The pandemic was a shock for retailers. Panic-buying of disinfectants, hand sanitizers and countless other goods resulted in historic demand and out-of-stocks for many products, leading to lower customer satisfaction and brand loyalty, not to mention loss of sales. As upstream suppliers dealt with their own supply chain disruptions, retailers were left with empty shelves…