MLOps & responsible AI · AWS vs Google Cloud
Amazon SageMaker Model Monitor vs Agent Platform Model Monitoring
SageMaker Model Monitor maps to Agent Platform Model Monitoring, which detects training-serving skew and prediction drift.
Side-by-side comparison
| Aspect | Amazon Web Services | Google Cloud |
|---|---|---|
| Service | Amazon SageMaker Model Monitor Maintenance | Agent Platform Model Monitoring |
| Lifecycle | No longer open to new customers (lifecycle announcement June 30, 2026). AWS recommends open-source SageMaker AI monitoring solutions with QuickSight and CloudWatch. | Model Monitoring v2 is in Preview; v1 is GA. |
| What it is | Data quality, model quality, bias, and feature-attribution drift monitoring for endpoints. | Detects training-serving skew and prediction drift for deployed models. |
| Pricing model | Monitoring jobs are billed per instance time. | Billed by the volume of data analyzed, plus the BigQuery and compute it uses. |
| Docs | Amazon SageMaker Model Monitor docs | Agent Platform Model Monitoring docs |
| Pricing page | Amazon SageMaker Model Monitor pricing | Agent Platform Model Monitoring pricing |
Key differences
- Model Monitoring v2 is in Preview and is the newer offering; v1 is the endpoint-based version.
Pricing summary
Pricing models only. No prices are quoted because they change by region and over time.
- AWS
- Monitoring jobs are billed per instance time. Amazon SageMaker Model Monitor pricing →
- GCP
- Billed by the volume of data analyzed, plus the BigQuery and compute it uses. Agent Platform Model Monitoring pricing →
And on Azure?
Direct match Azure's equivalent is Azure ML model monitoring. AWS vs Azure comparison →
FAQ
What is the Google Cloud equivalent of Amazon SageMaker Model Monitor?
SageMaker Model Monitor maps to Agent Platform Model Monitoring, which detects training-serving skew and prediction drift.
How does pricing compare between Amazon SageMaker Model Monitor and Agent Platform Model Monitoring?
AWS: Monitoring jobs are billed per instance time. Google Cloud: Billed by the volume of data analyzed, plus the BigQuery and compute it uses. Check the official pricing pages for current rates.
What is the Azure equivalent?
Azure ML model monitoring (direct match). SageMaker Model Monitor (in maintenance) maps to Azure Machine Learning model monitoring.