The pandemic has considerably disrupted retailers’ provide chain, with warehouses frequently closing due to coronavirus outbreaks coupled with the surge in U.S. shopper demand for items. These components lead to inventory shortages and more out-of-stock messages. Other extremely impacted categories in online spend embody electronics, hardware/home enchancment, and home furnishings. [...]