ClearML 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 #9) 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
| ClearML | Databricks (Mosaic AI) | |
|---|---|---|
| Top 11 rank | #9 / 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) | 7.9 | 9.1 |
| Best for | Open-source, self-hostable MLOps stack | End-to-end MLOps on the lakehouse |
| Pricing | $$ (open-source + paid tiers) | $$$$ (consumption / DBU-based) |
| HQ | Herzliya, Israel & San Francisco, USA | San Francisco, USA |
| Founded | 2019 | 2013 |
ClearML
Best open-source stack you can fully self-host.
clear.mlSee 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.