# Data virtualization for small business buyers: what AI models recommend, October 2026

IT AI Recommendation Index, October 2026 Edition. Asked as "data virtualization platform" and as "data fabric for federated queries", six framings each, to fourteen models with search on, on behalf of a small B2B company. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://it-ai-index.com/it-data/data-virtualization/smb/

**Standing:** Starburst Galaxy leads with 17% of first choices; verdict contested. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Starburst Galaxy | 17% | 4% | 26 |
| 2 | CData Connect Cloud | 13% | 0% | 16 |
| 3 | Trino | 11% | 8% | 26 |
| 4 | Denodo | 11% | 65% | 68 |
| 5 | CData Virtuality | 8% | 6% | 16 |
| 6 | Teiid | 8% | 31% | 16 |
| 7 | Dremio | 4% | 0% | 31 |
| 8 | Starburst | 4% | 9% | 11 |
| 9 | AWS Glue | 2% | 0% | 11 |
| 10 | IBM Data Virtualization | 0% | 40% | 15 |
| 11 | Informatica Intelligent Data Management Cloud | 0% | 75% | 12 |
| 12 | TIBCO Data Virtualization | 0% | 78% | 23 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Starburst Galaxy; alternatives Denodo, Dremio
- Gemini 3.5 Flash: CData Connect Cloud; alternatives Denodo, Domo, Dremio Cloud
- Perplexity Sonar: Denodo; alternatives AWS Glue, Red Hat Data Virtualization
- Grok 4.1 Fast: CData Virtuality; alternatives AWS Glue, Dremio, Starburst Galaxy
- Mistral Small: AWS Glue, Denodo; alternatives Red Hat JBoss Data Virtualization
- DeepSeek V4 Flash: CData Connect Cloud; alternatives Dremio
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: CData Connect Cloud; alternatives AWS Glue
- Kimi K2: CData Connect Cloud; alternatives Dremio, Starburst Galaxy, Teiid, Trino
- GLM 4.7 FlashX: CData Connect Cloud; alternatives Red Hat JBoss Data Virtualization
- MiniMax M2.5: no first choice
- GPT-6 Luna: Denodo; alternatives Dremio Cloud, Starburst Galaxy
- Muse Glimmer 30B: CData Virtuality; alternatives Dremio Cloud

## Sources the answers cite

78 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- g2.com: 43 answers, 77 citations
- checkthat.ai: 43 answers, 57 citations
- us.fitgap.com: 40 answers, 63 citations
- thectoclub.com: 35 answers, 36 citations
- domo.com: 33 answers, 34 citations
- airbyte.com: 25 answers, 27 citations
- scmgalaxy.com: 23 answers, 23 citations
- sourceforge.net: 21 answers, 26 citations

Pages named in the most answers:

- https://checkthat.ai/answers/what-are-the-best-data-virtualization-solutions (39 answers)
- https://thectoclub.com/tools/best-data-virtualization-software (33 answers)
- https://domo.com/learn/article/best-data-virtualization-platforms (32 answers)
- https://us.fitgap.com/search/data-virtualization-software/small-business (31 answers)
- https://g2.com/categories/data-virtualization/small-business (29 answers)
- https://airbyte.com/top-etl-tools-for-sources/data-virtualization-tools (25 answers)
- https://scmgalaxy.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison (22 answers)
- https://etlclub.net/best-data-virtualization-platforms (20 answers)
- https://winsavvy.com/data-virtualization-software (16 answers)
- https://worldmetrics.org/best/data-virtualization-software (16 answers)

## Warned against

- Denodo: 44 of 68 labels negative. "Small businesses should generally avoid or be cautious with enterprise-grade data virtualization platforms like Denodo" (Grok 4.1 Fast, negative prompt)
- TIBCO Data Virtualization: 18 of 23 labels negative. "avoid or be cautious with enterprise-grade data virtualization platforms like Denodo, TIBCO Data Virtualization" (Grok 4.1 Fast, negative prompt)
- Informatica Intelligent Data Management Cloud: 9 of 12 labels negative. "Using it for a small business operation can feel like "flying a jumbo jet for a grocery run."" (Qwen 3.7 Flash, negative prompt)
- IBM Data Virtualization: 6 of 15 labels negative. "Avoid for a tight budget: higher-end enterprise offerings like IBM Data Virtualization" (GPT-5.4 mini, budget prompt)

## 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.