Rural economic development is the foundation of rural revitalization. As the core of modern economy and the bloodline of real economy, finance plays an important role in developing investment and financing channels and strengthening rural revitalization inputs. Community banks are an important development direction for retail transformation and branch transformation of small and medium‐sized banks. The problems in the development of community bank service marketing are analyzed, and community bank service marketing strategies are proposed in a targeted manner.