Data virtualization
Asked as “data virtualization platform”, and as “data fabric for federated queries”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
28%
Contested · Trino 15%
28Denodo15Trino13Starburst Galaxy44others
28% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08I09
I10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Denodo28%
Denodo28%02Trino15%
Trino15%03Starburst Galaxy13%
Starburst Galaxy13%04Starburst11%
Starburst11%05Dremio9%
Dremio9%06CData Virtuality4%
CData Virtuality4%07TIBCO Data Virtualization2%
TIBCO Data Virtualization2%08Informatica Intelligent Data Management Cloud0%
Informatica Intelligent Data Management Cloud0%09IBM Cloud Pak for Data0%
10IBM Data Virtualization0%
What they warned about
Four of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Denodo35%
23 of 66 labels negative · 12 of 12 models · 2 hard negative
“What to Avoid on a Tight Budget ... **Denodo** | ~$180,000/year | Enterprise pricing is out of reach” DeepSeek V4 Flash, budget prompt
TIBCO Data Virtualization35%
12 of 34 labels negative · 7 of 12 models · 1 hard negative
“one data science professional described their experience with a TIBCO-based platform as "so slow and shitty"” DeepSeek V4 Flash, negative prompt
IBM Data Virtualization
36%
4 of 11 labels negative · 3 of 12 models · 1 hard negative
“**IBM Data Virtualization** | Custom/enterprise tier | No free plan, expensive licensing” DeepSeek V4 Flash, budget prompt
IBM Cloud Pak for Data
25%
3 of 12 labels negative · 3 of 12 models
“IBM Cloud Pak for Data can feel "heavy" and over-engineered for companies not already in the IBM ecosystem” Claude Haiku 4.5, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1132 links across 237 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Domo39 answers · 39 citations · 12 models
36 answers · 37 citations · 12 models
35 answers · 54 citations · 11 models
vendor site · Promethium28 answers · 38 citations · 12 models
28 answers · 28 citations · 10 models
vendor site · G227 answers · 45 citations · 11 models
25 answers · 29 citations · 11 models
22 answers · 34 citations · 10 models
vendor site · Denodo22 answers · 28 citations · 10 models
vendor site · SourceForge22 answers · 24 citations · 10 models
vendor site · Airbyte22 answers · 22 citations · 13 models
vendor site · ZipDo.co20 answers · 20 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
38 answers · 12 models
34 answers · 12 models
31 answers · 11 models
28 answers · 10 models
22 answers · 13 models
21 answers · 10 models
20 answers · 12 models
17 answers · 10 models
16 answers · 9 models
15 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best data virtualization platform”, “data virtualization platform”, “data virtualization platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Denodo denodo.com | 28% | 194 | 2,400 | 109 | 13,422 | 35 | 1 | |
| Starburst starburst.io Starburst Galaxy 13%, Starburst 11% | 24% | 73 | 74,000 | 12,470 | 6,703 | 25 | ||
| Dremio dremio.com Dremio 9%, Dremio Community Edition 6%, Dremio Cloud 2% | 17% | 87 | 2,900 | 99 | 55,606 | 0 | 8 | |
| Trino trino.io | 15% | 53 | 6,600 | 941 | 11,954 | |||
| CData Virtuality cdata.com CData Virtuality 4%, CData Connect Cloud 2% | 6% | 30 | 70 | 4 | 19,412 | 120 | ||
| TIBCO Data Virtualization tibco.com | 2% | 93 | 70 | 3 | 48,161 | |||
| Teiid teiid.io | 2% | 25 | 170 | 3 | 73 | |||
| AtScale atscale.com | 2% | 13 | 1,600 | 23 | 14,764 | $619 | 5 | 9 |
| Informatica parent site Informatica Data Virtualization 2% | 2% | 10 | 14,800 | 1,414 | ||||
| Apache Teiid | 2% |
Google's top ten for the three searches hold 19 sites; 5 of them are among the sites the models cited here (denodo.com, domo.com, dremio.com, promethium.ai, thectoclub.com). The first result for “best data virtualization platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best data virtualization platform for a mid-market B2B company?”Paraphrase“Which data fabric for federated queries would you recommend to a mid-sized B2B company?”Comparative“What are the top data virtualization platforms and how do they differ?”Budget-constrained“What is the best data virtualization platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a data virtualization platform. What should we look at?”Negative“Which data virtualization platforms should I avoid or be cautious about?”
