Amazon SageMaker Model Monitor
Amazon SageMaker Model Monitor: A focused SageMaker monitor with broad checks, but limited availability for new customers. Ranked #5 of 20 in Machine Learning Model Monitoring Software by our editors (8.5/10); pricing: Paid; best for AWS teams monitoring production SageMaker models.
At a glance
- Editor score8.5 / 10
- PricingPaid
- Best forAWS teams monitoring production SageMaker models
- Free planNo
- Drift monitoringYes
- Facts checked21 Sep 2026
Where it wins
- Monitors data quality, model quality, bias, and feature-attribution drift
- Supports scheduled jobs for endpoints and batch transform workloads
- Connects with CloudWatch, S3, and SageMaker Clarify
Where it doesn't
- No free plan; pricing depends on underlying compute and storage usage
- Availability is limited because AWS stopped accepting new customers July 30, 2026
- AWS does not plan to introduce new features
Our verdict on Amazon SageMaker Model Monitor
Amazon SageMaker Model Monitor is a cloud service for monitoring machine-learning models in production. It is designed for teams operating real-time inference endpoints and batch transform jobs within the Amazon SageMaker ecosystem. Scheduled monitoring jobs compare live or production data with baselines, apply rules, and surface violations through alerts. Its coverage includes data-quality drift, model-quality measures such as accuracy, bias drift, and feature-attribution drift. Built-in monitoring supports tabular data, while teams can bring their own containers for non-tabular data.
The usage-based pricing model charges for the underlying compute and storage resources used. Built-in rules include up to 30 hours of monitoring at no charge per month, but there is no separate free plan. The service fits organizations already budgeting for SageMaker workloads and AWS infrastructure, rather than buyers seeking a simple fixed-price monitoring tool. CloudWatch integration provides the listed alert channel, while Amazon S3 and SageMaker Clarify extend its fit within AWS data and model workflows.
The main buying constraint is availability: AWS states that SageMaker Model Monitor is no longer open to new customers as of July 30, 2026, while existing customers can continue using it. AWS also states that it does not plan to introduce new features. Existing SageMaker customers who need scheduled checks across quality, performance, bias, and attribution can find a broad monitoring scope here. New buyers, or teams wanting an actively expanding standalone monitoring product, should consider alternatives instead.
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Amazon SageMaker Model Monitor pricing
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Amazon SageMaker Model Monitor fact sheet
| Free plan | No |
|---|---|
| Paid from | Not verified |
| Drift monitoring | Yes |
| Model performance metrics | Yes |
| Data quality checks | Yes |
| Bias monitoring | Yes |
| Alert channels | Amazon CloudWatch |
| Deployment options | Cloud |
| Included model limit | Not verified |
| Deployment | Cloud |
| Platforms | Web |
| Support | Docs |
| Built for | Mid-market, Enterprise (editorial estimate) |
| Integrations | 3 integrations: Amazon CloudWatch, Amazon S3, SageMaker Clarify |
| Pricing | Paid (source) |
| Website | aws.amazon.com |
| Facts checked | 21 Sep 2026 |
Amazon SageMaker Model Monitor integrations
Amazon SageMaker Model Monitor lists 3 integrations on its own site.
- Amazon CloudWatch
- Amazon S3
- SageMaker Clarify
Alternatives to Amazon SageMaker Model Monitor
- DeepchecksDeepchecks brings open-source validation and hosted monitoring into one ML quality workflow.9.3
- SUPERWISEBroad ML monitoring and governance from $10 per month, with production features on Business.9.1
- ArthurA flexible monitoring platform for teams that need fairness, drift, and explainability controls.8.9
See all Amazon SageMaker Model Monitor alternatives →
Amazon SageMaker Model Monitor vs the competition
- Amazon SageMaker Model Monitor vs Deepchecks
- Amazon SageMaker Model Monitor vs SUPERWISE
- Amazon SageMaker Model Monitor vs Arthur
- Amazon SageMaker Model Monitor vs NannyML
- Amazon SageMaker Model Monitor vs ModelOp Center
- Amazon SageMaker Model Monitor vs Domino Model Monitor
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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