# Starburst vs CData Virtuality: which do AI models recommend for data virtualization, October 2026

IT AI Recommendation Index, October 2026 Edition, Data virtualization. Zero of fourteen models named Starburst first on the direct prompt; one named CData Virtuality. Page: https://it-ai-index.com/it-data/data-virtualization/starburst-vs-cdata-virtuality/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Starburst | 11% | #4 of 10 | 6% | 32 | 13 of 14 |
| CData Virtuality | 4% | #6 of 10 | 0% | 10 | 8 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: cdata virtuality first (first choices: CData Virtuality) (alternatives: CData Connect Cloud, Denodo, Dremio)
- Claude Haiku 4.5: neither first, one named (first choices: Denodo) (alternatives: CData Virtuality, Dremio, TIBCO Data Virtualization)
- Perplexity Sonar: neither first, one named (first choices: Denodo) (alternatives: CData Virtuality, IBM Cloud Pak for Data, TIBCO Data Virtualization)
- Mistral Small: neither first, one named (first choices: Informatica Data Virtualization, TIBCO Data Virtualization) (alternatives: CData Virtuality, IBM Data Virtualization, Red Hat JBoss Data Virtualization)
- GPT-6 Luna: neither first, one named (first choices: Denodo) (alternatives: Dremio, Starburst)
- GPT-5.4 mini: neither named (first choices: Denodo) (alternatives: IBM Data Virtualization, TIBCO Data Virtualization)
- Grok 4.1 Fast: neither named (first choices: Denodo) (alternatives: Dremio, IBM Data Virtualization, Starburst Galaxy, TIBCO Data Virtualization)
- DeepSeek V4 Flash: neither named (first choices: Denodo) (alternatives: Dremio, Starburst Galaxy, TIBCO Data Virtualization)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: Starburst Galaxy) (alternatives: Dremio)
- Kimi K2: neither named (first choices: Starburst Galaxy) (alternatives: CData Connect Cloud, Dremio Cloud)
- GLM 4.7 FlashX: neither named (first choices: Denodo) (alternatives: IBM watsonx.data, Informatica Data Virtualization, TIBCO Data Virtualization)
- MiniMax M2.5: neither named (first choices: Denodo) (alternatives: TIBCO Data Virtualization, Teiid, Trino)
- Muse Glimmer 30B: neither named (first choices: AtScale, Dremio) (alternatives: Denodo, TIBCO Data Virtualization)

## What the models said about Starburst

- "Starburst | Contact sales (commercial) | While Trino-based, paid plans get expensive" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Starburst | Modern, Trino-based, cloud-native | Newer, smaller ecosystem" (Kimi K2, scale prompt, soft negative)
- "Leaders like Denodo ... Starburst consistently rank high for enterprise use, with strong governance and hybrid support." (Grok 4.1 Fast, negative prompt, first choice)
- "Start with Starburst Enterprise or Dremio Cloud... Starburst is the more "pure" federated query engine" (Muse Glimmer 30B, paraphrase prompt, first choice)
- "I recommend Starburst (using the open-source Trino engine) as the primary choice" (Qwen 3.7 Flash, paraphrase prompt, first choice)

## What the models said about CData Virtuality

- "CData Virtuality if you prefer vendor support and want enterprise features at a moderate price point" (GLM 4.7 FlashX, budget prompt, first choice)
- "The Overall Winner: CData Virtuality (formerly Data Virtuality)" (Gemini 3.5 Flash, direct prompt, first choice)
- "CData Virtuality is a plausible alternative because it is explicitly listed as mid-market and hybrid" (Perplexity Sonar, direct prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.