# Collibra Data Quality & Observability alternatives: what AI models name instead, November 2026

Gane Index, November 2026 Edition. 236 of the 252 answers in the 1 category where Collibra Data Quality & Observability holds a standing named it neither first nor as an alternative; these are the first choices those answers made. Page: https://www.gane.ai/index/it/vendors/collibra-data-quality-observability/alternatives

## Named instead, most often (every category and segment added)

- Metaplane: 49
- Monte Carlo: 40
- Soda: 25
- Acceldata: 7
- Elementary: 7
- Insycle: 6

## Data quality and observability

**Small business**: 84 of 84 answers did not name Collibra Data Quality & Observability.

- Metaplane: first choice in 37 of those 84
- Soda: first choice in 21 of those 84
- Insycle: first choice in 6 of those 84
- Elementary: first choice in 5 of those 84
- Elementary Data: first choice in 4 of those 84
- Great Expectations: first choice in 3 of those 84
- HubSpot Data Hub: first choice in 3 of those 84
- Melissa Data Quality Suite: first choice in 3 of those 84

**Mid-market**: 78 of 84 answers did not name Collibra Data Quality & Observability (Collibra Data Quality & Observability is #13 of 14 at 0%).

- Monte Carlo: first choice in 13 of those 78
- Metaplane: first choice in 12 of those 78
- Bigeye: first choice in 4 of those 78
- Soda: first choice in 4 of those 78
- Ataccama ONE: first choice in 3 of those 78
- Soda Core: first choice in 3 of those 78
- Acceldata: first choice in 2 of those 78
- Elementary: first choice in 2 of those 78

**Enterprise**: 74 of 84 answers did not name Collibra Data Quality & Observability (Collibra Data Quality & Observability is #9 of 15 at 0%).

- Monte Carlo: first choice in 27 of those 74
- Acceldata: first choice in 5 of those 74
- Informatica Data Quality: first choice in 4 of those 74
- groundcover: first choice in 4 of those 74
- Informatica Intelligent Data Management Cloud: first choice in 3 of those 74
- Datadog Data Observability: first choice in 2 of those 74
- Prizm: first choice in 2 of those 74
- Ataccama ONE: first choice in 1 of those 74

Published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.