Every category where a model named Dremio 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.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Data virtualization	Data platform	9%	5 of 99	3%	35	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Dremio 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 across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	2	0	0	2
GPT-5.4 mini	1	2	0	0	3
Gemini 3.5 Flash	1	4	0	0	5
Perplexity Sonar	0	1	2	0	3
Grok 4.1 Fast	0	4	2	0	6
Mistral Small	0	0	1	0	1
DeepSeek V4 Flash	1	2	0	0	3
Llama 4 Maverick	0	0	1	0	1
Qwen 3.7 Flash	0	4	0	0	4
Kimi K2	0	0	0	1	1
GLM 4.7 FlashX	0	0	0	0	0
MiniMax M2.5	0	0	0	0	0
GPT-6 Luna	0	3	0	0	3
Muse Glimmer 30B	2	1	0	0	3

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

Direct14 labels1

Paraphrase13 labels3

Comparative23 labels2not counted in share

Budget-constrained20 labels2

Scale-constrained12 labels2

Negative12 labels4not counted in share

First choiceAlternativeMentionNegative94 labels in all, every segment counted; 8 of the 14 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 Starburst Enterprise or Dremio Cloud. Both give federated SQL with push-down execution, consumption-based pricing” Muse Glimmer 30B · Data virtualization · paraphrase prompt · first choice

“Choose Dremio (Community or Cloud). It gives you the best balance of "free" and "enterprise-grade" features.” Gemini 3.5 Flash · Data virtualization · budget prompt · first choice

“should look at AtScale or Dremio” Muse Glimmer 30B · Data virtualization · direct prompt · first choice

“typically Denodo, Starburst, and Dremio” DeepSeek V4 Flash · Data virtualization · scale prompt · first choice

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.

“Choose Dremio if you're building a modern lakehouse with self-service analytics (with caution given recent SAP acquisition)” Kimi K2 · Data virtualization · comparative prompt · soft negative

Named alongside

The products named in the same answers as Dremio, over the 94 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Dremio was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Denodo88 of 9436Compare →

Starburst47 of 941Compare →

TIBCO Data Virtualization44 of 941Compare →

Starburst Galaxy31 of 9410Compare →

Trino26 of 948Compare →

Informatica Intelligent Data Management Cloud18 of 940Not among the top eight

Teiid17 of 943Not among the top eight

CData Virtuality15 of 947Compare →

IBM Data Virtualization14 of 942Not among the top eight

CData Connect Cloud11 of 947Not 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. 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 87 of the 94 answers that named Dremio and are not a share of its labels.

Domains cited

checkthat.ai49

thectoclub.com46

domo.com43

g2.com38

airbyte.com31

denodo.com29

dremio.comYour site29

promethium.ai29

etlclub.net28

gitnux.org27

320 of the 349 domain citations in answers naming Dremio came from somebody else's page.

Pages cited

checkthat.ai/answers/what-are-the-best-data-virtualization-solutions45

thectoclub.com/tools/best-data-virtualization-software45

domo.com/learn/article/best-data-virtualization-platforms41

airbyte.com/top-etl-tools-for-sources/data-virtualization-tools31

etlclub.net/best-data-virtualization-platforms28

promethium.ai/guides/data-virtualization-tools-vendors24

us.fitgap.com/search/data-virtualization-software/small-business20

scmgalaxy.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison19

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 takes 9% 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: 2,900 a month (“dremio”)
AI search demand for its name, est.: 99 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

rank 5 of 99 in data virtualization

Segment leader

28%

Denodo

First choices: 8 across its categories
Named in: 94 answers
Its own site cited: in 87 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

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Addresses on dremio.com

10,282

subdomains included

Content

2,593

counted in the table below

Documentation

6,283

Product · Integration

31 · 8

Kind	Pages	Last 90 days	Latest	Categories named
Blog	804	undated		Data warehouses, ETL
News or press	767	0	2026-05-04	Data warehouses, SOAR
Conference or event	482	undated		ETL, Data warehouses
Webinar or virtual event	283	0	2026-01-06	Object storage, ETL
Report or ebook	71	0	2025-04-29	ETL, Data warehouses
Glossary or explainer	70	0	2026-05-05
Comparison	60	0	2017-09-08	Data warehouses
Case study	47	undated		ETL
Podcast or video	8	0	2024-05-07
Template or tool	1	undated

Most recent

2026-05-05What is dremio glossary or explainer
2026-05-04Sap to acquire dremio to unify sap and non sap data to power agentic ai news or press
2026-01-06Combining innovation and sovereignty the data transformation of urssaf caisse nationale webinar or virtual event
2026-01-06How genomics england are using dremio to support the national genomics library ngrl webinar or virtual event
2026-01-06Dremio schaeffler data for everyone not just it webinar or virtual event
2026-01-06Odbc takes an arrow to the knee adbc webinar or virtual event

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

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

Dremio (Cloud) 1

Follow Dremio

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 is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: The Agentic Lakehouse
dremio.com
For: Teams wanting a zero-maintenance, cloud-native experience and fast time to value. Organizations needing full control, on-prem requirements, or strict compliance constraints.
dremio.com/pricing
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 AmericaEuropeAWSAzureGCPUnited StatesEMEA
Customers named: AmazonShellMaerskE.ONRWEVanguardNetAppWorld Bank Group
Not stated on the pages read: Integrations

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

where Dremio 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, 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.