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Index › Products › Oracle Data Virtualization · October 2026 Edition

Oracle · 1 category · Named, not ranked

Oracle Data Virtualization

11Judge labels

0First choices

6Negative labels

9 / 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. Oracle Data Virtualization 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 business87 of 90

under the label threshold

Mid-market64 of 99

under the label threshold

Enterprise55 of 80

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 Oracle Data Virtualization 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	0%	64 of 99	25%	4	under 10 labels · led by Denodo at 28%

Movement

This is the first edition on this tier, so no move can be computed for Oracle Data Virtualization 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 Oracle Data Virtualization 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	0	0	0	0
Gemini 3.5 Flash	0	0	0	0
Perplexity Sonar	0	0	0	0
Grok 4.1 Fast	1	1	0	2
Mistral Small	0	0	0	0
DeepSeek V4 Flash	0	0	0	0
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	0	1	1
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

Direct1 labelNone

Paraphrase2 labelsNone

Comparative2 labelsNone

Budget-constrained3 labelsNone

Scale-constrained0 labelsNone

Negative3 labelsNone

First choiceAlternativeMentionNegative11 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.

“Structured data excellence, high-performance querying, tight integration with Oracle DB/ERP.” Grok 4.1 Fast · Data virtualization · comparative 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.

“IBM/Oracle | Typically overkill and overpriced for mid-market needs” Kimi K2 · Data virtualization · paraphrase prompt · hard negative

Named alongside

The products named in the same answers as Oracle Data Virtualization, over the 11 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Oracle Data Virtualization was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Denodo11 of 115Not among the top eight

TIBCO Data Virtualization7 of 110Not among the top eight

Dremio6 of 110Not among the top eight

Informatica Intelligent Data Management Cloud5 of 110Not among the top eight

Starburst3 of 111Not among the top eight

Teiid3 of 111Not among the top eight

IBM3 of 110Not among the top eight

SAP HANA3 of 110Not among the top eight

Starburst Galaxy3 of 110Not among the top eight

Trino2 of 111Not 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 Oracle Data Virtualization. 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 Oracle Data Virtualization and are not a share of its labels.

Domains cited

checkthat.ai8

thectoclub.com6

airbyte.com5

cotocus.com5

devopsschool.com5

g2.com5

promethium.ai5

us.fitgap.com5

peerspot.com4

verifiedmarketresearch.com4

Fifty-two of the fifty-two domain citations in answers naming Oracle Data Virtualization came from somebody else's page.

Pages cited

checkthat.ai/answers/what-are-the-best-data-virtualization-solutions7

airbyte.com/top-etl-tools-for-sources/data-virtualization-tools5

thectoclub.com/tools/best-data-virtualization-software5

devopsschool.com/blog/top-10-data-virtualization-platforms-features-pros-cons-comparison4

promethium.ai/guides/data-virtualization-tools-vendors4

verifiedmarketresearch.com/blog/best-data-virtualization-software4

winsavvy.com/data-virtualization-software4

cotocus.com/blog/top-10-data-virtualization-platforms-features-pros-cons-comparison3

Pages are listed as the models cited them.

Search and answers

Where Oracle Data Virtualization 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: 10 a month (“oracle data virtualization”)
AI search demand for its name, est.: 1 a month
Its own site: It sits on Oracle's site (oracle.com), so there are no site figures for it alone

In answers

This edition

Share of first choices

rank 64 of 99 in data virtualization

Segment leader

28%

Denodo

First choices: 0 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.

Names read as Oracle Data Virtualization

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

Oracle 2IBM/Oracle 1

Follow Oracle Data Virtualization

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

Oracle is the company behind Oracle Data Virtualization.

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On record

Company records

Also from Oracle: Oracle AI, Oracle API Gateway, Oracle API Management, Oracle Access Governance, Oracle Access Manager, Oracle Autonomous AI Database, Oracle Autonomous Data Warehouse, Oracle Autonomous Database and 44 more

In its own words

Stated by the vendor, not checked

Positioning: Oracle Virtualization provides a high performance, cost effective, open source alternative to proprietary server virtualization solutions.
oracle.com/asean/virtualization
For: enterprise-grade server virtualization
oracle.com/asean/virtualization
Price stated: no license cost oracle.com/asean/virtualization
Hosting: on-premisesmulticloud environmentsthe edge of the networkOCIother major clouds
Customers named: Oracle Cloud Infrastructure (OCI)Oracle’s businessVeeam SoftwareOracle Red Bull Racing
Not stated on the pages read: Starting price, free plan or trial, integrations, certifications

What Oracle Data Virtualization's own pages state, read October 5, 2026: oracle.com/virtualization, oracle.com/apac/virtualization, oracle.com/asean/virtualization, oracle.com/latam/virtualization, oracle.com/africa/virtualization. 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 Oracle Data Virtualization'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 Oracle Data Virtualization, 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 Oracle Data Virtualization by email, built from the raw record of the edition. It shows:

where Oracle Data Virtualization 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 Oracle Data Virtualization, 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.