Who should read this DataQubi resource?

Finance, procurement, and data platform leaders evaluating practical implementation patterns for supplier data quality, spend visibility, and Microsoft Fabric-enabled operating models.

Can this approach be piloted without replacing ERP?

Yes. DataQubi patterns are designed to run as an overlay using source exports and governed Fabric layers without requiring ERP replacement.

How fast can teams see measurable outcomes?

Most teams can run a focused pilot in roughly 8 to 12 weeks and track measurable changes in duplicate reduction, classification coverage, and reporting confidence.

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Technical Whitepaper: Financial Data Hardening on Microsoft Fabric

This whitepaper provides the implementation blueprint finance leaders and platform owners use to deploy a governed, tenant-isolated financial data foundation on Microsoft Fabric.

20 min readImplementation ArchitectureOneLakeERP IntegrationHardening Controls

1. Reference Architecture

Tenant-isolated ingestion from SAP, NetSuite, Dynamics 365, and Oracle.
Bronze, silver, and gold layering for auditability and governed analytics.
Power BI semantic model design for CFO-ready metric consistency.

2. Data Hardening Controls

Supplier deduplication controls with confidence scoring and merge lineage.
Duplicate payment anomaly checks before board or lender reporting.
Working capital metric normalization across business units and entities.

3. Security and Governance

Private endpoints, RBAC, managed identities, and key management patterns.
Purview lineage and policy mapping for regulated finance environments.
Role-based distribution model for executive, controller, and analyst views.

4. Delivery Timeline

Typical implementation: 10 weeks from discovery to production analytics, with first validated insights in week 2.

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