Physical distancing measures are important to reduce COVID-19 transmission. However, when stringently applied, they can result in negative health and socio-economic impacts. This report draws on a rapid review of available literature, case studies from across Africa and expert knowledge to make recommendations on adapting classic physical distancing measures to the contextual realities in Africa and on mitigating potential negative impacts.