Google Cloud → AWS and Azure
AWS and Azure equivalents of Agent Platform inference (endpoints)
The closest AWS equivalent of Google Cloud Agent Platform inference (endpoints) is SageMaker AI inference (endpoints); on Azure, Azure ML online & batch endpoints.
About Agent Platform inference (endpoints)
| Provider | Google Cloud |
|---|---|
| Status | Generally available |
| What it is | Online endpoints and batch inference for your own or Model Garden models, on CPU, GPU, or TPU nodes. |
| Documentation | docs.cloud.google.com |
| Pricing | Official pricing page |
Mappings (1)
| Capability | AWS | Match (GCP vs AWS) | Azure |
|---|---|---|---|
| Model hosting & inference endpoints | SageMaker AI inference (endpoints) | Direct match | Azure ML online & batch endpoints |
Model hosting & inference endpoints Direct match
SageMaker inference maps to Agent Platform inference: online endpoints and batch inference for your own or Model Garden models.
- Endpoints autoscale between the minimum and maximum node counts you set.
- Batch inference is a separate job type, like SageMaker Batch Transform.