Latest industry insights, tutorials, best practices and case studies.
4 articles
Stockouts and overstock are two faces of the same coin. Five recurring pitfalls in replenishment models — uniform parameters, the average trap, promotion contamination, one-sided KPIs and stale parameters — and how to correct each.
Channel diversion control cannot rely on inspectors alone. This article shows how to build a diversion risk model on existing order, logistics, and scan-code data links: flow comparison, price anomalies, and geo-verified scans, with a closed handling loop.
Central warehouses, regional warehouses, distributor warehouses, stores — where the goods are and how many can actually move is the first-order question of channel supply chain. This article breaks down the data model, collection strategy, and caliber alignment for multi-level inventory visibility.
Why experience-based ordering breaks down, what data-driven replenishment actually consists of, and a pragmatic maturity path for e-commerce and retail teams.
