In order to realize the batch energy meter failure early warning and life prediction, this paper has developed a batch electric energy meter life prediction system. The system cleans and filters a large amount of field fault data of power companies, constructs a fault database for storing the reliability data model of energy meters, and based on the fault model database, application modules such as statistical analysis of energy meter data, batch life prediction, and rapid fault diagnosis are developed. The system can provide technical support for energy meter status replacement and fault diagnosis and early warning, effectively save social resources, alleviate environmental pressure, and reduce on-site operation and maintenance costs of power companies.