# Red Hat JBoss Data Virtualization: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/red-hat-jboss-data-virtualization

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 108 | 50% | 6 |

## What the models said for it

- "Best for Red Hat/OpenShift environments: Red Hat Data Virtualization" (GPT-5.4 mini, Data virtualization)
- "Teiid is the robust, mature alternative to Trino" (Qwen 3.7 Flash, Data virtualization)

## And against it

- "avoid these platforms because they have reached End-of-Life (EOL), lost active development, or been retired" (Gemini 3.5 Flash, Data virtualization)
- "Avoid for production use. Red Hat says extended support ended January 31, 2023" (GPT-6 Luna, Data virtualization)
- "Treat older offerings such as Red Hat JBoss Data Virtualization/Teiid, Querona, StoneBond Enterprise Enabler, XAware, and similar niche products cautiously" (Perplexity Sonar, Data virtualization)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| 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 | 1 | 1 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Red Hat JBoss Data Virtualization, from 14 of the 15 answers that named it (only the models that return a source list).

### Domains cited

- airbyte.com: 6
- denodo.com: 6
- g2.com: 5
- en.wikipedia.org: 4
- ibm.com: 4
- promethium.ai: 4
- docs.redhat.com: 3 (its own site)
- docs.tibco.com: 3
- domo.com: 3
- gartner.com: 3

### Pages cited

- https://airbyte.com/top-etl-tools-for-sources/data-virtualization-tools: 6
- https://en.wikipedia.org/wiki/Data_virtualization: 4
- https://denodo.com/en/data-management/data-virtualization: 3
- https://domo.com/learn/article/best-data-virtualization-platforms: 3
- https://promethium.ai/guides/data-virtualization-tools-vendors: 3
- https://thectoclub.com/tools/best-data-virtualization-software: 3
- https://wizbrand.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison: 3
- https://access.redhat.com/support/policy/updates/jboss_notes/eol: 2

## In its own words

What Red Hat JBoss Data Virtualization's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Customers named: U.S. Department Of Defense, U.S. Navy, MUFG 联合银行, CA Technologies, Brightly Software, Porsche Informatik

## What it publishes

Every page redhat.com exposes, read 2026-09-29: 13605 addresses. By kind, pages and the last 90 days:

- blog: 1265 pages, 10 in the last 90 days, latest 2026-09-25
- case study: 13 pages, 0 in the last 90 days, latest 2021-06-30
- webinar or virtual event: 29 pages, 0 in the last 90 days, latest 2020-09-28
- conference or event: 113 pages, 0 in the last 90 days, latest 2021-06-07
- report or ebook: 6 pages, 0 in the last 90 days, latest 2021-05-20
- comparison: 8 pages, 0 in the last 90 days, latest 2018-05-21
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- podcast or video: 4 pages, 0 in the last 90 days, latest 2025-06-05
- news or press: 1934 pages, 1 in the last 90 days, latest 2026-07-08
- Recent: 2026-09-25 blog: Securing ai agents requires securing systems around them https://www.redhat.com/en/blog/securing-ai-agents-requires-securing-systems-around-them
- Recent: 2026-09-24 blog: Why red hat is building secure agent onboarding https://www.redhat.com/en/blog/why-red-hat-is-building-secure-agent-onboarding
- Recent: 2026-09-23 blog: Friday five september 25 2026 red hat https://www.redhat.com/en/blog/friday-five-september-25-2026-red-hat
- Recent: 2026-09-21 blog: Red hat enterprise linux 10 stig automation now matches disa stig v1r2 https://www.redhat.com/en/blog/red-hat-enterprise-linux-10-stig-automation-now-matches-disa-stig-v1r2
- Recent: 2026-09-15 blog: How manage aircraft leases ai agents https://www.redhat.com/en/blog/how-manage-aircraft-leases-ai-agents
- Recent: 2026-09-11 blog: Autorag pipeline optimization red hat openshift ai https://www.redhat.com/en/blog/autorag-pipeline-optimization-red-hat-openshift-ai

## 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.