# Databricks Lakehouse Monitoring: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/databricks-lakehouse-monitoring

## 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% | 84 | 0% | 1 |

## 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 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| 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 Databricks Lakehouse Monitoring, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- decube.io: 1
- kanerika.com: 1
- medium.com: 1
- metaplane.dev: 1
- montecarlo.ai: 1
- reddit.com: 1
- synq.io: 1

### Pages cited

- https://decube.io/post/best-data-observability-tools: 1
- https://kanerika.com/blogs/data-observability-tools: 1
- https://medium.com/@hugolu87/top-monte-carlo-data-observability-alternatives-in-2026-c506e670815e: 1
- https://metaplane.dev/blog/top-data-observability-tools: 1
- https://metaplane.dev/metaplane-vs-montecarlo: 1
- https://montecarlo.ai/blog-top-5-metaplane-competitors: 1
- https://reddit.com/r/Observability/comments/1s9dupm/elementary_cloud_vs_monte_carlo_for_data: 1
- https://synq.io/blog/top-5-monte-carlo-alternatives-for-data-observability: 1

## 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.