Google Cloud → AWS and Azure
AWS and Azure equivalents of Agent Platform Experiments
The closest AWS equivalent of Google Cloud Agent Platform Experiments is Managed MLflow on SageMaker AI; on Azure, MLflow in Azure Machine Learning.
About Agent Platform Experiments
| Provider | Google Cloud |
|---|---|
| Status | Generally available |
| What it is | Tracks runs, parameters, and metrics, with TensorBoard integration, for comparing training experiments. |
| Documentation | docs.cloud.google.com |
| Pricing | Official pricing page |
Mappings (1)
| Capability | AWS | Match (GCP vs AWS) | Azure |
|---|---|---|---|
| Experiment tracking (MLflow) | Managed MLflow on SageMaker AI | Partial match | MLflow in Azure Machine Learning |
Experiment tracking (MLflow) Partial match
There is no managed MLflow on Agent Platform. The closest feature is Experiments, which tracks runs, parameters, and metrics with TensorBoard.
- You can self-host MLflow on Cloud Run or GKE if you need MLflow APIs.
- SageMaker offers managed MLflow tracking servers; Experiments uses the Vertex AI SDK instead.