and VS Code).