Claude Haiku 4.5DenodoDenodoHeldDenodoAccelario, Teiidno first choiceagainst: IBM Cloud Pak for Data, Microsoft
Three alternatives
CData Virtuality, Dremio, TIBCO Data VirtualizationTwo alternatives
Microsoft Fabric, StarburstFour alternatives
IBM Cloud Pak for Data, Red Hat JBoss Data Virtualization, SAP HANA, TIBCO Data VirtualizationOne alternative
DremioGPT-5.4 miniDenodoDremioChangedDenodoTrinoagainst: Denodono first choiceagainst: Denodo, TIBCO Data Virtualization, Trino
Two alternatives
IBM Data Virtualization, TIBCO Data VirtualizationTwo alternatives
IBM watsonx.data, StarburstFive alternatives
Dremio, IBM Data Virtualization, SAP HANA Smart Data Access, Starburst, TrinoOne alternative
DremioGemini 3.5 FlashCData VirtualityDremio Cloud, Starburst GalaxyChangedagainst: DenodoDenodoDremioagainst: Denodo, Denodo Express, IBM Cloud Pak for Data, TIBCO Data VirtualizationCData Connect Cloudagainst: Denodoagainst: Actifio Virtual Data Pipeline, Microsoft SQL Server PolyBase, Oracle Data Service Integrator, Oracle Database Gateways, PostgreSQL Foreign Data Wrappers, Red Hat JBoss Data Virtualization, SAP HANA Smart Data Integration, TIBCO Data Virtualization, Teiid
Three alternatives
CData Connect Cloud, Denodo, DremioOne alternative
Databricks Lakehouse FederationFive alternatives
Dremio, IBM Cloud Pak for Data / Watson Query, SAP Datasphere, Starburst, TIBCO Data VirtualizationFour alternatives
AWS Athena, CData Connect Cloud, Google Cloud BigQuery Omni, TrinoThree alternatives
AtScale, Dremio, Starburst GalaxyPerplexity SonarDenodoDenodoHeldno first choiceTrinoagainst: Denodo, IBM Data Virtualizationno first choiceagainst: Apache Drill, CloverDX, Denodo, Informatica Intelligent Data Management Cloud, Pentaho, Presto, Red Hat JBoss Enterprise Application Platform Data Virtualization, Trino
Three alternatives
CData Virtuality, IBM Cloud Pak for Data, TIBCO Data VirtualizationThree alternatives
IBM Cloud Pak for Data, SAP Datasphere, StarburstOne alternative
DremioGrok 4.1 FastDenodoDenodoHeldDenodoagainst: TIBCO Data VirtualizationStarburst Galaxyagainst: Denodo, TIBCO Data Virtualizationno first choiceagainst: Denodo, SAP HANA, TIBCO Data Virtualization
Four alternatives
Dremio, IBM Data Virtualization, Starburst Galaxy, TIBCO Data VirtualizationTwo alternatives
Dremio, Starburst GalaxyFive alternatives
IBM Cloud Pak for Data / IBM Data Virtualization, Informatica Intelligent Data Management Cloud, Oracle Data Virtualization, Red Hat JBoss, SAP HANATwo alternatives
Dremio, TeiidMistral SmallInformatica Data Virtualization, TIBCO Data VirtualizationDenodo, StarburstChangedDenodoTrinono first choiceagainst: Denodo, IBM Watson Query
Three alternatives
CData Virtuality, IBM Data Virtualization, Red Hat JBoss Data VirtualizationTwo alternatives
Databricks, Microsoft FabricFive alternatives
Data Virtuality, IBM Cloud Pak for Data, Informatica Intelligent Data Management Cloud, Microsoft Fabric, Red Hat JBoss Data VirtualizationDeepSeek V4 FlashDenodoagainst: IBM Data VirtualizationStarburstChangedagainst: IBMDenodoDremio Community Editionagainst: Denodo, IBM Data Virtualization, StarburstDenodo, Dremio, Starburstagainst: Data Virtuality, Denodo, TIBCO Data Virtualization
Three alternatives
Dremio, Starburst Galaxy, TIBCO Data VirtualizationThree alternatives
Amazon Athena Federated Query, Denodo, Microsoft FabricFive alternatives
CData Virtuality, Dremio, IBM Cloud Pak for Data, Starburst, TIBCO Data VirtualizationTwo alternatives
Dremio Cloud, TrinoOne alternative
TIBCO DVLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashStarburst Galaxyagainst: DenodoStarburstChangedagainst: DatabricksDenodo, TIBCO Data VirtualizationTrinoDenodoagainst: Actian PDW, Apache Drill, Apache Trino, CA Technologies tools, Denodo, Informatica PowerCenter, Microsoft Azure Analysis Services
One alternative
DremioTwo alternatives
Denodo, SnowflakeTwo alternatives
Dremio, Informatica Intelligent Data Management CloudThree alternatives
AWS Glue, Dremio, TeiidFour alternatives
Actian, Dremio, Starburst, TIBCO Data VirtualizationKimi K2Starburst Galaxyagainst: DenodoStarburstChangedagainst: Cinchy, Databricks, IBM, Oracle Data VirtualizationDenodoagainst: DremioTrinoagainst: Denodo, TIBCO Data Virtualizationno first choiceagainst: Databricks, Informatica Intelligent Data Management Cloud, Starburst, TIBCO Data Virtualizationagainst: Cisco Data Virtualization, Denodo, IBM, IBM Cloud Pak for Data, SAP HANA, Strategy Mosaic, TIBCO Data Virtualization
Two alternatives
CData Connect Cloud, Dremio CloudTwo alternatives
Denodo, Microsoft FabricFive alternatives
IBM Cloud Pak for Data, Informatica Data Virtualization, Microsoft Azure Arc / SQL Server, Oracle Data Integrator, StarburstThree alternatives
Apache Teiid, Dremio Community Edition, StarburstGLM 4.7 FlashXDenodoStarburst GalaxyChangedagainst: DenodoDenodoCData Virtuality, Trinoagainst: Denodono first choicenothing named
Three alternatives
IBM watsonx.data, Informatica Data Virtualization, TIBCO Data VirtualizationTwo alternatives
Databricks SQL, Microsoft FabricFour alternatives
IBM, Informatica Intelligent Data Management Cloud, Microsoft, Red HatOne alternative
Red Hat JBoss Data VirtualizationMiniMax M2.5DenodoDenodo, Starburst GalaxyChangedDenodoTrinono first choiceagainst: Denodo, IBM Data Virtualization, TIBCO Data Virtualization
Three alternatives
TIBCO Data Virtualization, Teiid, TrinoThree alternatives
AtScale, Cloudera Unified Data Fabric, Dremio CloudFour alternatives
IBM Cloud Pak for Data, Informatica Intelligent Data Management Cloud, Red Hat JBoss Data Virtualization, TIBCO Data VirtualizationThree alternatives
