Index › GTM data and infrastructure › DMP › Enterprise › September 2026 Edition

Data management platforms for enterprise buyers

Asked as “data management platform for audiences”, and as “DMP”, on behalf of an enterprise B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Salesforce Data Cloud

Contested

20% 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.

Small business

Segment16%ContestedStanding →Mid-market

Segment18%ContestedStanding →Enterprise

Salesforce Data Cloud20%ContestedThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.

ProductFirst-choice shareNegative rateLabelsQuadrant

Salesforce Data Cloud15%27accepted challenger

Adobe Real-Time CDP12%25accepted challenger

Tealium7%14accepted challenger

Adobe Audience Manager33%12criticized challenger

Hightouch0%16accepted challenger

ActionIQ10%10accepted challenger

Treasure Data0%12accepted challenger

Snowflake30%20criticized challenger

Show the five products at 0%, ordered by negative rate

Segment50%14criticized challenger

Collibra25%12criticized challenger

Databricks20%15accepted challenger

BigQuery15%13accepted challenger

Alation10%10accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

Segment vs Hightouch Segment vs Tealium Hightouch vs Tealium

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 →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative40%

Key

Salesforce Data Cloud20%

Adobe Real-Time CDP12%

Tealium8%

Adobe Audience Manager7%

Hightouch5%

ActionIQ5%

Treasure Data3%

Snowflake2%

Databricks0%

Alation0%

BigQuery0%

Collibra0%

Segment0%

02What they warned about

Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.

Segment

50%

7 of 14 labels negative · 6 of 12 models · 5 hard negative

“Avoid for predictability: Twilio Segment/mParticle (per-MTU, spikes with growth)” Grok 4.1 Fast, budget prompt

mParticle

71%

5 of 7 labels negative · 5 of 12 models · 5 hard negative

“Platforms to Avoid for Predictability - **mParticle** - Credit-based consumption model that scales unpredictably” Mistral Small, budget prompt

Snowflake

30%

6 of 20 labels negative · 5 of 12 models

“**Snowflake** when the workload is **transactional**, **real-time operational**, or the dataset is relatively small enough that a simpler database has lower total cost” Perplexity Sonar, negative prompt

Oracle BlueKai

71%

5 of 7 labels negative · 4 of 12 models · 4 hard negative

“**Oracle BlueKai** – End of life September 30, 2024 (Oracle exited advertising entirely)” Kimi K2, paraphrase prompt

03What they cite

Citations exist only for the models that return a source list: four of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 219 links across 123 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.

improvado.io

vendor site · Improvado8 answers · 12 citations · 2 models

domo.com

vendor site · Domo7 answers · 7 citations · 2 models

gartner.com

vendor site · Gartner6 answers · 8 citations · 3 models

matillion.com

vendor site · Matillion6 answers · 7 citations · 2 models

fortegrp.com

6 answers · 6 citations · 2 models

cdp.com

5 answers · 7 citations · 2 models

decentriq.com

vendor site · Decentriq5 answers · 5 citations · 2 models

blog.hubspot.com

vendor site · HubSpot4 answers · 4 citations · 1 model

g2.com

4 answers · 4 citations · 2 models

ness.com

4 answers · 4 citations · 2 models

pipeline.zoominfo.com

vendor site · ZoomInfo4 answers · 4 citations · 2 models

affroom.com

3 answers · 3 citations · 1 model

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.

domo.com/learn/article/best-data-management-platforms

7 answers · 2 models

fortegrp.com/insights/top-19-data-management-tools-platforms-in-the-usa

6 answers · 2 models

improvado.io/blog/enterprise-data-management-tools

6 answers · 2 models

matillion.com/learn/blog/data-management-platforms

6 answers · 2 models

decentriq.com/article/best-data-management-platforms

5 answers · 2 models

gartner.com/reviews/market/data-management-platforms

5 answers · 3 models

blog.hubspot.com/service/data-management-platform

4 answers · 1 model

ness.com/blog/enterprise-data-management-platforms

4 answers · 2 models

affroom.com/blog/best-data-management-platforms

3 answers · 1 model

cdp.com/glossary/data-management-platform-dmp-vendors

3 answers · 2 models

04How 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.

ModelDirect“What is the best data management platform for audiences for an enterprise B2B company?”Paraphrase“Which DMP would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade data management platforms and how do they differ?”Budget-constrained“What is the best data management platform for audiences for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a data management platform for audiences. What should we look at?”Negative“Which data management platforms should a large enterprise avoid or be cautious about?”

