# Apache Druid: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 3 judge labels across 1 categories by 3 of 12 models. Page: https://it-ai-index.com/vendors/apache-druid/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data warehouses | 0% | 22 | 33% | 3 |

## What the models said for it

- "Look at specialized engines like ClickHouse or Apache Druid, but expect less hand-holding" (Qwen 3.7 Flash, Data warehouses)

## And against it

- "other columnar/OLAP engines like Druid, Pinot" (DeepSeek V4 Flash, Data warehouses)

## 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, September 2026 Edition, it-ai-index.com.