Query Streams, Teiid, Virtuoso Universal ServerBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:02 | yes | 16 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:39 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:36 | yes | 15 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:21 | yes | 25 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:16 | yes | 23 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:52 | yes | 9 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:56 | yes | 24 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:03 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:17 | yes | 14 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:37 | yes | 22 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:43 | yes | 19 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:11 | yes | 12 | 31 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:00 | yes | 18 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:25 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:50 | yes | 14 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:45 | yes | 15 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:41 | yes | 23 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:24 | yes | 10 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:50 | yes | 25 | 39 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:29 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:51 | no | 0 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:00 | yes | 23 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:24 | yes | 24 | 35 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:52 | yes | 13 | 97 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:58 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:27 | yes | 2 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:40 | yes | 12 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:23 | yes | 16 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:36 | yes | 22 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:40 | yes | 18 | 17 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:00 | yes | 23 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:39 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:35 | yes | 10 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:37 | yes | 14 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:35 | yes | 24 | 59 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:55 | yes | 14 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:51 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:51 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:02 | yes | 16 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:17 | yes | 25 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:24 | yes | 22 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:54 | yes | 13 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:11 | yes | 22 | 59 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:49 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:13 | yes | 14 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:25 | yes | 17 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:31 | yes | 22 | 206 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:32 | yes | 9 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:17 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:51 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:00 | yes | 13 | 32 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:19 | yes | 22 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:44 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:19 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:40 | yes | 21 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:51 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:34 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:17 | yes | 21 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:45 | yes | 16 | 72 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:03 | yes | 5 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:21 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:51 | yes | 3 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:45 | yes | 20 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:01 | yes | 16 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:55 | yes | 20 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:43 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:01 | yes | 22 | 48 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:52 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:24 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:46 | yes | 23 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:29 | yes | 21 | 218 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:04 | yes | 25 | 35 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Informatica read as Informatica Intelligent Data Management Cloud
Informatica (Data Integration with Virtualization) read as Informatica Intelligent Data Management Cloud
Informatica (e.g., CLAIRE-powered data integration) read as Informatica Intelligent Data Management Cloud
Oracle read as Oracle Data Virtualization
TIBCO read as TIBCO Data Virtualization
TIBCO (TIBCO Data Virtualization) read as TIBCO Data Virtualization
Tibco read as TIBCO Data Virtualization
Unresolved, counted raw
AWS Database Migration Service / Amazon Athena (Federated Querying)
Actian
Actian PDW
Actifio Virtual Data Pipeline (VDP)
Apache Calcite
CA Technologies tools
Cinchy
CloverDX
Dremio
Dremio (Cloud)
Google Cloud BigQuery Omni
Google Cloud’s Data Fusion
IBM Cloud Pak for Data – Data Virtualization
IBM Watson Query
K2View Dynamic Data Virtualization
Microsoft Azure Analysis Services
Microsoft Azure Arc / SQL Server
Microsoft SQL Server PolyBase
Nexla
Oracle Data Service Integrator (ODSI)
Oracle Database Gateways
PostgreSQL Foreign Data Wrappers
Postgres foreign data wrappers
Prophecy
Qlik Replicate
SAP HANA Smart Data Integration (SDI)
Stratio Semantic Layer
TIBCO DV
Virtuoso Universal Server
Discontinued, still offered
No shut-down product was recommended here.