Claude Haiku 4.5Oracle Unity, Tealium, ZoomInfo

One alternative

Cognism

Informatica Intelligent Data Management CloudChanged

Three alternatives

Adobe Audience Manager, Oracle BlueKai, Palantir Foundry

no first choiceTreasure Data

Two alternatives

Adobe Real-Time CDP, Salesforce Customer 360 Audiences

no first choicenothing named

GPT-5.4 miniAdobe Real-Time CDP B2B Edition

Two alternatives

Hightouch, Salesforce Data Cloud

Adobe Audience ManagerChanged

Two alternatives

Oracle Data Cloud / BlueKai, Salesforce Data Cloud

Databricks Lakehouse / Unity Catalog, Informatica Intelligent Data Management Cloud

Five alternatives

Alation, Collibra, Google Cloud BigQuery / Lakehouse, IBM Cloud Pak for Data / Watson-based governance stack, Snowflake Data Cloud

against: TalendOracle Unity Data Platform / Oracle CX Audienceagainst: Adobe Audience Managerno first choicenothing named

Gemini 3.5 FlashAdobe Real-Time CDP, Salesforce Data Cloud

Three alternatives

6sense, Demandbase, Hightouch

6sense, Adobe Real-Time CDP, Demandbase, Salesforce Data CloudChanged

Four alternatives

Census, Databricks, Hightouch, Snowflake

against: Oracle's advertising suite, Salesforce Audience Studio/KruxDatabricks, Snowflake

Eight alternatives

Alation, Atlan, Collibra, Microsoft Fabric, Microsoft Purview, Profisee, Reltio, Semarchy

against: Informatica Intelligent Data Management CloudHightouch

Three alternatives

GrowthLoop, Meiro, Tealium

against: Adobe Real-Time CDP, Salesforce Data Cloud, SegmentCensus, Hightouch, RudderStackagainst: ActionIQ, Amperity, Segment, Tealiumagainst: Adobe Audience Manager, Adobe Campaign Classic, Adobe Real-Time CDP, Cloudera/Hortonworks, Informatica PowerCenter, Legacy IBM InfoSphere, Oracle BlueKai, Salesforce Audience Studio & Advertising Studio, Salesforce Data Cloud

Perplexity SonarActionIQ, Adobe Real-Time CDP, Salesforce Data Cloud

Two alternatives

Tealium, Treasure Data

Adobe Audience Manager, Adobe Real-Time CDPChanged

Two alternatives

Informatica IDMC, Salesforce Data Cloud

Collibra, Informatica IDMC / MDM

Six alternatives

Alation, Databricks, Microsoft Fabric / Purview, Reltio, Semarchy xDM, Snowflake

Microsoft Fabric, Microsoft Power BI

Three alternatives

Adobe Audience Manager, Adobe Real-Time CDP, Informatica IDMC

against: Snowflakeno first choiceagainst: AWS, Azure, Cassandra, Databricks, Snowflake

Grok 4.1 FastOracle Unity, Salesforce Data Cloud

Two alternatives

Treasure Data, ZoomInfo

Adobe Audience Manager, Lotame SphericalChanged

Two alternatives

Adobe Real-Time CDP, Salesforce Data Cloud

against: Oracle BlueKai, Salesforce Audience Studiono first choiceSnowflake

Eight alternatives

ActionIQ, GrowthLoop, Hightouch, Microsoft Dynamics 365 Customer Insights, Salesforce Data Cloud, Simon Data, Tealium, Treasure Data

against: BigQuery, Segment, mParticleAdobe Audience Manager

Three alternatives

Lotame, Salesforce Audience Studio, Snowflake

against: Collibra, Databricks, IBM, Informatica IDMC, Oracle BlueKai, SQL Server 2016, Salesforce Data Cloud, Talend, Teradata

Mistral SmallAdobe Real-Time CDP, Demandbase

Three alternatives

6sense, Salesforce Data Cloud, ZoomInfo Marketing OS

Microsoft PurviewChanged

Two alternatives

OneTrust, Vanta

Snowflake Data Cloud

Four alternatives

Collibra Data Intelligence Platform, Databricks Lakehouse, Informatica Intelligent Data Management Cloud, Microsoft Azure Purview

Salesforce Data Cloud, Tealium

Two alternatives

ActionIQ, Adobe Real-Time CDP

against: Amperity, Segment, mParticleno first choiceagainst: Alation, BigQuery, Collibra, Databricks, Fivetran, IBM InfoSphere, Informatica IDMC, Matillion, OvalEdge, SAP Master Data Management, Snowflake

DeepSeek V4 FlashHightouch, Salesforce Data Cloud

Three alternatives

ActionIQ, Adobe Real-Time CDP, ZoomInfo

Salesforce Data CloudChanged

Four alternatives

ActionIQ, Adobe Real-Time CDP, Hightouch, Treasure Data

against: Adobe Audience ManagerInformatica, Informatica IDMC

Fourteen alternatives

Alation, Atlan, BigQuery, Collibra, Databricks, Denodo Platform, Informatica CDGC, Microsoft Fabric, Microsoft Purview, Profisee, Reltio, Semarchy, Snowflake, Stibo Systems

against: Apache AtlasActionIQ, Tealiumagainst: Adobe Real-Time CDP, Salesforce Data Cloud, Segment, mParticleno first choiceagainst: Adobe Audience Manager, Dynamics GP, Oracle BlueKai, Oracle BlueKai DMP, SAP ECC/Business Suite 7, Salesforce Audience Studio, Snowflake, Talend MDM

Llama 4 MaverickAmplemarketno first choiceChanged

One alternative

Adobe Audience Manager

no first choiceno first choiceno first choiceagainst: IBM Cloud Pak for Data, Informatica, Matillion, Microsoft Purview, SAP Master Data Governance

Qwen 3.7 FlashSalesforce Customer 360 Audiences

Four alternatives

Adobe Real-Time CDP, GWI, Omna by Stirista, ZoomInfo

Salesforce Data CloudChanged

Two alternatives

Adobe Real-Time CDP, Informatica

Databricks, Informatica Intelligent Cloud Services, Snowflake

Nine alternatives

Alation, BigQuery, Collibra, Fivetran, IBM Cloud Pak for Data, Microsoft Purview, Reltio, SAP Master Data Governance, Semarchy

ActionIQ, Tealium

Four alternatives

BlueConic, Census, Hightouch, Microsoft Dynamics 365 Customer Insights

against: Bloomreach, Segment, mParticleno first choiceagainst: Alteryx, Collibra, Microsoft SQL Server Integration Services, Oracle Data Integrator, Pentaho, Talend, Unmanaged Custom Scripts

Kimi K2Salesforce Data Cloud

Five alternatives

6sense, Adobe Real-Time CDP, Demandbase, Microsoft Dynamics 365 Customer Insights, Treasure Data

Adobe Real-Time CDPChanged

Three alternatives

Lotame Panorama, Permutive, Salesforce Data Cloud

against: Oracle BlueKai, Salesforce Audience StudioDatabricks, Snowflake

Seven alternatives

Amazon Redshift, Azure Synapse, BigQuery, IBM Cloud Pak for Data / InfoSphere MDM, Informatica Intelligent Data Management Cloud, Microsoft Fabric, SAP Master Data Governance (MDG) + Datasphere

Tealium, Treasure Data

Three alternatives

Hightouch, RudderStack, Salesforce Data Cloud

against: Segment, mParticleno first choice

Three alternatives

Segment, Tealium, mParticle

against: Cloudera, IBM InfoSphere / Db2 Ecosystem, Informatica

GLM 4.7 FlashXAdobe Real-Time CDP, Salesforce Data Cloud

Two alternatives

Segment, ZoomInfo

Informatica Intelligent Data Management CloudChanged

Five alternatives

6sense, Abmatic AI, Demandbase, IBM InfoSphere, ZoomInfo Marketing

Databricks Lakehouse, Snowflake Data Cloud

Four alternatives

Alation, Collibra, Informatica Intelligent Data Management Cloud, Microsoft Purview

against: Apache AtlasUntitled AI

Four alternatives

GWI, Modash, Peliqan, Tealium Data Cloud Activation

against: GrowthLoopno first choiceagainst: ManageEngine Products, Microsoft Copilot Studio, Salesforce Agentforce, Salesforce ecosystem, ServiceNow AI Agents, Snowflake

MiniMax M2.56sense, ZoomInfo

Four alternatives

Amplemarket, Apollo.io, Cognism, Demandbase

Informatica Intelligent Data Management Cloud, Salesforce Data CloudChanged

Two alternatives

IBM InfoSphere, Palantir Foundry

BigQuery, Snowflake Data Cloud

Four alternatives

Collibra, Databricks, Reltio, Semarchy

against: InformaticaTealium Data Cloud Activation

Four alternatives

ActionIQ, Hightouch, Tealium, Treasure Data

Salesforce Data Cloud

Three alternatives

ActionIQ, Adobe Real-Time CDP, Tealium

against: Big Data/Hadoop Environments, Oracle E-Business Suite, Snowflake

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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`	2026-09-15 03:40	yes	8	8 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-14 23:27	yes	3	5 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-14 23:56	yes	12	25 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-15 03:19	yes	20	21 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 04:01	yes	0	11 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 04:56	yes	0	11 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-14 23:23	yes	0	46 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 02:26	yes	0	2 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 00:15	yes	0	28 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 04:15	yes	0	52 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 03:28	yes	0	263 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-14 22:53	yes	0	20 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 00:56	yes	8	9 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-14 23:48	yes	4	4 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 02:25	yes	9	19 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-15 00:26	yes	20	5 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 03:53	yes	0	10 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 01:08	no	0	3 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 04:44	yes	0	20 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:27	yes	0	1 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-14 23:12	yes	0	32 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 04:29	yes	0	42 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:07	yes	0	78 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 03:35	yes	0	15 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 00:07	yes	14	11 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 03:39	yes	2	10 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 00:52	yes	22	28 s
Comparative	Perplexity Sonar	`sonar`	2026-09-15 00:00	yes	20	12 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 04:26	yes	0	9 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 01:19	yes	0	10 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 02:57	yes	0	35 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 00:36	yes	0	2 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 04:46	yes	0	31 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 03:26	yes	0	78 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 01:18	yes	0	68 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 00:21	yes	0	18 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 00:38	yes	12	8 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:39	yes	3	4 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 01:07	yes	25	30 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-15 00:05	yes	20	5 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 00:51	yes	0	12 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 00:16	yes	0	15 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 02:57	yes	0	45 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 02:53	yes	0	2 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 02:29	yes	0	85 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 02:42	yes	0	39 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:27	yes	0	119 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 02:58	yes	0	93 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 01:51	yes	16	14 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:13	yes	0	5 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 05:00	no	0	17 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-15 04:28	yes	20	9 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 02:53	yes	0	8 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 04:07	no	0	9 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-15 03:49	yes	0	58 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:34	yes	0	1 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 01:24	yes	0	69 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 04:27	yes	0	46 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 03:42	yes	0	51 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 04:02	yes	0	20 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 00:18	yes	23	10 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:03	yes	6	5 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-14 22:53	yes	18	21 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-15 02:41	yes	20	8 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 00:05	yes	0	11 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 05:04	yes	0	15 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-14 23:07	yes	0	26 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:27	yes	0	3 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 04:29	no	0	43 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 03:59	yes	0	68 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-14 23:47	yes	0	41 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-14 22:54	yes	0	30 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings

Fabric read as Microsoft Fabric

Oracle read as Oracle BlueKai

Salesforce read as Salesforce Audience Studio

Unresolved, counted raw

Adobe Campaign Classic

Amazon Redshift / AWS analytics stack

Apache Gravitino

Apache Iceberg

Azure

Azure Data Factory

Big Data/Hadoop Environments

Boomi Data Hub

Cloudera/Hortonworks

Collibra Data Intelligence Platform

Databricks Lakehouse / Unity Catalog

Databricks Unity Catalog

Dynamics GP

Google Cloud BigQuery / Lakehouse

IBM Cloud Pak for Data / InfoSphere MDM

IBM Cloud Pak for Data / Watson-based governance stack

IBM InfoSphere / Db2 Ecosystem

Informatica IDMC / MDM

K2View

Legacy IBM InfoSphere

Lotame Panorama

ManageEngine Products

Microsoft Azure Purview

Microsoft SQL Server Integration Services (SSIS)

Omna by Stirista

Oracle BlueKai DMP

Oracle BlueKai Data Management Platform

Oracle Data Cloud / BlueKai

Oracle Data Integrator (ODI)

Oracle Fusion Unity CDP

Oracle Unity Data Platform / Oracle CX Audience

Oracle's advertising suite

Pure Storage Atlas

Real-Time Customer Data Platform (CDP)

Rimes

SAP ECC/Business Suite 7

SAP Master Data Governance (MDG) + Datasphere

SAP Master Data Management

SQL Server 2016

Salesforce Audience Studio & Advertising Studio

Salesforce Audience Studio/Krux

ServiceNow AI Agents

Snowflake Horizon

Talend MDM

Unity Catalog

Unmanaged Custom Scripts

Untitled AI

Discontinued, still offered

No shut-down product was recommended here.

Data management platforms for enterprise buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in gtm data and infrastructure