Shelf Space in the retail industry pertains to the physical area on store shelves allocated to a specific product or brand. Retailers strategically manage and organize shelf space to optimize product visibility, accessibility, and overall presentation. The allocation of shelf space is a critical aspect of retail merchandising, directly influencing product visibility and customer purchasing decisions. Retailers often engage in negotiations with suppliers to secure prime shelf positions for their products, as it correlates with increased exposure and potential sales. Efficient shelf space management involves balancing product assortment, ensuring shelves are well-stocked, and adapting layouts to align with changing consumer preferences and seasonal demands.