Social‐distancing restrictions and health‐ and economic‐driven demand shifts from COVID‐19 are expected to shutter many small businesses and entrepreneurial ventures, but there is very little early evidence on impacts. This paper provides the first analysis of impacts of the pandemic on the number of active small businesses