Head-to-head · MLOps Platforms
Amazon SageMaker AI vs Domino Data Lab
Amazon SageMaker AI leads on 5 checks, Domino Data Lab on 0, and 1 is even. Who comes out ahead on the 6 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreAmazon SageMaker AI · 6.8/10
- Most featuresAmazon SageMaker AI · 5 of 6
Amazon SageMaker AI scores higher on our rubric for mlops platforms: 6.8 against 5.8 out of 10; our editors rank them #9 and #17.
Amazon SageMaker AI offers experiment tracking; Domino Data Lab doesn't publish it. Amazon SageMaker AI offers model registry; Domino Data Lab doesn't publish it. Amazon SageMaker AI offers pipeline orchestration; Domino Data Lab doesn't publish it. Amazon SageMaker AI offers model serving; Domino Data Lab doesn't publish it. Amazon SageMaker AI offers managed compute; Domino Data Lab doesn't publish it.
Amazon SageMaker AI is the better fit for AWS teams needing an end-to-end managed platform. Domino Data Lab is the better fit for enterprise model governance and deployment.
- Amazon SageMaker AI fits best
AWS teams needing an end-to-end managed platform
- Domino Data Lab fits best
Enterprise model governance and deployment
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Side by side
| Feature | Amazon SageMaker AI 6.8/10 Visit ↗ | Domino Data Lab 5.8/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 6.8 | 5.8 |
| Ranking | #9 in MLOps Platforms | #17 in MLOps Platforms |
| Best for | AWS teams needing an end-to-end managed platform | Enterprise model governance and deployment |
| Pricing model | Paid | Paid |
| Starting price | Not published | Not published |
| Free plan | — | — |
| Free trial | — | — |
| Deployment | Cloud | Cloud, Self-hosted |
| Platforms | Web | Web |
| Support | Docs | Tickets, Docs · 24/7 |
| Compliance | SOC 2, ISO 27001 | SOC 2, ISO 27001, GDPR, HIPAA |
| Integrations | 6 integrations | 20 integrations |
| Built for | Small business, Mid-market, Enterprise | Enterprise, Mid-market |
| Features Amazon SageMaker AI 5/6 · Domino Data Lab 0/6 | ||
| Experiment tracking | ✓ (best) | Not published |
| Model registry | ✓ (best) | Not published |
| Pipeline orchestration | ✓ (best) | Not published |
| Model serving | ✓ (best) | Not published |
| Data versioning | Not published | Not published |
| Managed compute | ✓ (best) | Not published |
| Our review | ||
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| Our verdict | Amazon SageMaker AI is a fully managed machine-learning service for data scientists, developers, and ML engineers. Its scope runs from model development and customization through training, evaluation, deployment, and operation. The… Read the review → |
Domino Data Lab is an enterprise AI and MLOps platform for data science and machine learning teams. It brings together model development and training, experiment tracking, reproducibility, deployment, model APIs, monitoring, drift… Read the review → |
Strengths and trade-offs
Amazon SageMaker AI — where it wins
- Covers development, training, tracking, registry, pipelines, and inference
- Supports real-time, serverless, asynchronous, and batch inference
- Provides APIs, SDKs, CLI, and AWS governance integrations
Where it doesn't
- Usage-based pricing has no fixed starting price
- No unlimited free plan is available
- Some legacy features are unavailable to new customers or ended support
Domino Data Lab — where it wins
- Covers development, tracking, deployment, monitoring, and governance
- Supports cloud, self-hosted, real-time deployment, and API access
- Connects with major cloud, data, analytics, and compute platforms
Where it doesn't
- Pricing requires a sales conversation and a quote
- There is no free plan for smaller or exploratory teams
- Lower tiers limit service accounts, admin licenses, and deployments
- Amazon SageMaker AI6.8/10 · Paid
A broad managed MLOps platform for AWS teams that need development through inference.
Visit SageMaker AIFull verdict → - Domino Data Lab5.8/10 · Pricing on request
A broad MLOps platform for governed enterprise model development and deployment.
Try Domino Data LabFull verdict →
All MLOps platforms comparisons → · Full ranking →
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Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026
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