1 category · Named, not rankedCloudera Unified Data Fabric
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data virtualization | Data platform | 0% | 23 of 99 | 0% | 2 | under 10 labels · led by Denodo at 28% |
Movement
By model
How each model treated Cloudera Unified Data Fabric across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 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 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Do you already run Hadoop/Spark and want a unified platform? | Cloudera Unified Data Fabric” MiniMax M2.5 · Data virtualization · paraphrase prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Named alongside
The products named in the same answers as Cloudera Unified Data Fabric, over the 3 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Cloudera Unified Data Fabric was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 3 of the 3 answers that named Cloudera Unified Data Fabric and are not a share of its labels.
Domains cited
Fourteen of the seventeen domain citations in answers naming Cloudera Unified Data Fabric came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
What it publishes
ShowHide
What it publishes
ShowHide| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 754 | 8 | 2026-09-18 | Object storage, Backup and DR | |
| Report or ebook | 290 | 1 | 2026-09-14 | ML platforms, ETL | |
| Case study | 236 | 9 | 2026-09-17 | ||
| Webinar or virtual event | 201 | 0 | 2026-03-05 | ETL, Data warehouses | |
| News or press | 191 | 9 | 2026-09-17 | ||
| Conference or event | 26 | 10 | 2026-09-29 | ||
| Comparison | 6 | 2 | 2026-09-21 | ||
| Template or tool | 4 | 0 | 2026-01-27 | ||
| Glossary or explainer | 4 | 4 | 2026-09-17 | ||
| Podcast or video | 1 | 1 | 2026-09-28 |
Most recent
- 2026-09-29Evolve conference or event
- 2026-09-29New york conference or event
- 2026-09-29Agenda conference or event
- 2026-09-28The ai forecast podcast or video
- 2026-09-28Speakers conference or event
- 2026-09-21Self service vs centralized data management how to leverage data lineage to empower and control comparison
How it is countedHide how it is counted
Every page cloudera.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. 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 September 29, 2026.
Follow Cloudera Unified Data Fabric
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Cloudera Unified Data Fabric is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- Unify security and governance across the entire data estate.
- Not stated on the pages read
- Who it is for, price, starting price, free plan or trial, integrations, certifications, hosting, customers
What Cloudera Unified Data Fabric's own pages state, read October 6, 2026: cloudera.com, trust.cloudera.com, cloudera.com/products/pricing.html. A claimed page can correct any of them.
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Cloudera Unified Data Fabric's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Cloudera Unified Data Fabric, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Cloudera Unified Data Fabric by email, built from the raw record of the edition. It shows:
- where Cloudera Unified Data Fabric is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Cloudera Unified Data Fabric, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.