# Collibra Data Quality & Observability: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 7 judge labels across 1 categories by 6 of 14 models. Page: https://it-ai-index.com/vendors/collibra-data-quality-observability/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data quality and observability | 0% | 94 | 43% | 7 |

## What the models said for it

- "OvalEdge and Collibra lead for enterprises that need governance and quality unified in one platform." (Muse Glimmer 30B, Data observability)
- "If you want governance + quality in one enterprise platform: Collibra" (GPT-5.4 mini, Data observability)

## And against it

- "Collibra | ~$170,000+/year base, data quality is extra module" (Kimi K2, Data observability)
- "notoriously heavy, complex, and bureaucratic... Avoid If: You want to fix broken data pipelines." (Qwen 3.7 Flash, Data observability)
- "Governance-first; data quality is a module rather than core strength" (Kimi K2, Data observability)

## In its own words

What Collibra Data Quality & Observability's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Connect to your data ecosystem with 100+ out-of-the-box integrations. (https://www.collibra.com/products/integrations-apis/integrations)
- Integrations claimed: 100 (https://www.collibra.com/products/integrations-apis/integrations)
- Certifications: SOC 1, SOC 2, ISO 27001, ISO 27017 (Cloud Security), ISO 27018 (Privacy), ISO 42001 (AI Management Systems), FedRAMP (US Government), ITAR (International)
- Customers named: SAP, McDonald’s, Toyota Motor Europe, HEINEKEN, L’Oréal

## What it publishes

Every page collibra.com exposes, read 2026-10-05: 5469 addresses. By kind, pages and the last 90 days:

- blog: 911 pages, 0 in the last 90 days, latest undated
- case study: 41 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 6 pages, 1 in the last 90 days, latest 2026-08-12
- conference or event: 241 pages, 0 in the last 90 days, latest undated
- report or ebook: 5 pages, 0 in the last 90 days, latest 2026-03-10
- comparison: 5 pages, 2 in the last 90 days, latest 2026-09-10
- template or tool: 7 pages, 0 in the last 90 days, latest 2026-06-30
- glossary or explainer: 33 pages, 0 in the last 90 days, latest 2026-06-17
- podcast or video: 59 pages, 2 in the last 90 days, latest 2026-08-04
- news or press: 53 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-10 comparison: Context vs control why you need both https://www.collibra.com/blog/context-vs-control-why-you-need-both
- Recent: 2026-08-12 webinar or virtual event: Data lineage read apis mcp server lineage on demand https://www.collibra.com/blog/data-lineage-read-apis-mcp-server-lineage-on-demand
- Recent: 2026-08-05 comparison: Data sharing agreements vs data contracts two different promises around data https://www.collibra.com/blog/data-sharing-agreements-vs-data-contracts-two-different-promises-around-data
- Recent: 2026-08-04 podcast or video: Foundations for fast ai deployment in telecommunications https://www.collibra.com/podcasts/foundations-for-fast-ai-deployment-in-telecommunications
- Recent: 2026-07-28 podcast or video: From catching up to leading why ai governance must think five steps ahead https://www.collibra.com/podcasts/from-catching-up-to-leading-why-ai-governance-must-think-five-steps-ahead
- Recent: 2026-06-30 template or tool: Ai audit readiness a checklist for models agents and your first ai audit https://www.collibra.com/blog/ai-audit-readiness-a-checklist-for-models-agents-and-your-first-ai-audit

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