This document summarizes a study on community health workers (CHWs) in global health programs at scale. It analyzes four national CHW programs in India, Pakistan, Ethiopia, and Brazil that have reached scale, noting their strengths and challenges. It also examines three cases of innovations in CHW program scalability through improved management, supervision, and integration with primary health care systems. The key finding is that innovations are needed in areas like deployment planning, linkages with local health systems, continuous quality improvement, and sustainable financing to enhance the scalability of large-scale CHW programs.