Data clean rooms · RankedDatabricks Clean Rooms
Databricks Clean Rooms is a data clean room product from Databricks that provides clean room capabilities within the Databricks data lakehouse · databricks.com ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
AWS Clean Rooms is first at 19%.
Snowflake Data Clean Rooms is first at 27%. 1 of 14 models made it the first choice when asked directly.
Snowflake Data Clean Rooms is first at 52%.
Why models recommend it
“Databricks Clean Rooms is generally the most flexible for mid-size companies needing cross-cloud, privacy-policy governed collaboration with full audit logs.”Muse Glimmer 30B · Paraphrase question · first choice
“Prefer neutral, interoperable platforms (like Snowflake, Databricks, AWS Clean Rooms, InfoSum, or independent providers)”DeepSeek V4 Flash · Negative question · first choice
“start with your primary Cloud Data Warehouse's native DCR (typically Snowflake DCR or Databricks Clean Rooms)”Gemini 3.5 Flash · Direct question · first choice
“can also be economical if Databricks is already part of the data stack, particularly because a free edition is available”Perplexity Sonar · Budget-constrained question · alternative
What gives them pause
“Databricks requires data to live in Databricks storage or an accessible cloud bucket, which can add setup complexity”GPT-5.4 mini · Budget-constrained question · warning
“Strong for advanced analytics if you're in that ecosystem, but steeper learning curve for mid-market teams.”Grok 4.20 · Direct question · warning
“more accessible than heavy engineering-heavy options like raw Databricks or AWS Clean Rooms”Grok 4.20 · Paraphrase question · warning
Also on the shortlist
The products named in the same answers as Databricks Clean Rooms, over the 74 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 72 | 25 | Compare → | |
| 58 | 10 | Compare → | |
| 46 | 5 | Compare → | |
| 41 | 1 | Compare → | |
| 39 | 2 | Compare → | |
| 32 | 2 | Compare → | |
| 30 | 2 | View → | |
| 24 | 1 | View → | |
| 23 | 2 | Compare → | |
| 18 | 0 | View → |
What the models named instead of Databricks Clean Rooms →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Databricks Clean Rooms's own site, not checked by Gane.
- Headquarters
- San Francisco, United States
- Founded
- 2013
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 66 of the 74 answers that named Databricks Clean Rooms and are not a share of its labels.
Domains cited
203 of the 221 domain citations in answers naming Databricks Clean Rooms came from a third party's page. Eighteen were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.5 Flash | 1 | 2 | 1 | 0 | 4 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.20 | 0 | 0 | 1 | 2 | 3 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 1 | 1 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 0 | 2 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 3 | 0 | 0 | 3 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |