Randomized controlled trials designed to test cancer therapies often fail to clarify effectiveness in real-world settings. Herein, we explore lessons for trial development in oncology that can be learnt from the large-cohort, pragmatic RECOVERY trial involving patients hospitalized with COVID-19.