In this paper, we focus on a single order cycle of a warehouse, serving N retailers where the only shipments allowed during the cycle are from the warehouse to the retailers. For a simple ship-up-to-S allocation policy, we develop both the exact cost model and a computationally tractable approximate cost model for the case of identical retailers, and demonstrate empirically the benefits of centralizing at least a portion of the total system stock.