With the large-scale application of online payment business, system operations staff need more convenient server resources management mechanism to meet the demand for system scaling. In this paper proposs a lightweight and elastic resource management framework based on the technology of container. It also proposes the application service performance diagnosis method and the cluster dynamic adjustment method. Experimental results show that this approach is effective under typical data processing applications for online payment.