Index › GTM data and infrastructure › DMP › Small business › September 2026 Edition

Data management platforms for small business buyers

Asked as “data management platform for audiences”, and as “DMP”, on behalf of a small B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Segment

Contested

16% 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%ContestedThis page Mid-market

Segment18%ContestedStanding →Enterprise

Salesforce Data Cloud20%ContestedStanding →

01The standing

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

ProductFirst-choice shareNegative rateLabelsQuadrant

Segment21%24accepted challenger

HubSpot11%19accepted challenger

Apollo.io0%11accepted challenger

RudderStack0%12accepted challenger

Hightouch10%10accepted challenger

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

Adobe Audience Manager69%13criticized challenger

Salesforce Audience Studio55%11criticized challenger

BigQuery20%10accepted challenger

Snowflake19%16accepted challenger

Tableau9%11accepted challenger

Fivetran0%14accepted challenger

Microsoft Power BI0%13accepted challenger

dbt0%12accepted 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% negative30%

Key

Segment16%

HubSpot12%

Apollo.io12%

RudderStack4%

Hightouch2%

Fivetran0%

dbt0%

Microsoft Power BI0%

Snowflake0%

Tableau0%

BigQuery0%

Salesforce Audience Studio0%

Adobe Audience Manager0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.

Collibra

100%

8 of 8 labels negative · 7 of 12 models · 3 hard negative

“without top-down enforcement, policies are ignored and the platform becomes shelfware. For small teams with fewer than 100 employees, stewardship overhead can exceed ROI.” Claude Haiku 4.5, negative prompt

Alation

100%

5 of 5 labels negative · 5 of 12 models · 3 hard negative

“Full enterprise governance suites (Collibra, Informatica IDMC, Alation) for small teams ... the ROI is minimal” GLM 4.7 FlashX, negative prompt

mParticle

71%

5 of 7 labels negative · 5 of 12 models · 3 hard negative

“Avoid mParticle/Braze/Adobe/Salesforce enterprise suites at this stage” DeepSeek V4 Flash, scale prompt

Salesforce Data Cloud

75%

6 of 8 labels negative · 5 of 12 models · 2 hard negative

“Avoid for Small B2B: Enterprise platforms like Salesforce Data Cloud ($$$)” Mistral Small, direct 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

20 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. 196 links across 106 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 · 11 citations · 2 models

g2.com

7 answers · 10 citations · 2 models

matillion.com

vendor site · Matillion6 answers · 7 citations · 2 models

fortegrp.com

5 answers · 5 citations · 2 models

domo.com

vendor site · Domo4 answers · 5 citations · 2 models

clicdata.com

vendor site · ClicData4 answers · 4 citations · 2 models

estuary.dev

vendor site · Estuary4 answers · 4 citations · 2 models

gartner.com

vendor site · Gartner3 answers · 7 citations · 3 models

capterra.com

vendor site · Capterra3 answers · 4 citations · 2 models

pipeline.zoominfo.com

vendor site · ZoomInfo3 answers · 4 citations · 2 models

alation.com

vendor site · Alation3 answers · 3 citations · 2 models

getapp.com

3 answers · 3 citations · 2 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.

g2.com/categories/data-management-platform-dmp/small-business

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

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

5 answers · 2 models

clicdata.com/blog/best-data-management-software-for-smbs

4 answers · 2 models

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

4 answers · 2 models

estuary.dev/blog/data-management-tools

4 answers · 2 models

alation.com/blog/data-management-software

3 answers · 2 models

capterra.com/data-management-software/s/small-businesses

3 answers · 2 models

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

3 answers · 3 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 a small B2B company?”Paraphrase“Which DMP would you recommend to a small business that sells to other businesses?”Comparative“What are the top data management platforms for a small team and how do they differ?”Budget-constrained“What is the best data management platform for audiences for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a data management platform for audiences. What should we look at?”Negative“Which data management platforms should a small business avoid or be cautious about?”

