Retail Forecasting & Replenishment has shifted from static, planning into a continuously learning system of intelligence that orchestrates demand, inventory, and execution in near real time. The most advanced platforms now combine granular demand sensing, probabilistic forecasting, and multi-echelon replenishment to factor in promotions, price changes, assortment transitions, seasonality, events, and local market behavior across channels.