The initial systems analysis of a new data source fully defines each data element and also designs, tests and encodes complete data integration instructions for each data element. A metadata cache stores the data element definition and data element integration instructions. The metadata cache enables a comprehensive view of data elements in an enterprise data architecture. When data is requested that includes data elements defined in a metadata cache, the metadata cache and associated software modules automatically generate database elements to fully integrate the requested data elements into existing databases.