Claude Haiku 4.5Delve AILeadspace CDPChanged

One alternative

Oracle CX Marketing Suite

Fivetran, Snowflake, dbt

Two alternatives

Atlan, Domo

Airtable

One alternative

Squadata

no first choiceagainst: Collibra, SAP Datasphere

GPT-5.4 miniHubSpot Customer Platform

Two alternatives

Hightouch, Segment

against: Bloomreach, Treasure Data, mParticleAdobe Real-Time CDP B2B EditionChangedagainst: Adobe Audience ManagerMicrosoft Dataverse for Teams, Microsoft Lists

Four alternatives

Databricks, Microsoft Dataverse, Microsoft Fabric / OneLake, Microsoft Purview

RudderStack

One alternative

Hightouch

no first choiceagainst: IBM, Informatica, Reltio, SAP, Stibo, Tamr

Gemini 3.5 FlashHubSpot

Five alternatives

Apollo.io, Census, Dreamdata, Hightouch, Ortto

against: Adobe Audience Manager, Salesforce Audience StudioApollo.ioChanged

Four alternatives

Dreamdata, HubSpot CRM Suite, Segment, UpLead

against: Adobe Audience Manager, Oracle BlueKai, Salesforce Audience StudioAirtable

Six alternatives

Able CDP, Baserow, Klaviyo, MotherDuck, RudderStack, Supabase

against: Adobe Real-Time CDP, BigQuery, Segment, SnowflakeHubSpot, Klaviyo

Seven alternatives

Brevo, Census, Google Ads Audience Manager, Hightouch, Meta Events Manager / Custom Audiences, RudderStack, Segment

against: Adobe Audience Manager, Adobe Real-Time CDP, Oracle BlueKai, Salesforce Data CloudCensus, Hightouch

Six alternatives

Customer.io, HubSpot, Klaviyo, RudderStack, Salesforce Audience Studio, Zeotap

against: Segmentagainst: Adobe Audience Manager, Collibra, Google Sheets/Excel, Informatica Intelligent Data Management Cloud, Microsoft Access, OneTrust, Oracle BlueKai, SAP Master Data Governance, Salesforce Audience Studio, Segment, TIBCO EBX, Talend Data Fabric, Tealium, TrustArc, mParticle

Perplexity SonarApollo.io

One alternative

Zoho Marketing+

against: Adobe Real-Time CDP, Salesforce Data Cloud, ZoomInfoLotame, PermutiveChangedFivetran

Seven alternatives

Airtable, ClicData, DBeaver, Microsoft Power BI, Snowflake, Tableau, dbt

against: Ataccama, Collibra, InformaticaClicData

Two alternatives

AtroCore, DBeaver Community

no first choiceagainst: Alation, Amazon Redshift, Atlan, Collibra, Domo, Informatica IDMC, Microsoft Purview

Grok 4.1 FastSegment

Three alternatives

Hightouch, HubSpot, RudderStack

against: BlueConic, Salesforce Data CloudSegmentHeld

Two alternatives

Google Marketing Platform, OnAudience DMP

BigQuery, Snowflake

Six alternatives

Airbyte, Amazon Redshift Serverless, Fivetran, Hevo, Looker Studio, dbt

against: InformaticaRudderStack

One alternative

Segment

against: Klaviyo, Snowplow, mParticleno first choiceagainst: Alation, Collibra, Informatica IDMC, SAP Master Data Governance, Salesforce Data Cloud, Snowflake

Mistral SmallSalespanel

Four alternatives

Amplemarket, Apollo.io, Dealfront, HubSpot Breeze Intelligence

against: Salesforce Data CloudHubSpot Marketing HubChanged

Four alternatives

Pipedrive, Salesforce Audience Studio, Zoho Analytics, Zoho CRM

Airbyte, Fivetran

Three alternatives

Hevo, Snowflake, dbt

RudderStack Community Edition

Four alternatives

Jitsu, RudderStack Cloud, Segment, Tracardi

no first choiceagainst: MCH Strategic Data, Talend

DeepSeek V4 FlashHubSpot Breeze Intelligence

Three alternatives

Apollo.io, Dealfront, Visitor Queue

against: 6sense, Bombora, Demandbase, ZoomInfoAdRoll ABM, Factors.ai, SegmentChanged

