The Bullwhip Effect is a phenomenon observed in supply chains, including retail businesses, where small fluctuations in consumer demand at the retail level lead to progressively larger variations in orders placed upstream with wholesalers, distributors, and manufacturers. This amplification occurs because each participant in the supply chain reacts to perceived demand changes by adjusting their orders, often overcompensating to avoid stockouts or shortages. For a retail business, this can result in excessive inventory, stockouts, higher holding costs, increased transportation costs, and ultimately reduced profitability. The problem is exacerbated by delays in information flow, batch ordering, price fluctuations, and lack of coordination among supply chain partners. One of the main causes of the Bullwhip Effect is the reliance on distorted or delayed information. For example, if a retailer observes a sudden spike in demand for a product, they may order more from the distributor than necessary, expecting the trend to continue. The distributor, interpreting this as a long-term increase, may order even more from the manufacturer, causing an exaggerated perception of demand upstream. This chain reaction amplifies small demand variations into significant inefficiencies, affecting the entire