Data retrieval standardization services are conducted to solve information incompatibility caused by individual data retrieval from different machines. Through the incorporation of the Internet of Things, device-to-system or device- to-device conversion of operations data captured by the data collector, such as temperature, rotation speed, and tension, is performed through customized information models including data types, formats, and contents. The converted data are then converged and stored for rapid information integration across process equipment.