Two alternatives

Hightouch, HubSpot

Airtable

Ten alternatives

Airbyte, Coginiti, Definite, Fivetran, Hevo, Monday.com, Notion, Panoply, Stitch, dbt

Brevo

Three alternatives

Klaviyo, RudderStack, Segment

against: Census, HightouchCustomer.io, HubSpot, Klaviyo

Four alternatives

Hightouch, Maestra, RudderStack, Segment

against: Adobe Real-Time CDP, Bloomreach, Braze, Insider, MoEngage, Salesforce Audience Studio, mParticleagainst: CrashPlan, IBM InfoSphere, MongoDB, Oracle E-Business Suite, Oracle Fusion Cloud ERP, SAP S/4HANA, Salesforce Audience Studio, Zoho

Llama 4 MaverickAmplemarketno first choiceChangedno first choiceClicData

Two alternatives

IBM InfoSphere, OnAudience.com Data Management Platform

no first choicenothing named

Qwen 3.7 FlashApollo.io, HubSpot

Three alternatives

Capsule CRM, Coffee, Dealfront

against: Segment, ZoomInfoHubSpotChanged

Four alternatives

Apollo.io, Dealfront, LinkedIn Campaign Manager, ZoomInfo

against: Adobe Audience Manager, Lotame, The Trade DeskClicData, Fivetran

Three alternatives

Microsoft Fabric, Snowflake, dbt

Segment

Three alternatives

Blueshift, Customer.io, RudderStack

Attentive, Klaviyo

Four alternatives

RudderStack, Segment, Tealium, Treasure

against: Adobe Audience Manager, The Trade Deskagainst: Birdeye, BrightLocal, Podium

Kimi K2Apollo.io, Segment

Three alternatives

HubSpot, Lusha, RudderStack

against: Tealium, mParticleApollo.io, SegmentHeld

Two alternatives

HubSpot Breeze Intelligence, RudderStack

against: Adobe Audience Manager, ZoomInfoClickUp

Four alternatives

Airtable, Monday.com, Notion, Smartsheet

Segment

Four alternatives

Amplitude, Capsule CRM, EngageBay, HubSpot

Segment

Three alternatives

Tealium, Treasure Data, mParticle

against: Salesforce Data Cloudagainst: Adobe Audience Manager, Alation, BigQuery, Collibra, Databricks, HubSpot, IBM Cloud Pak for Data / Db2, Informatica IDMC, Oracle BlueKai, Oracle Fusion Cloud ERP, SAP S/4HANA, Salesforce Audience Studio, Snowflake, Tableau, Teradata

GLM 4.7 FlashXHubSpot Breeze Intelligence

Three alternatives

Apollo.io, Clay, Salespanel

PandaDocChanged

Three alternatives

ContractSafe, GetAccept, Proposify

Airtable, Baserow, Glide

Two alternatives

Definite, Microsoft Power BI

Coffee

Four alternatives

ActiveCampaign, EngageBay, Freshsales, HubSpot CRM

against: Segmentno first choiceagainst: Alation, Amazon Redshift, Collibra, Domo, HubSpot, IBM InfoSphere MDM, Informatica IDMC, Talend

MiniMax M2.5Apollo.io

Five alternatives

Demandbase, HubSpot, HubSpot Breeze Intelligence, MCH Strategic Data, ZoomInfo

HubSpotChanged

Three alternatives

Hey Sid, Salesforce Audience Studio, Salesforce Data Cloud

BigQuery, Snowflake

Three alternatives

Fivetran, Microsoft Power BI, Tableau

OnAudience DMP

Three alternatives

Coffee CDP, Klaviyo, Segment

no first choiceagainst: Alation, Collibra, IBM InfoSphere, Informatica MDM, SAP MDG

