# DataHub: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 37 judge labels across 2 categories by 12 of 14 models. Page: https://it-ai-index.com/vendors/datahub/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data catalogs and governance | 7% | 5 | 14% | 36 |
| Data quality and observability | 0% | 68 | 0% | 1 |

## What the models said for it

- "likely to be an open-source tool such as Amundsen or DataHub, which are suitable for on-premise environments" (Llama 4 Maverick, Data catalogs)
- "If you have some technical resources, OpenMetadata or DataHub are the best free options." (Mistral Small, Data catalogs)
- "Best overall low-budget choice: DataHub" (GPT-5.4 mini, Data catalogs)
- "the best default choice is usually DataHub" (GPT-5.4 mini, Data catalogs)

## And against it

- "Avoid for Mid-Market: ... open-source like DataHub/Amundsen (free but needs engineering overhead)" (Grok 4.1 Fast, Data catalogs)
- "Only choose this if you have a dedicated data platform engineer who has the bandwidth to manage and upgrade the infrastructure." (Gemini 3.5 Flash, Data catalogs)
- "While open source options like OpenMetadata and DataHub are credible, they require substantial in-house engineering expertise" (Mistral Small, Data catalogs)
- "Tools like DataHub or Amundsen (open source) have lower license costs but require significant DevOps effort" (Qwen 3.7 Flash, Data catalogs)

## In its own words

What DataHub's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI & data context management platform (https://datahub.com/)
- For: enterprise data teams around the world; teams building AI agents; practitioners laying the context foundation for their businesses (https://datahub.com/)
- Price stated: Enterprise pricing. Request a demo for details. (https://datahub.com/products/data-lineage)
- Integrations claimed: 100 (https://datahub.com/products/data-lineage)
- Certifications: SOC 2 Type II certified infrastructure
- Customers named: Netflix, Trustpilot, Pinterest, Optum, Super Technologies, Uken Games, Chime

## What it publishes

Every page datahub.com exposes, read 2026-10-05: 1087 addresses. By kind, pages and the last 90 days:

- blog: 209 pages, 0 in the last 90 days, latest undated
- case study: 28 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 13 pages, 0 in the last 90 days, latest undated
- conference or event: 11 pages, 0 in the last 90 days, latest undated
- report or ebook: 17 pages, 0 in the last 90 days, latest undated
- comparison: 17 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 28 pages, 0 in the last 90 days, latest 2024-06-03
- news or press: 10 pages, 0 in the last 90 days, latest undated
- Recent: 2024-06-03 glossary or explainer: Business glossary https://docs.datahub.com/learn/business-glossary
- Recent: 2024-06-03 glossary or explainer: Business metric https://docs.datahub.com/learn/business-metric
- Recent: 2024-06-03 glossary or explainer: Data freshness https://docs.datahub.com/learn/data-freshness
- Recent: 2024-06-03 glossary or explainer: Data mesh https://docs.datahub.com/learn/data-mesh
- Recent: 2024-06-03 glossary or explainer: Data pipeline https://docs.datahub.com/learn/data-pipeline

## 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.