Christian Yator
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Retail Data Migration – Ensuring Accuracy & Completeness

ProfessionalETLERP Transformation

Overview

A leading regional retail client was migrating from multiple fragmented legacy ERP systems into Microsoft Dynamics 365 Finance & Operations (F&O). The project spanned finance, retail, supply chain and warehouse management across 100+ stores within the region. Risks included data quality issues, incomplete migration, duplicate entries, and reconciliation errors between the old systems and Dynamics F&O. These risks posed a threat to financial close processes, supplier payments, and stock visibility.

The Challenge

An ERP transformation project exposed risks of incomplete migration, duplicate records, and reconciliation errors between legacy systems and Dynamics 365 F&O, creating potential breaks in critical business processes across finance, retail and supply chain

Tools & Technologies

Dynamics 365 Data Management Framework (DMF)SQLAlteryxExcelPythonPower BI

Methodology

  1. 1Conducted end-to-end data lineage reviews, mapping source system fields to Dynamics F&O data entities.
  2. 2Designed and executed reconciliation testing for master data (suppliers, customers, products) and transactional data (GL, AP/AR, inventory).
  3. 3Collaborated with finance, supply chain, and IT to enforce data ownership and governance controls.
  4. 4Built executive dashboards to monitor migration progress and highlight risk areas ahead of go-live.

Key Results

  • Delivered data assurance that enabled a smooth cutover to Dynamics F&O with accurate balances and reconciled master data.
  • Increased executive confidence by providing a real-time assurance dashboard for CFO/finance leadership.
  • Established a sustainable governance framework for ongoing data quality monitoring in Dynamics F&O.
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