Google Vertex AI 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 #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
| Google Vertex AI | Databricks (Mosaic AI) | |
|---|---|---|
| Top 11 rank | #3 / 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) | 8.7 | 9.1 |
| Best for | Managed MLOps plus foundation models on GCP | End-to-end MLOps on the lakehouse |
| Pricing | $$$ (pay-per-use compute + services) | $$$$ (consumption / DBU-based) |
| HQ | Mountain View, USA | San Francisco, USA |
| Founded | 2021 | 2013 |
Google Vertex AI
Best MLOps-plus-foundation-model stack on Google Cloud.
cloud.google.com/vertex-aiSee 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.