Databricks (Mosaic AI) vs Amazon SageMaker

Side-by-side from the Top 11 ranking of The 11 Best MLOps Platforms (2026). Last verified July 10, 2026.

The short answer

Databricks (Mosaic AI) ranks higher on Top 11 (#1 vs #2) for ML engineering and platform teams choosing a system to train, deploy, and monitor models in production. Best unified data-and-ML platform on the lakehouse.

At a glance

Databricks (Mosaic AI)Amazon SageMaker
Top 11 rank#1 / The 11 Best MLOps Platforms (2026)#2 / The 11 Best MLOps Platforms (2026)
Score (out of 9.4)9.18.9
Best forEnd-to-end MLOps on the lakehouseManaged MLOps for AWS-native teams
Pricing$$$$ (consumption / DBU-based)$$$ (pay-per-use compute + services)
HQSan Francisco, USASeattle, USA
Founded20132017

Databricks (Mosaic AI)

Best unified data-and-ML platform on the lakehouse.

www.databricks.com/product/machine-learning

See full entry in The 11 Best MLOps Platforms (2026)

Amazon SageMaker

Best managed lifecycle for teams already on AWS.

aws.amazon.com/sagemaker/

See full entry in The 11 Best MLOps Platforms (2026)

Methodology and scoring weights live at /methodology. No vendor pays for placement — see about.