Learning sites are research platforms established in a specific geographical area, where researchers and local actors collaborate over an extended period of time to develop contextually tailored interventions. Learning sites have supported intervention development and testing in health care, but studies reflecting on lessons relating to their deployment for health policy and system research (HPSR) in low- and middle-income settings are limited.