Google Cloud → AWS and Azure
AWS and Azure equivalents of Agent Platform Workbench
The closest AWS equivalent of Google Cloud Agent Platform Workbench is Amazon SageMaker Studio; on Azure, Azure Machine Learning studio & compute instances.
About Agent Platform Workbench
| Provider | Google Cloud |
|---|---|
| Status | Generally available |
| What it is | Managed JupyterLab instances on Compute Engine with Agent Platform and BigQuery integration. |
| Documentation | docs.cloud.google.com |
| Pricing | Official pricing page |
Mappings (1)
| Capability | AWS | Match (GCP vs AWS) | Azure |
|---|---|---|---|
| ML IDE & managed notebooks | Amazon SageMaker Studio | Direct match | Azure Machine Learning studio & compute instances |
ML IDE & managed notebooks Direct match
SageMaker Studio maps to Agent Platform Workbench (managed JupyterLab) and Colab Enterprise (managed Colab notebooks).
- 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.