Google Cloud → AWS and Azure
AWS and Azure equivalents of Agent Platform Pipelines
The closest AWS equivalent of Google Cloud Agent Platform Pipelines is Amazon SageMaker Pipelines; on Azure, Azure Machine Learning pipelines and Azure ML Designer.
About Agent Platform Pipelines
| Provider | Google Cloud |
|---|---|
| Status | Generally available |
| What it is | Serverless runner for ML workflows written with the Kubeflow Pipelines SDK or TensorFlow Extended (TFX). |
| Documentation | docs.cloud.google.com |
| Pricing | Official pricing page |
Mappings (1)
| Capability | AWS | Match (GCP vs AWS) | Azure |
|---|---|---|---|
| ML pipelines / workflow orchestration | Amazon SageMaker Pipelines | Direct match | Azure Machine Learning pipelines, Azure ML Designer |
ML pipelines / workflow orchestration Direct match
SageMaker Pipelines maps to Agent Platform Pipelines, a serverless runner for pipelines written with the Kubeflow Pipelines SDK or TensorFlow Extended (TFX).
- Pipelines are portable Kubeflow Pipelines definitions; SageMaker Pipelines uses its own SDK.
- Google publishes prebuilt pipeline components for Agent Platform services.