# Apache Drill: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/apache-drill

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 29 | 38% | 8 |

## What the models said for it

- "If you need schema-free exploration of semi-structured/NoSQL files: Apache Drill is a lightweight Apache project." (Muse Glimmer 30B, Data virtualization)
- "*Good Open-Source Alternative* ... Less actively developed compared to Trino" (DeepSeek V4 Flash, Data virtualization)
- "Best for Lightweight & Schema-Free Virtualization" (Gemini 3.5 Flash, Data virtualization)

## And against it

- "lack polished UIs, governance, and support—best for dev-savvy teams avoiding vendor lock-in" (Grok 4.20, Data virtualization)
- "Raw, unmanaged Trino/Presto or Apache Drill without management wrappers." (Gemini 3.5 Flash, Data virtualization)
- "Avoid hosting self-managed Trino, Presto, or Apache Drill clusters" (Gemini 3.5 Flash, Data virtualization)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Apache Drill, from 13 of the 16 answers that named it (only the models that return a source list).

### Domains cited

- airbyte.com: 6
- scmgalaxy.com: 6
- thectoclub.com: 5
- dremio.com: 4
- en.wikipedia.org: 4
- g2.com: 4
- rajeshkumar.xyz: 4
- docs.tibco.com: 3
- gane.ai/index: 3
- github.com: 3

### Pages cited

- https://airbyte.com/top-etl-tools-for-sources/data-virtualization-tools: 6
- https://scmgalaxy.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison: 6
- https://thectoclub.com/tools/best-data-virtualization-software: 5
- https://en.wikipedia.org/wiki/Data_virtualization: 4
- https://rajeshkumar.xyz/blog/data-virtualization-platforms: 4
- https://dremio.com/community-edition: 3
- https://improvado.io/blog/denodo-competitors: 3
- https://solix.com/products/answers/addressing-risks-in-data-virtualization-platforms-governance: 3

## 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.