Background: Considering the large health burden of physical inactivity, effective physical activity promotion is a “best buy” for noncommunicable disease and obesity prevention. The MOVING policy framework was developed to promote and monitor government policy actions to increase physical activity as part of the EU Horizon 2020 project “Confronting Obesity: Co-creating policy with youth (CO-CREATE).” Method: A scanning exercise, documentary review of key international policy documents, and thematic analysis of main recommendations were conducted. Themes were reviewed as part of a consultation with physical activity experts. Results: There were 6 overarching policy framework areas: M—make opportunities and initiatives that promote physical activity in schools, the community, and sport and recreation; O—offer physical activity opportunities in the workplace and training in physical activity promotion across multiple professions; V—visualize and enact structures and surroundings that promote physical activity; I—implement transport infrastructure and opportunities that support active societies; N—normalize and increase physical activity through public communication that motivates and builds behavior change skills; and G—give physical activity training, assessment, and counseling in health care settings. Conclusions: The MOVING framework can identify policy actions needed, tailor options suitable for populations, and assess whether approaches are sufficiently comprehensive.