Merchandise Hierarchy in retail involves categorizing products in a structured manner, typically including levels such as department, category, subcategory, class, and subclass. This hierarchical organization aids retailers in managing inventory, analyzing sales data, and making informed decisions regarding assortment planning and pricing. It provides a systematic approach to streamline operations and optimize the overall retail strategy.