Providing a dynamic data translation service in a framework that encapsulates other valuable service functions is disclosed. An information technology infrastructure operates in different environments, uses different formats and accesses complex and frequently changing data schemas. The service provider framework provides core computing process automation and dynamic data translation functionality in an encapsulated service that shields requesting systems from data schemas that are often both complex and prone to frequent changes.