73% of enterprise data initiatives fail. Not because the technology doesn't work — but because organizations try to force all data into one system instead of harmonizing across systems.
The Harmonization Approach
Data harmonization is fundamentally different from data consolidation:
Consolidation = Move all data into one warehouse. Expensive, slow, brittle.
Harmonization = Leave data where it lives, create a unified semantic layer on top.
DuluthPath's Forge takes the harmonization approach.
How Forge Works
- 1Connect — Self-service connectors attach to SAP S/4HANA, Oracle Fusion, Salesforce, Microsoft Dynamics 365, NetSuite, and QuickBooks Online; additional systems are supported via managed onboarding (see the live connector registry at /platform/connectors)
- 2Map — AI-powered schema mapping identifies equivalent fields across systems
- 3Harmonize — Rules engine resolves conflicts, deduplicates records, enforces data quality
- 4Serve — Unified API layer provides a single source of truth to all consumers
The Single Source of Truth
With Forge, every executive — from CEO to plant floor manager — sees the same numbers. Revenue is revenue. A customer is a customer. An order is an order. Regardless of which system originated the data.
Impact
Organizations using Forge report: - 15-25% improvement in data quality - 60% reduction in manual reconciliation - Real-time cross-system visibility (from weekly batch reports)