o combat the bullwhip effect and effectively manage excess inventory, food and beverage companies needed to enhance their supply chain visibility. Firms had to identify essential inventory items and gain real-time insights into which products were consistently in demand. Additionally, as demonstrated during the pandemic, digital readiness was crucial for streamlining communication and collaboration, mainly when a significant portion of the workforce operated remotely. with references