The Bullwhip Effect in supply chains refers to the phenomenon where small fluctuations in consumer demand at the retail level cause progressively larger variations in orders and inventory levels as one moves upstream in the supply chain, from retailers to wholesalers, distributors, and manufacturers. In the context of retail trade supply chain management, this effect leads to inefficiencies such as excess inventory, stockouts, higher transportation costs, and poor customer service. A minor increase or decrease in sales at a retail store may be misinterpreted as a long-term trend, prompting the retailer to place larger or more erratic orders to suppliers. These suppliers, in turn, amplify the variability when placing orders with manufacturers, creating a ripple effect throughout the entire supply chain. Several factors contribute to the Bullwhip Effect in retail businesses. Demand forecasting based solely on historical orders rather than actual consumer demand often