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Index › Products › Dremio Cloud · October 2026 Edition
1 category · Named, not ranked

Dremio Cloud

11Judge labels
1First choices
0Negative labels
6 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Standing
4 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Dremio Cloud was named 4 times in Data virtualization, where Denodo led with 28%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business21 of 90
0%6 labels
under the label threshold
Mid-market12 of 99
2%4 labels
under the label threshold
Enterprise43 of 80
0%1 label
under the label threshold
In data virtualization · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Dremio Cloud for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Data virtualizationData platform2%12 of 990%4under 10 labels · led by Denodo at 28%

Movement

This is the first edition on this tier, so no move can be computed for Dremio Cloud yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Dremio Cloud across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash10001
Perplexity Sonar00000
Grok 4.2000000
Mistral Small00000
DeepSeek V4 Flash01001
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K201001
GLM 4.7 FlashX00000
MiniMax M2.501001
GPT-6 Luna00000
Muse Glimmer 30B00000

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct4 labelsNone
Paraphrase2 labels1
Comparative2 labels2not counted in share
Budget-constrained1 labelNone
Scale-constrained2 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative11 labels in all, every segment counted; 1 of the 3 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Start with a proof of concept (POC) using Starburst Galaxy if your sources are highly diverse, or Dremio Cloud if you are building an Iceberg-based lakehouse” Gemini 3.5 Flash · Data virtualization · paraphrase prompt · first choice
“Consider Dremio Cloud if you're heavily invested in data lakehouse architecture (but monitor the SAP integration)” Kimi K2 · Data virtualization · direct prompt · alternative
“Dremio Cloud is a close third if you prefer a modern lakehouse” MiniMax M2.5 · Data virtualization · paraphrase prompt · alternative
“Budget Commercial Option: Dremio Cloud Standard (Free Tier)” DeepSeek V4 Flash · Data virtualization · budget 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.

No model argued against it.

Named alongside

The products named in the same answers as Dremio Cloud, over the 11 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Dremio Cloud was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Denodo11 of 112Not among the top eight
Starburst Galaxy7 of 112Not among the top eight
CData Connect Cloud4 of 112Not among the top eight
TIBCO Data Virtualization4 of 110Not among the top eight
Cube3 of 110Not among the top eight
CData Virtuality2 of 111Not among the top eight
Hasura2 of 110Not among the top eight
SAP HANA2 of 110Not among the top eight
Teiid2 of 110Not among the top eight
Trino2 of 110Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Dremio Cloud. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 11 of the 11 answers that named Dremio Cloud and are not a share of its labels.

Domains cited

dremio.comYour site9
domo.com6
denodo.com5
checkthat.ai4
g2.com4
improvado.io4
promethium.ai4
sourceforge.net4
etlclub.net3
reddit.com3

Thirty-seven of the forty-six domain citations in answers naming Dremio Cloud came from somebody else's page.

Pages cited

domo.com/learn/article/best-data-virtualization-platforms6
checkthat.ai/answers/what-are-the-best-data-virtualization-solutions3
etlclub.net/best-data-virtualization-platforms3
g2.com/categories/data-virtualization/small-business3
improvado.io/blog/denodo-competitors3
scmgalaxy.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison3
thectoclub.com/tools/best-data-virtualization-software3
bigdataclouds.org/dremio-vs-starburst-a-comparative-analysis2

Pages are listed as the models cited them.

Search and answers

dremio.com ranks 8 on Google for the category's searches. In the answers, Dremio Cloud takes 2% of first choices and Denodo takes 28%.
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In search

Google, US estimates
Position for “data virtualization platform”
–
not in the top ten
Position for “data virtualization platforms”
–
not in the top ten
Searches for its name, Google
50 a month (“dremio cloud”)
AI search demand for its name, est.
0 a month
Organic visits to its site
about 55,606 a month
Searches its site ranks for
12,543 · 526 in the top three
Sites linking to it
3,859
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
120+ ads · 88 text, 21 image, 11 video · 0 shown in the last 30 days

First shown April 2024, as Dremio Corporation, verified. Ads started 2025-11 to 2026-10: 29 in the year, 91 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
2%
rank 12 of 99 in data virtualization
Segment leader
28%
Denodo
First choices
1 across its categories
Named in
11 answers
Its own site cited
in 11 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

ShowHide
Addresses on dremio.com
10,282
subdomains included
Content
2,593
counted in the table below
Documentation
6,283
Product · Integration
31 · 8
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog804undatedData warehouses, ETL
News or press76702026-05-04Data warehouses, SOAR
Conference or event482undatedETL, Data warehouses
Webinar or virtual event28302026-01-06Object storage, ETL
Report or ebook7102025-04-29ETL, Data warehouses
Glossary or explainer7002026-05-05
Comparison6002017-09-08Data warehouses
Case study47undatedETL
Podcast or video802024-05-07
Template or tool1undated

Most recent

How it is countedHide how it is counted

Every page dremio.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 data warehouses (24); 0 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 September 29, 2026.

Names read as Dremio Cloud

What the judge wrote, as written, with how often. The vendor table decides that these count as Dremio Cloud; a claim can dispute any of them.
Dremio Cloud Standard 1

Follow Dremio Cloud

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

Dremio Cloud is its own company.
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In its own words

Stated by the vendor, not checked
Positioning
The fully managed lakehouse platform for Agentic AI
dremio.com
For
AI and analytics
dremio.com
Price stated
$400 in credits, no credit card required dremio.com
Starting price
0.20 dremio.com/pricing
Free plan or trial
Try Dremio Cloud for Free dremio.com
Certifications
SOC 2 Type IIISO 27001:2022GDPRCCPAHIPAA
Hosting
North AmericaEuropeAWSAzure coming soonUnited StatesEMEA
Customers named
AmazonShellMaerskE.ONRWEVanguardNetAppWorld Bank Group
Not stated on the pages read
Integrations

What Dremio Cloud's own pages state, read October 5, 2026: dremio.com, dremio.com/pricing, trust.dremio.com, dremio.com/platform, dremio.com/customers. A claimed page can correct any of them.

Is this your product?

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 Dremio Cloud'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 Dremio Cloud, 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 Dremio Cloud by email, built from the raw record of the edition. It shows:

  • where Dremio Cloud 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 Dremio Cloud, 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.
The subscriber app

A verification link goes to your work email; an address at dremio.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.