Index › Products › IBM watsonx.data · October 2026 Edition

IBM · 3 categories · Named, not ranked

IBM watsonx.data

9Judge labels

0First choices

2Negative labels

6 / 14Models named it

3Categories

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. IBM watsonx.data was named 4 times in Data virtualization and 2 other categories, 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 businessnot named

No model named it for this buyer.

Mid-market22 of 99

under the label threshold

Enterprise18 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 IBM watsonx.data 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%	22 of 99	0%	2	under 10 labels · led by Denodo at 28%
Data catalogs and governance	Data platform	0%	47 of 83	0%	1	under 10 labels · led by Atlan at 44%
ETL and ELT	Data platform	0%	43 of 75	0%	1	under 10 labels · led by Fivetran at 40%	newNew since September 2026: not ranked then, 0% now.

Movement

This is the first edition on this tier, so no move can be computed for IBM watsonx.data 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 IBM watsonx.data 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	Labels
Claude Haiku 4.5	0	0	0
GPT-5.4 mini	1	0	1
Gemini 3.5 Flash	0	0	0
Perplexity Sonar	0	0	0
Grok 4.1 Fast	0	0	0
Mistral Small	0	0	0
DeepSeek V4 Flash	0	0	0
Llama 4 Maverick	0	1	1
Qwen 3.7 Flash	0	0	0
Kimi K2	0	0	0
GLM 4.7 FlashX	1	1	2
MiniMax M2.5	0	0	0
GPT-6 Luna	0	0	0
Muse Glimmer 30B	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

Paraphrase1 labelNone

Comparative4 labelsNone

Budget-constrained1 labelNone

Scale-constrained0 labelsNone

Negative2 labelsNone

First choiceAlternativeMentionNegative9 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 IBM watsonx.data / IBM data fabric if you're in a heavily regulated, hybrid, enterprise IBM environment” GPT-5.4 mini · Data virtualization · paraphrase prompt · alternative

“Best Cloud-Native Option” GLM 4.7 FlashX · Data virtualization · direct 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 IBM watsonx.data, over the 9 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and IBM watsonx.data was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Denodo4 of 93Not among the top eight

Dremio3 of 91Not among the top eight

Alteryx2 of 90Not among the top eight

Celigo2 of 90Not among the top eight

Databricks Lakeflow2 of 90Not among the top eight

Starburst2 of 90Not among the top eight

TIBCO Data Virtualization2 of 90Not among the top eight

Informatica Intelligent Data Management Cloud1 of 91Not among the top eight

Monte Carlo1 of 91Not among the top eight

AWS Glue1 of 90Not 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 IBM watsonx.data. 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 9 of the 9 answers that named IBM watsonx.data and are not a share of its labels.

Domains cited

g2.com6

checkthat.ai4

domo.com3

gartner.com3

hevodata.com3

skyvia.com3

thectoclub.com3

verifiedmarketresearch.com3

airbyte.com2

atlan.com2

Thirty-two of the thirty-two domain citations in answers naming IBM watsonx.data came from somebody else's page.

Pages cited

checkthat.ai/answers/what-are-the-best-data-virtualization-solutions3

domo.com/learn/article/best-data-virtualization-platforms3

g2.com/categories/etl-tools3

thectoclub.com/tools/best-data-virtualization-software3

checkthat.ai/brands/denodo2

eweek.com/big-data-and-analytics/best-data-virtualization-tools2

expertinsights.com/data-management/the-top-data-virtualization-tools2

fivetran.com/learn/etl-tools2

Pages are listed as the models cited them.

Names read as IBM watsonx.data

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

IBM watsonx.data / IBM data fabric 1

Follow IBM watsonx.data

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

IBM is the company behind IBM watsonx.data.

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On record

Company records

Also from IBM: IBM AI Fairness 360, IBM API Connect, IBM Apptio Cloudability, IBM Aspera, IBM Aspera Managed File Transfer, IBM Business Automation Workflow, IBM Cloud Databases, IBM Cloud Kubernetes and 98 more

In its own words

Stated by the vendor, not checked

Positioning: Trust your data, trust your decisions
ibm.com/products/watsonx
For: organizations
ibm.com/products/watsonx-data
Price stated: IBM watsonx.data pricing is designed to be flexible and scalable, enabling organizations of all sizes to optimize costs while managing growing data workloads ibm.com/products/watsonx-data
Starting price: 1 ibm.com/products/watsonx-data
Free plan or trial: Start free trial ibm.com/products/watsonx-data
Hosting: AWSIBM Cloudclient-managed VPCon-premises
Customers named: CrushbankDynamiqScuderia FerrariLockheed MartinEYUFCAutodesk Inc.SBI
Not stated on the pages read: Integrations, certifications

What IBM watsonx.data's own pages state, read October 6, 2026: ibm.com/products/watsonx, ibm.com/products/watsonx-ai, ibm.com/products/watsonx-data, ibm.com/products/data-gate-for-watsonx, ibm.com/products/watsonx-data-integration. 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 IBM watsonx.data'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 IBM watsonx.data, 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 IBM watsonx.data by email, built from the raw record of the edition. It shows:

where IBM watsonx.data 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 IBM watsonx.data, 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.