# Databricks Lakehouse Federation: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 1 judge labels across 1 categories by 1 of 14 models. Page: https://it-ai-index.com/vendors/databricks-lakehouse-federation/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data virtualization | 0% | 33 | 0% | 1 |

## What the models said for it

- "The Low-Friction Ecosystem Option: Databricks Lakehouse Federation" (Gemini 3.5 Flash, Data virtualization)

## In its own words

What Databricks Lakehouse Federation's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: The Databricks query federation platform. It provides governed, read-only access to external data through Unity Catalog foreign catalogs, with automatic query pushdown and fine-grained access controls at the table level. (https://docs.databricks.com/aws/en/query-federation)
- Free plan or trial: public preview waitlist (https://www.databricks.com/resources/ebook/lakehouse-federation-databricks)

## Record

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