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Duplicate Vendors Master Data Management Data Quality

Preparing Your Vendor Master Data for an ERP Migration

MasterFile AI Team |

ERP migrations are among the most complex and expensive initiatives organizations undertake. While most attention is placed on configuration, integrations, and testing, one of the most common sources of delay and rework is vendor master data.

When vendor data is inconsistent, duplicated, or incomplete, ERP migrations become harder, slower, and riskier than they need to be.

Why Vendor Master Data Matters in ERP Migrations 

Vendor master data touches nearly every ERP process, including payments, procurement, reporting, and compliance.

If vendor data is not ready before migration, issues surface late in the project when timelines are tight and changes are costly. Cleaning data after go-live is significantly harder than preparing it upfront.

Common Vendor Data Issues Discovered Too Late 

Many ERP migration teams only realize the extent of vendor data problems during testing or data conversion.

Common issues include:

  • Duplicate vendors across legacy systems

  • Inconsistent naming and address formats

  • Missing or invalid contact information

  • Vendors that no longer exist or should be inactive

  • Unclear parent-child relationships

These issues slow conversion cycles and complicate reconciliation.

Why “We’ll Fix It After Go-Live” Rarely Works 

Deferring vendor master cleanup until after go-live is a common but risky decision.

Once the ERP is live:

  • Data issues affect real transactions

  • Fixes require coordination across teams

  • Changes can introduce new risk

Post-go-live cleanup often becomes a long-running effort that distracts from stabilization and optimization.

Standardization Should Happen Before Migration 

Preparing vendor master data starts with standardization.

Vendor names, addresses, phone numbers, and emails should follow consistent rules across all source systems. Standardization reduces ambiguity and makes it easier to identify duplicates and inconsistencies before data is loaded into the new ERP.

Duplicate Vendors Must Be Addressed Upfront 

ERP migrations provide a unique opportunity to address duplicate vendors.

If duplicates are migrated as-is, the new ERP inherits the same problems as the old systems. Identifying and grouping duplicates before migration allows organizations to decide how vendors should be represented going forward.

This prevents duplicate creation from day one.

Enrichment Improves ERP Data Quality 

ERP migrations are not just about moving data. They are an opportunity to improve it.

Enriching vendor records with domains, parent relationships, and industry classification improves reporting, analytics, and governance in the new system.

Enrichment performed during migration sets a higher baseline for future data quality.

Confidence and Validation Are Critical Before Load 

Migration teams need to trust the data they are loading.

Confidence scoring allows teams to validate standardized and enriched data before conversion. High-confidence records can move forward automatically, while low-confidence cases can be reviewed intentionally.

This reduces uncertainty and last-minute surprises.

Repeatable Processes Matter for Ongoing Data Quality 

ERP migrations are not the end of vendor master data work.

New vendors will continue to be created after go-live. Using a repeatable, automated approach to vendor data standardization and validation helps prevent the reintroduction of issues over time.

Good preparation supports long-term governance.

How MasterFile AI Supports ERP Migration Readiness 

MasterFile AI helps organizations prepare vendor master data for ERP migration by standardizing records, identifying duplicates, enriching data, and assigning confidence scores before conversion.

Teams can review results, validate assumptions, and load cleaner data into the new ERP with confidence.

Conclusion 

ERP migrations are challenging enough without poor vendor master data slowing them down.

Preparing vendor data before migration reduces risk, shortens timelines, and improves outcomes. Organizations that treat vendor master data as a prerequisite, not an afterthought, are far more likely to succeed.

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