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Master Data Mondays

A weekly series from Data Doctrine that makes master data management practical, not painful.

Most MDM tool evaluations fail because teams score demos instead of fit. Learn how to judge extensibility, rules, deployment, governance, and PoC results.

How to Evaluate MDM Tools Without the Sales Pitch

Buying an MDM tool is not just a software decision. This article shows how to evaluate MDM platforms using real criteria: extensibility, rules engines, deployment model, integration fit, governance, operations, and proof of concept evidence.

Learn how decentralized MDM helps teams move faster through shared standards, services, and governance guardrails.

Decentralized MDM: Coordination Without Control

Decentralized MDM does not mean every team does whatever it wants. It means teams own master data close to the business, while the enterprise provides shared standards, contracts, services, and controls that keep data usable across domains.

ERP will not fix master data problems by itself. Learn why ERP should not be your enterprise master and what federated MDM patterns work better.

Your ERP Will Not Fix Master Data Problems

ERP systems are built to run business processes, not resolve enterprise master data conflicts. This article explains why ERP should not become your default master, where that thinking fails, and which federated control patterns can help you govern master data across systems without forcing every domain into one application.

Data Doctrine is a U.S.-based blog and toolset for data professionals, launched in 2025 to make master data management practical, plainspoken, and powerful. We publish weekly insights, playbooks, and hands-on strategies that help data teams:

  • Build trust in their data

  • Navigate complex MDM challenges

  • Bridge the gap between business and tech

Whether you’re cleaning up a data swamp, building a golden record, or convincing leadership to invest in data governance, we’re here to help you make sense of it all.