This paper presents the design and implementation of a primary healthcare cloud platform that aims to optimize primary medical services through informatization. The cloud platform integrates multiple functional modules including patient information management, diagnostic and treatment processes, pharmaceutical inventory, online appointments, financial management, and data analysis to meet the daily operational needs of primary healthcare institutions. Starting with the project background and current situation analysis, the paper details user needs research and functional design, and gives key discussions on the selection of system architecture and critical technology modules. During system development, technologies such as Spring Boot, Spring Cloud, and MySQL were used to build an efficient, stable, and secure platform. The system's reliability was ensured through unit testing, integration testing, system testing, and user acceptance testing. The paper concludes with a look into the future development direction of the platform, including further optimization of user experience, introduction of natural language processing and artificial intelligence technologies, and expansion of collaborative functions between primary healthcare institutions.