IT AI Index

Index › Vendors › Dremio Cloud · September 2026 Edition

1 category · Named, not ranked

Dremio Cloud

5Judge labels

0First choices

0Negative labels

4 of 12Models named it

1Category

September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.

Standing

3 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Dremio Cloud was named 3 times in Data warehouses, where Snowflake led with 47%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business18 of 43

under the label threshold

Mid-market13 of 41

under the label threshold

Enterprisenot named

No model named it for this buyer.

In data warehouses · 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.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Data warehouses	Data platform	0%	13 of 41	0%	3	under 10 labels · led by Snowflake at 47%

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, 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. Twelve models, six prompts per category.

Model	Alternative	Mention	Labels
Claude Haiku 4.5	0	0	0
GPT-5.4 mini	0	0	0
Gemini 3.5 Flash	0	0	0
Perplexity Sonar	0	0	0
Grok 4.1 Fast	0	0	0
Mistral Small	0	1	1
DeepSeek V4 Flash	0	0	0
Llama 4 Maverick	1	0	1
Qwen 3.7 Flash	0	0	0
Kimi K2	1	0	1
GLM 4.7 FlashX	0	0	0
MiniMax M2.5	0	0	0

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

Direct0 labelsNone

Paraphrase0 labelsNone

Comparative0 labelsNone

Budget-constrained5 labelsNone

Scale-constrained0 labelsNone

Negative0 labelsNone

First choiceAlternativeMentionNegative5 labels in all, every segment counted; 0 of the 0 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.

“Dremio Cloud: A solution for data lake querying and quick insights, priced under $99/month.” Llama 4 Maverick · Data warehouses · budget prompt · alternative

“Under $99/month; good for querying data lakes directly” Kimi K2 · Data warehouses · 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 5 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.

ProductSame answerTook the first choice insteadHead to head

Google BigQuery5 of 55Not in the top three

Firebolt5 of 51Not in the top three

Panoply5 of 50Not in the top three

Snowflake4 of 50Not in the top three

Amazon Redshift2 of 50Not in the top three

Azure Synapse Analytics1 of 50Not in the top three

ClickHouse Cloud1 of 50Not in the top three

DuckDB1 of 50Not in the top three

PostgreSQL1 of 50Not in the top three

A head-to-head page exists where both products are in a category's top three. 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, four of the twelve in this edition, so these counts come from 5 of the 5 answers that named Dremio Cloud and are not a share of its labels.

Domains cited

umatechnology.org5

trustradius.com4

atlan.com3

fortegrp.com3

g2.com3

checkthat.ai2

clickhouse.com2

frontdeskreview.com2

cloudconsultingfirms.com1

cloudpricecheck.com1

Twenty-six of the twenty-six domain citations in answers naming Dremio Cloud came from somebody else's page.

Pages cited

umatechnology.org/full-comparison-between-data-warehousing-solutions-under-99-month5

trustradius.com/cloud-data-warehouse4

atlan.com/best-cloud-data-warehouses3

fortegrp.com/insights/best-cloud-data-warehouse3

g2.com/categories/data-warehouse/small-business3

checkthat.ai/answers/what-are-the-best-cloud-computing-data-warehouse-solutions2

clickhouse.com/blog/cloud-data-warehouses-cost-performance-comparison2

frontdeskreview.com/best/data-warehouse2

Pages are listed as the models cited 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.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at dremio.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.