Data virtualization · RankedCData Virtuality
CData Virtuality is a data virtualization platform that connects to data sources through connectors and supports data integration · cdata.com ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Starburst Galaxy is first at 25%.
Denodo is first at 31%. 2 of 14 models made it the first choice when asked directly.
Denodo is first at 84%.
Why models recommend it
“For most mid-market B2B companies, I recommend starting with CData Virtuality or Starburst Galaxy”Kimi K2 · Direct question · first choice
“My default pick for a mid-market B2B company is CData Virtuality”GPT-6 Luna · Direct question · first choice
“Logical Data Virtualization Leaders: Denodo, CData Virtuality.”Gemini 3.5 Flash · Negative question · first choice
“Include CData Virtuality in the evaluation, especially if applications and APIs are as important as databases.”GPT-6 Luna · Comparative question · alternative
What gives them pause
“CData Virtuality or driver-centric products for complex governance... verify row- and column-level security, lineage, policy enforcement”Perplexity Sonar · Negative question · warning
“falls short in key areas that make the difference to your business finding, accessing and utilizing the data it needs”Muse Glimmer 30B · Negative question · warning
Also on the shortlist
The products named in the same answers as CData Virtuality, over the 30 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 29 | 13 | Compare → | |
| 21 | 2 | Compare → | |
| 18 | 0 | View → | |
| 13 | 0 | Compare → | |
| 12 | 0 | Compare → | |
| 9 | 6 | Compare → | |
| 8 | 0 | View → | |
| 8 | 0 | Compare → | |
| 6 | 0 | View → | |
| 6 | 0 | View → |
What the models named instead of CData Virtuality →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on CData Virtuality's own site, not checked by Gane.
- Free plan or trial
- Get Started Free
- Customers named
- Anaqua, TCW Global, UiPath, Crédit Agricole, GSK, Salesforce, Palantir, Google
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 30 of the 30 answers that named CData Virtuality and are not a share of its labels.
Domains cited
111 of the 127 domain citations in answers naming CData Virtuality came from a third party's page. Sixteen were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
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 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 1 | 1 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 0 | 2 | 1 | 3 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 819 | undated | EDI, MFT | ||
| Case study | 141 | undated | |||
| Podcast or video | 89 | undated | ETL, EDI | ||
| Glossary or explainer | 77 | undated | EDI, MFT | ||
| Report or ebook | 52 | undated | EDI, MFT | ||
| Comparison | 21 | undated | EDI, MFT | ||
| News or press | 17 | undated | |||
| Webinar or virtual event | 15 | undated | |||
| Conference or event | 7 | undated |
How it is countedHide how it is counted
Every page cdata.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name EDI (61); 1 name the category the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.