# Data Virtuality: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 11 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/data-virtuality

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 2% | 13 | 36% | 11 |

## What the models said for it

- "evaluate CData Connect Cloud or Data Virtuality" (Gemini 3.5 Flash, Data virtualization)
- "Mid-sized companies wanting a lighter, more affordable alternative | Simpler but with a smaller ecosystem" (DeepSeek V4 Flash, Data virtualization)
- "Data Virtuality is frequently cited as the primary alternative to Denodo." (Qwen 3.7 Flash, Data virtualization)
- "Lightweight solution, good for simpler use cases, competitive pricing" (GLM 4.7 FlashX, Data virtualization)

## And against it

- "Be cautious with Data Virtuality ... it's risky for production-scale, complex, or high-performance environments." (Grok 4.20, Data virtualization)
- "this is the most commonly cited "avoid/deprecate" platform in recent community discussions" (DeepSeek V4 Flash, Data virtualization)
- "Data Virtuality — Avoid or Extreme Caution" (Kimi K2, Data virtualization)
- "reported to have significant slowdowns in data pipelines, bugs, and lack of pushdown support" (Llama 4 Maverick, 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 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 0 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Data Virtuality, from 16 of the 17 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 10
- reddit.com: 7
- scmgalaxy.com: 7
- slashdot.org: 7
- sourceforge.net: 6
- gane.ai/index: 5
- peerspot.com: 5
- verifiedmarketresearch.com: 5
- airbyte.com: 4
- aws.amazon.com: 4

### Pages cited

- https://reddit.com/r/dataengineering/comments/1h38s4k/data_virtuality_failing_horribly: 7
- https://scmgalaxy.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison: 7
- https://sourceforge.net/software/data-virtualization: 5
- https://verifiedmarketresearch.com/blog/best-data-virtualization-software: 5
- https://airbyte.com/top-etl-tools-for-sources/data-virtualization-tools: 4
- https://en.wikipedia.org/wiki/Data_virtualization: 4
- https://g2.com/categories/data-virtualization: 4
- https://g2.com/products/denodo/reviews: 4

## 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.