# Databricks SQL: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 56 judge labels across 2 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/databricks-sql

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouses](https://www.gane.ai/index/it/it-data/data-warehouses/index.md) | 0% | 6 | 22% | 55 |
| [ETL and ELT](https://www.gane.ai/index/it/it-data/etl-and-elt/index.md) | 0% | 54 | 0% | 1 |

## What the models said for it

- "if your analytics needs are tightly tied to machine learning, unstructured data, or data engineering workflows" (GPT-5.4 mini, Data warehouses)
- "Other options to consider include ClickHouse Cloud, Snowflake, Databricks, Amazon Redshift, and Microsoft Fabric." (Llama 4 Maverick, Data warehouses)
- "Choose Databricks if: Your focus is on data science, machine learning, and complex data engineering pipelines." (Qwen 3.7 Flash, Data warehouses)
- "Databricks SQL if the company needs a shared platform for a data lake, large-scale data engineering, and ML" (GPT-6 Luna, Data warehouses)

## And against it

- "if your team only needs simple SQL querying, basic reporting, and standard BI dashboards, Databricks can introduce unnecessary engineering complexity" (Gemini 3.5 Flash, Data warehouses)
- "For standard SQL reporting, BI dashboards, and SaaS data ingestion (CRM/ERP), Databricks can be higher overhead than Snowflake or BigQuery." (Gemini 3.5 Flash, Data warehouses)
- "I would not make Databricks the first choice if your main need is classic BI/analytics warehousing alone." (GPT-5.4 mini, Data warehouses)
- "can add operational and cost complexity when analysts only need conventional SQL reporting" (Perplexity Sonar, Data warehouses)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 1 | 3 |
| GPT-5.4 mini | 0 | 1 | 2 | 1 | 4 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 2 | 4 |
| Perplexity Sonar | 0 | 3 | 2 | 1 | 6 |
| Grok 4.20 | 0 | 3 | 1 | 2 | 6 |
| Mistral Small | 0 | 1 | 2 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 4 | 0 | 1 | 5 |
| Llama 4 Maverick | 0 | 2 | 1 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 3 | 1 | 1 | 5 |
| Kimi K2 | 0 | 3 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 2 | 3 |
| MiniMax M2.5 | 0 | 1 | 2 | 1 | 4 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 2 | 3 | 0 | 5 |

## Sources returned with these answers

The sites and pages cited by the answers that named Databricks SQL, from 129 of the 153 answers that named it (only the models that return a source list).

### Domains cited

- clickhouse.com: 58
- double.cloud: 38
- kanerika.com: 35
- atlan.com: 33
- infoworld.com: 29
- fivetran.com: 28
- linkedin.com: 28
- g2.com: 26
- tinybird.co: 25
- fortegrp.com: 23

### Pages cited

- https://atlan.com/best-cloud-data-warehouses: 33
- https://clickhouse.com/blog/cloud-data-warehouses-cost-performance-comparison: 30
- https://double.cloud/blog/posts/2024/09/cloud-data-warehouse-solutions: 27
- https://infoworld.com/article/4137452/buyers-guide-comparing-the-leading-cloud-data-platforms.html: 24
- https://fortegrp.com/insights/best-cloud-data-warehouse: 23
- https://fivetran.com/blog/warehouse-benchmark: 22
- https://tinybird.co/blog/best-cloud-data-warehouse: 22
- https://clickhouse.com/resources/engineering/top-5-cloud-data-warehouses: 20

## In its own words

What Databricks SQL's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Learn how to use the API to transfer ownership of a SQL warehouse to a new owner (https://kb.databricks.com/en_US/dbsql/update-the-databricks-sql-warehouse-owner)
- For: Anyone who wants to transfer ownership of a SQL warehouse to another user (https://kb.databricks.com/en_US/dbsql/update-the-databricks-sql-warehouse-owner)

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.