An automated data generation system and methods are provided to facilitate generation of test data sets for computerized platforms while mitigating the need to store massive quantities of potentially invalid test data. In one aspect, a computerized test system is provided. A rules component is provided to specify one or more data domains for a test data set. A data generator employs the rules component to generate the test data set, where the test data set is then employed to test one or more computerized components.