Resources Analyst guide

How analysts categorise master data management, and where each item lives on these pages.

Gartner revived the Magic Quadrant for Master Data Management Solutions on April 6, 2026, with 20 vendors, eight mandatory features and four implementation styles; Forrester's Wave of June 2025 scores 21 criteria; ISG folded MDM into its Data Integrity guide in September 2026.

GARTNER’S EIGHT MANDATORY FEATURES01Data quality and cleansing02Stewardship and governance03Integration and sync04Golden record05Multidomain support06Operational and analytical07Off-the-shelf solution08Multiple implementation styles
Gartner's eight mandatory features

From the public market definition, May 2026

FeatureWhere it lives
Data quality and cleansing (rules, algorithms, metadata, AI/ML)Rules · AI-assisted
Data stewardship and governance support (workflows, anomaly detection)Stewardship · Audit trail
Integration, data loading and synchronisation, including event-drivenIntegration and sync · Data services
Create or define a golden recordGolden records · Headless API
Multidomain and cross-domain support30 domains · The data bed
Operational and analytical use-case supportPivots · Drill-downs
Off-the-shelf solution, implementable with no custom developmentFirst domain · Docs
Implementation-style support for multiple approachesFour styles
The 2026 Magic Quadrant, in facts

Dated

FactValueSource
PublicationApril 6, 2026; document G00828930; 20 vendorsgartner.com/en/documents/7683461
LeadersProfisee, Reltio, Salesforce (Informatica), Semarchy, Stibo Systemsvendor releases, Apr 9 2026; report mirror
Challengers · VisionariesAtaccama, Boomi, IBM, SAP · CluedIn, Syncarireport mirror, Apr 6 2026
Niche PlayersGaine, PiLog, Pimcore, Precisely, Prospecta, Syndigo, Tamr, TIBCO, Viamedicireport mirror, Apr 6 2026
Inclusion≥25 production customers (Nov 2025), several countries and regions, ≥3 industries, direct sales and support in ≥2 regions, GA by Dec 1 2025, ERP/CRM/warehouse/lake integrationreport mirror, market definition
Direction'MDM is going beyond consolidating records for reporting and toward providing the trusted context required to ground GenAI, support agentic workflows and fuel real-time operational decision making'Reltio analyst-report page quoting Gartner, Apr 6 2026
Previous editionDecember 6, 2021 (16 vendors); Market Guides Aug 2023 and Dec 2024gartner.com/en/documents/4009116
Forrester and ISG

ReportFacts
The Forrester Wave: MDM Solutions, Q2 2025June 2025; 12 vendors; 21 criteria; Leaders Informatica, Reltio, SAP, Stibo Systems; themes: federation, agility, intelligence, copilots, user experience
Forrester MDM Solutions Landscape, Q1 202515 vendors; use cases: compliance, ESG, supply-chain optimisation, fraud
ISG Buyers Guide: Master Data Management 2025September 19, 2025; 12 providers; folded into Data Integrity 2026 on September 9, 2026; ISG requires $75M revenue, so young vendors are outside its scope
Gartner Peer InsightsVoice of the Customer for MDM: Oct 2022, Feb 2024, Jul 2025; eligibility 20 reviews and 15 sub-ratings in 18 months from companies above $50M revenue
Vocabulary

Their words for our pages

Analysts sayThese pages sayPage
golden record; entity resolution; matching; survivorshipgolden record; match rules; survivorship per fieldgolden records
hierarchy management; relationships; contextlevels, hierarchies, versions; the data bedhierarchies
reference data management; crosswalksreference data as small domains; crosswalksreference data
data quality and cleansing; observabilityrules at three levels; profiling; quality contractsrules
stewardship workflow; agentic stewardshipthe queue; proposals; autonomy per action typestewardship
loading, sync, business services; event-drivenintegration and sync; data services; eventsintegration
security; privacy; data lineagetwelve layers; the audit trail; provenance per cellsecurity
operational and analytical use casespivots, drill-downs, the workbenchtime series
MDM-for-AI; trusted contextheadless API; the agent endpoint; the model boundaryAI-assisted
(no criterion)time-series pivots, measures, disaggregation on master datadata entry
Readiness

What a rating firm looks for, and where Lima stands

ExpectedStatusDecision
Standalone packaged MDM software with the eight featuresthe platform pages cover all eightkeep the pages organised on the features
≥25 production customers, several regions, ≥3 industriesengagements in high-tech, telecom, logistics, financial services; counts unpublishedprepare a confidential fact sheet; publish counts you can stand behind
Named references willing to take analyst callseight stories, all anonymised, each with a reference slotsecure three named references
Peer Insights presence (20 reviews in 18 months)none yetstart a profile; ask each engagement for one review
Public pricing model and trialprinciples and tiers on the pricing page; sandbox tier pendingdecide the sandbox before a briefing
Documentation and communitythe docs tier is a draftpublish; open a community space
Release notes and roadmapchangelog placeholderpublish dated release notes and a 12-month roadmap summary
Trust centre with dated certificationsSOC 2 in progress; ISO 27001 plannedkeep dates current
Analyst-relations page and briefing contactplanned pageadd /company/analysts; request Gartner and Forrester briefings
Sources

  1. Gartner: Magic Quadrant for Master Data Management Solutions, Apr 6 2026 — https://www.gartner.com/en/documents/7683461
  2. Gartner Peer Insights: Master Data Management Solutions market definition, May 2026 — https://www.gartner.com/reviews/market/master-data-management-solutions
  3. Report mirror: 2026 MQ leaders and market definition, Apr 6 2026 — https://research.oz.spotlightar.com/reports/magic-quadrant-master-data-management-solutions-2026/leaders
  4. Reltio analyst-report page quoting the 2026 MQ, Apr 6 2026 — https://www.reltio.com/resources/analyst-reports/reltio-was-recognized-by-gartner-as-a-leader-in-the-april-2026-gartner-magic-quadrant-for-master-data-management-solutions/
  5. Forrester blog: The Forrester Wave: MDM Solutions, Q2 2025, June 2025 — https://www.forrester.com/blogs/live-the-forrester-wave-master-data-management-solutions-q2-2025/
  6. ISG Buyers Guide: Master Data Management 2025, Sep 19 2025 — https://research.isg-one.com/buyers-guide/artificial-intelligence/data-intelligence/master-data-management/2025
  7. ISG Buyers Guide: Data Integrity 2026, Sep 9 2026 — https://research.isg-one.com/buyers-guide/artificial-intelligence/data-intelligence/data-integrity/2026
  8. Gartner Peer Insights Voice of the Customer methodology 3.0 — https://gpivendorresources.gartner.com/en/articles/10684349-gartner-peer-insights-voice-of-the-customer-methodology-3-0

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