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 00:20	yes	14	10 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 04:43	no	0	5 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-14 23:05	yes	13	23 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-14 22:55	yes	20	7 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-14 23:15	yes	0	9 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 00:13	yes	0	9 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-14 22:52	yes	0	36 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 02:22	yes	0	1 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 02:20	yes	0	63 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-14 23:45	yes	0	40 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-14 23:42	yes	0	115 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-14 23:45	yes	0	17 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 02:02	yes	9	8 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 02:15	yes	3	5 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 02:49	yes	19	23 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-14 22:57	yes	20	5 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-14 23:58	yes	0	7 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 04:39	yes	0	8 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 04:31	yes	0	19 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 00:55	yes	0	1 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 02:16	yes	0	78 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 00:12	yes	0	37 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:35	yes	0	11 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 03:53	yes	0	23 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 03:58	yes	7	7 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 03:41	yes	6	6 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-14 23:17	yes	21	26 s
Comparative	Perplexity Sonar	`sonar`	2026-09-15 04:11	yes	20	8 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-14 23:24	yes	0	9 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 04:49	yes	0	11 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 03:57	yes	0	26 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 01:16	yes	0	2 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 00:22	yes	0	42 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 03:50	yes	0	34 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 02:12	yes	0	263 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 03:28	yes	0	14 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 00:39	yes	7	6 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 01:55	yes	2	7 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 00:30	yes	14	21 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-15 04:19	yes	20	4 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 00:27	yes	0	7 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 02:09	yes	0	8 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 03:10	yes	0	18 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-14 23:31	yes	0	1 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 01:39	yes	0	52 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 00:56	yes	0	29 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-14 23:05	yes	0	28 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-14 22:55	yes	0	15 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 04:08	no	0	7 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 03:49	no	0	6 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 02:19	no	0	14 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-15 04:05	yes	20	8 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 00:29	yes	0	7 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-15 04:25	no	0	7 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 04:49	yes	0	35 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 04:40	yes	0	2 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 04:14	yes	0	33 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 03:41	yes	0	33 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 00:29	yes	0	13 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 02:15	no	0	10 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-15 01:11	yes	23	14 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-15 02:25	yes	5	6 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-15 04:40	yes	14	23 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-15 02:13	yes	20	6 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-15 00:42	yes	0	10 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-14 23:13	yes	0	10 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-15 02:27	yes	0	22 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-15 02:06	yes	0	2 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-15 01:28	yes	0	34 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-15 01:33	yes	0	67 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-15 01:26	yes	0	195 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-15 04:52	yes	0	28 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

Adobe read as Adobe Real-Time CDP

Salesforce read as Salesforce Audience Studio

Unresolved, counted raw

Acronis

Backblaze

Clearbit Intelligence

Coffee CDP

Coginiti

CrashPlan (Code42)

DBeaver Community

Delve AI

ERPNext

Google Ads Audience Manager

Grist

HubSpot CRM Suite

IBM Cloud Pak for Data / Db2

IDrive

Knack

Leadspace CDP

MSP360

Meta Conversions API

Meta Events Manager / Custom Audiences

Microsoft Access

Microsoft Dataverse

Microsoft Dataverse for Teams

Microsoft Fabric / OneLake

Microsoft Lists

Ninox

OnAudience.com Data Management Platform

OpenMetadata

Optable

RudderStack Cloud

RudderStack Community Edition

SAP

SAP Business One

SQLite

SoftwareAdvice

Squadata

Talend Data Fabric

TeamDesk

Treasure

Turso

Zoho

Zoho CRM Free Edition

Zoho Dataworks

Discontinued, still offered

No shut-down product was recommended here.

Data management platforms for small business 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