# Databand: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/databand

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 31 | 17% | 6 |

## What the models said for it

- "Databand or Great Expectations for CI/CD integration and tests‑as‑code." (GLM 4.7 FlashX, Data observability)
- "Data pipeline observability, lineage tracking" (MiniMax M2.5, Data observability)

## And against it

- "Emerging or niche tools (e.g., older mentions of Bigeye, Acceldata, Databand): These have fewer public complaints but mixed adoption." (Grok 4.20, Data observability)

## 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 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Databand, from 8 of the 15 answers that named it (only the models that return a source list).

### Domains cited

- research.isg-one.com: 8
- integrate.io: 5
- research.oz.spotlightar.com: 5
- bigeye.com: 4
- datamation.com: 4
- montecarlo.ai: 4
- acceldata.io: 3
- bestdevops.com: 3
- dqlabs.ai: 3
- actian.com: 2

### Pages cited

- https://research.isg-one.com/buyers-guide/analytics_and_data/data_observability/2024: 8
- https://integrate.io/blog/top-data-observability-tools: 5
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-data-observability-classifies-and-rates-software-providers: 5
- https://research.oz.spotlightar.com/reports/magic-quadrant-observability-platforms-2024/leaders: 5
- https://datamation.com/big-data/data-observability-tools: 4
- https://bigeye.com/blog/how-to-evaluate-data-observability-platforms-rfi: 3
- https://research.isg-one.com/buyers-guide/analytics_and_data/data_quality/2024: 3
- https://acceldata.io/blog/shortlisting-the-best-data-observability-tools-what-enterprise-buyers-should-ask: 2

## 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.