# Databricks Clean Rooms: how AI models rank it, October 2026

GTM AI Recommendation Index, October 2026 Edition. Named in 27 judge labels across 1 categories by 12 of 14 models. Page: https://gtm-ai-index.com/vendors/databricks-clean-rooms/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data clean rooms | 2% | 10 | 15% | 27 |

## What the models said for it

- "Snowflake, Databricks, and LiveRamp Safe Haven provide balanced scalability and governance support." (Claude Haiku 4.5, Data clean rooms)
- "Choose Snowflake, Databricks, or AWS if you already have a mature data team" (Gemini 3.5 Flash, Data clean rooms)
- "If your data ecosystem is built on Databricks, their Delta Sharing and Unity Catalog offer a similar, highly secure distributed data clean room experience." (Gemini 3.5 Flash, Data clean rooms)
- "Warehouse-native alternative. Data scientists; Native integration with Unity Catalog for governance. Requires technical proficiency." (Muse Glimmer 30B, Data clean rooms)

## And against it

- "Cloud-based (e.g., AWS Clean Rooms, Snowflake, Databricks) | Strong infrastructure, but integration complexity and variable TCO" (Grok 4.1 Fast, Data clean rooms)
- "Some concerns about identity resolution rules not being well-documented" (Kimi K2, Data clean rooms)
- "user reviews of Databricks Clean Rooms have scored poorly here" (DeepSeek V4 Flash, Data clean rooms)
- "Enterprise giants (e.g., full Databricks) suit larger ops." (Grok 4.1 Fast, Data clean rooms)

## The company

Databricks; http://databricks.com/; San Francisco, United States; founded 2013; about 4,000 employees (2022). From Wikidata, fetched 2026-09-14.

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, October 2026 Edition, gtm-ai-index.com.