Index › Products › Unity Catalog · October 2026 Edition

1 category · Named, not ranked

Unity Catalog

15Judge labels

0First choices

3Negative labels

10 / 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

6 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Unity Catalog was named 6 times in Data catalogs, where Atlan led with 44%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business29 of 109

under the label threshold

Mid-market17 of 83

under the label threshold

Enterprisenot named

No model named it for this buyer.

In data catalogs · 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 Unity Catalog 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 catalogs and governance	Data platform	0%	17 of 83	17%	6	under 10 labels · led by Atlan at 44%

Movement

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

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

Paraphrase2 labelsNone

Comparative4 labelsNone

Budget-constrained2 labelsNone

Scale-constrained1 labelNone

Negative6 labelsNone

First choiceAlternativeMentionNegative15 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.

“Choose Unity Catalog if most of your data and AI work already runs on Databricks” GPT-5.4 mini · Data catalogs · paraphrase prompt · alternative

“Prioritize based on your stack (e.g., Unity Catalog for Databricks fans).” Grok 4.1 Fast · Data catalogs · negative 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.

“Tools like Unity Catalog and Snowflake Horizon are tightly coupled with a single cloud provider... not suitable for multi-cloud or hybrid environments” Mistral Small · Data catalogs · negative prompt · soft negative

Named alongside

The products named in the same answers as Unity Catalog, over the 15 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Unity Catalog was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Alation10 of 150Not among the top eight

Collibra10 of 150Not among the top eight

Atlan9 of 152Not among the top eight

Microsoft Purview8 of 150Not among the top eight

OpenMetadata7 of 152Not among the top eight

Informatica Intelligent Data Management Cloud7 of 151Not among the top eight

DataHub6 of 150Not among the top eight

Secoda5 of 153Not among the top eight

Apache Atlas4 of 151Not among the top eight

Select Star4 of 151Not 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 Unity Catalog. 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 15 of the 15 answers that named Unity Catalog and are not a share of its labels.

Domains cited

ovaledge.com12

atlan.com11

decube.io6

improvado.io6

kanerika.com6

data.world5

g2.com5

alation.com4

ciopages.com4

databricks.com4

No domain is on file for Unity Catalog, so its own site is not marked.

Pages cited

atlan.com/data-catalog-tools9

improvado.io/blog/data-governance-tools6

decube.io/post/top-data-catalog-tools5

kanerika.com/blogs/data-catalog-tools5

ovaledge.com/blog/top-data-catalogs5

data.world/resources/compare/data-catalog-tools4

atscale.com/blog/best-data-governance-tools3

ciopages.com/buyer-guides/data-governance-platform3

Pages are listed as the models cited them.

Search and answers

Where Unity Catalog stands in Google search beside where it stands in the models' answers.

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In search

Google, US estimates

Searches for its name, Google: 2,400 a month (“unity catalog”)
AI search demand for its name, est.: 174 a month
Its own site: No site of its own on file, so no site figures

In answers

This edition

Share of first choices

rank 17 of 83 in data catalogs

Segment leader

44%

Atlan

First choices: 0 across its categories
Named in: 15 answers
Its own site cited: No site on file to match

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.

Follow Unity Catalog

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.

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 Unity Catalog'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 Unity Catalog, 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 Unity Catalog by email, built from the raw record of the edition. It shows:

where Unity Catalog 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 Unity Catalog, 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.