The document provides an overview of multi-item joint replenishment. It discusses that jointly coordinating replenishments of correlated inventory items can minimize total costs through tradeoffs between setup, holding, procurement, and transportation costs. The document also describes an association clustering algorithm that groups inventory items with close demand correlations to improve replenishment efficiency for a large number of items. Simulation results show the proposed method outperforms other replenishment models by capturing demand relationships between items.