Demand Planning and Inventory Signal Unification

This is an anonymised representative case designed to show engineering approach and delivery outcomes.

Planning teams used disconnected forecasts and reporting tools, creating stock imbalance and slower decisions.

Integrated forecasting pipelines into merchandising and planning systems with shared quality and monitoring standards.

Composite delivery pattern: planning cycle decisions shifted from delayed reconciliation to continuous signal-informed updates.

Engineering focus

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