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This article details Zalando's ZEOS system, which enhances inventory management through probabilistic demand forecasting and a simulation-driven replenishment engine. By leveraging an extended (R, s, Q) policy, the system achieved over 22% growth in gross merchandise value by better addressing demand uncertainty.