Alerts
InfoPlanning Data Governance Risk2026-06-21

WARNING: “One data model” does not guarantee one governed planning truth

Vendors increasingly promise one data model, connected planning or a digital brain. A technically unified model can still contain conflicting effective dates, unowned parameters and unofficial overrides.

Decisions exposed

  • forecast approval;
  • inventory and service policies;
  • capacity constraints;
  • scenario selection;
  • cross-functional planning commitments.

What leaders should monitor

  • ownership of critical fields and parameters;
  • effective dates and lineage;
  • approval status and active plan version;
  • manual overrides;
  • integration between APS, ERP and BI.

Source: Sunstice unified-architecture positioning.

The Dataleo angle

Platform integration is not the same as governance. One planning truth requires ownership, effective dates, lineage, approval status and version control.