Databricks (Mosaic AI) vs Google Vertex AI
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 #3) 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) | Google Vertex AI | |
|---|---|---|
| Top 11 rank | #1 / The 11 Best MLOps Platforms (2026) | #3 / The 11 Best MLOps Platforms (2026) |
| Score (out of 9.4) | 9.1 | 8.7 |
| Best for | End-to-end MLOps on the lakehouse | Managed MLOps plus foundation models on GCP |
| Pricing | $$$$ (consumption / DBU-based) | $$$ (pay-per-use compute + services) |
| HQ | San Francisco, USA | Mountain View, USA |
| Founded | 2013 | 2021 |
Databricks (Mosaic AI)
Best unified data-and-ML platform on the lakehouse.
www.databricks.com/product/machine-learningMethodology and scoring weights live at /methodology. No vendor pays for placement — see about.