To ensure optimal inventory control and minimize outlays for Kakobuy Footwear in 2025, a robust Excel sheet approach is being implemented. This forecasting framework incorporates detailed purchase history, future demand, and supply chain factors. The document will support better strategic planning regarding manufacturing quantities and limited-time