Identify and reconcile duplicates
Match likely duplicate records using agreed identifiers and rules. Stewards review uncertain matches and decide how accounts, products, or suppliers should be merged or kept separate.
Supply Chain Digital Transformation
What is an MDM system?
Master Data Management establishes ownership, definitions, identifiers, and correction rules for shared customer, product, supplier, and location records.
For U.S. mid-market manufacturers.
The system
Agree what shared records mean.
Master Data Management establishes agreed identity, definitions, and ownership for shared entities such as customers, products, suppliers, and locations. Attribute ownership may span several systems; named stewards decide how conflicting records are reconciled.
More about MDM
MDM may be a governance practice across existing systems or a dedicated platform supporting matching, stewardship, and synchronization. The assessed need determines the choice. Named owners still maintain definitions, review conflicts, and verify changes in connected systems.
- Operating context
- Foundation
- System category
- Core Systems
What MDM supports.
Define system ownership
Agree which source maintains each shared attribute, how approved changes are distributed, and who resolves a conflict when records disagree.
Shared integration definitions
Give connected systems agreed identifiers, definitions, and ownership rules rather than resolving those questions independently for each exchange.
Change history and review
Retain the agreed change, source, reviewer, and approval history. Verify that the selected tools record the evidence the business and its qualified compliance owners require.
How it connects.
MDMRecords & responsibilities
Start with the shared data that causes operating disagreements. MDM can be a disciplined practice across current systems; a separate platform is a choice when matching, stewardship, or distribution needs justify it.
Inspect the integration responsibilities
ERP / CRM
Align shared account, supplier, and location identifiers while preserving the transaction and relationship responsibilities assigned to each system.
PIM / PLM
Align product identities and shared attributes without taking over approved engineering definitions or channel-content responsibilities.
Middleware / reporting
Distribute approved identifiers and definitions and retain the mappings needed to reconcile records and interpret reports.
Manufacturing example
Choose the data domains.
The same dealer appears under different account identifiers in commerce and ERP. A data steward reviews the relationship, keeps valid branch accounts distinct, and approves the identifiers and attributes each connected system should use.
Before you change systems.
Choose the data domains.
Identify which customer, product, supplier, or location records are shared and which attributes each source should maintain.
Review uncertain matches.
Test duplicate detection, branch relationships, mergers, and records that look similar but must remain distinct.
Follow an approved change.
Check review, publication, acknowledgement, and correction across connected systems. Assign ownership for unresolved conflicts.
Capabilities, operating fit, and risks
Capabilities to evaluate
- Shared identifiers and attribute ownership
- Matching and duplicate review
- Stewardship and approval workflows
- Change history and source lineage
- Controlled distribution and reconciliation
A merged record that loses business meaning
Matching names alone can combine distinct customers, products, or locations. Keep source evidence and a steward review route for uncertain matches and reversals.
Project scope, adoption, and acceptance
Place MDM in the Roadmap
Prerequisites
Identify the shared data domains, existing source records, conflicts, and correction owners before choosing additional tooling.
What unlocks next
Agreed customer and product records support system exchanges, reporting, and self-service. Test mappings, synchronization, and unresolved-conflict handling for each use.
Common mistake
Choosing an MDM tool without deciding who maintains each shared attribute or resolves a conflict. Establish those responsibilities and test changes across the affected systems.
People, practice, and acceptance
Name owners for shared customer, product, supplier, and location definitions. Practice requesting a change, approving it, and reconciling the update across connected systems.
Reconciled measures, agreed baselines, adoption evidence, accountable review, and owned improvements.
Agree definitions, source timing, reconciled records, role permissions and the decisions each report supports.
Need to decide whether MDM belongs in your operating roadmap?
Review what MDM should own, which records and handoffs it depends on, and what employees must learn and maintain. Metrotechs assesses the operating task and leads approved system changes through the complete Roadmap, with employee review, training, and acceptance.
Discuss This SystemConnect the system to the work.
Start with the records, decisions, and handoffs your team needs.