Every month, we estimate how the retail economies of 30 major US metropolitan areas are recovering from COVID-19. By aggregating numerous metrics (across retail sales, local economic indicators, and virus spread), our model predicts that these metropolitan areas will face differing levels of COVID-19 disruption.