Databricks

How often 10 AI models recommend Databricks, what they say about it, and who they recommend instead, on the 1 buying question where it came up.

Mention rate

100%of all answers on this question

Best standing

#1of 22 on Best cloud data warehouses

Buying questions

1where any model named it

Never named it

0of 10 models

Which models recommend it

Share of each model's answers that named it, at any position · The black tick marks the panel average

1. Claude Haiku 5.5100%
2. GPT-6 Luna100%
3. Gemini 4 Argon100%
4. Qwen 3.8 Flash100%
5. DeepSeek V4 Pro100%
6. GLM-5.3100%
7. Kimi K3100%
8. MiniMax M3100%
9. Mistral Large 4100%
10. Nemotron 3 Ultra100%

Tracked since October 25, 2026. Each time the panel answers these questions again, the change shows here.

What the models say

Each model's one-line reason for recommending it, from its first answer

Best cloud data warehouses 10

• Claude Haiku 5.5Lakehouse architecture excels at mixed analytics, ML, and large-scale data engineering.
• GPT-6 LunaStrong lakehouse analytics with excellent support for open formats and machine learning workflows.
• Gemini 4 ArgonCombines warehouse performance with lakehouse economics, making it unbeatable for AI-driven organizations.
• Qwen 3.8 FlashDominant lakehouse; strong SQL warehouse plus AI workloads.
• DeepSeek V4 ProLakehouse architecture unifies warehouse and ML workloads on open formats.
• GLM-5.3Lakehouse leader excelling at large-scale, ML, and streaming workloads.
• Kimi K3Best lakehouse unification of warehousing and AI/ML on open formats.
• MiniMax M3Best for unified data + AI workloads, Delta Lake, strong performance.
• Mistral Large 4Unified lakehouse architecture excels for data engineering and ML workloads.
• Nemotron 3 UltraLakehouse convergence, Photon engine, Unity Catalog

Against the competition

Each question's products ranked by the share of all answers that named them, Databricks highlighted.

Best cloud data warehouses

22 products named in 120 answers across 4 wordings

In nearly every answer

Amazon RedshiftBigQueryDatabricksSnowflake

Contested

1. 5ClickHouse86%
2. 6Oracle Autonomous Data Warehouse73%
3. 7Firebolt72%
4. 8Azure Synapse Analytics70%
5. 8Microsoft Fabric70%

Mention rate by model and question

Share of each model's answers on the question that named it · Hover a cell for the count

Question	Claude Haiku 5.5	GPT-6 Luna	Gemini 4 Argon	Qwen 3.8 Flash	DeepSeek V4 Pro	GLM-5.3	Kimi K3	MiniMax M3	Mistral Large 4	Nemotron 3 Ultra
Best cloud data warehouses	100	100	100	100	100	100	100	100	100	100

Does the wording matter?

Share of answers that named it under each way of asking the question · Hover a cell for the exact wording

Question	List request	Buyer asking for advice	Search query	Worth paying for?
Best cloud data warehouses	100	100	100	100

Head to head

Against the products named most often on the same questions

Databricks vs Amazon RedshiftDatabricks vs BigQueryDatabricks vs SnowflakeDatabricks vs ClickHouseDatabricks vs Oracle Autonomous Data WarehouseDatabricks vs Firebolt

Compare with another product

Work on Databricks? Get it tracked every month on the questions your buyers ask, or email sales@modelocracy.com.