Azure Machine Learning vs Databricks (Mosaic AI)
Side-by-side from the Top 11 ranking of Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026. Last verified July 10, 2026.
The short answer
Databricks (Mosaic AI) ranks higher on Top 11 (#1 vs #4) 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
| Azure Machine Learning | Databricks (Mosaic AI) | |
|---|---|---|
| Top 11 rank | #4 / Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026 | #1 / Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026 |
| Score (out of 9.4) | 8.6 | 9.1 |
| Best for | Managed MLOps inside Azure governance | End-to-end MLOps on the lakehouse |
| Pricing | $$$ (pay-per-use compute + services) | $$$$ (consumption / DBU-based) |
| HQ | Redmond, USA | San Francisco, USA |
| Founded | 2018 | 2013 |
Azure Machine Learning
Best MLOps for Microsoft-governed enterprises.
azure.microsoft.com/en-us/products/machine-learningSee full entry in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026
Databricks (Mosaic AI)
Best unified data-and-ML platform on the lakehouse.
www.databricks.com/product/machine-learningSee full entry in Databricks vs Amazon SageMaker vs Google Vertex AI: 11 Best MLOps Platforms 2026
Methodology and scoring weights live at /methodology. No vendor pays for placement — see about.