The “14th Five-Year Plan” sports development plan emphasizes that national fitness facilities mainly serve residents, and the community as an important carrier of residents’ life. The construction of community fitness facilities has become a healthy China strategy and accelerating public sports services to promote the national fitness process. Important push for accelerating urban development. Today, with the rapid development of digitalization, technology will assist various facilities and space to complete further optimization and improvement; in public sports space, it is particularly important to guide residents to scientific fitness. Therefore, this article selects the health detection projects from the various data that needs to be referred to during the user movement, and the health detection items are designed into a modern physical monitoring instrument social sports apps that can be linked with physical monitoring instruments; by recording users’ sports and health conditions to cloud big data and sports apps, users can better grasp their own situation and provide users with professional health more accurately. Guidance, personalized sports solutions, and diversified sports social circles are provided for the improvement and improvement of public sports space.