Abstract: Systems and methods for using comparisons of empirical system data, (e.g., performance, accounting, software module or function frequency), for testcase and workload profiling are provided. Instead of asking a customer what he does, simply asking for some set of empirical data that can be formatted, reduced, and analyzed. By gathering the same kind of data for the test systems that is used by the customer, testcases and workload profiling are improved by making comparisons between the customer data and the test data in an iterative process. The iterative processes change test data and compare not only customer data with test data but also compare data from prior iterations with current data. There is a feedback loop for providing a comparison of how close or distant the testcases and workload profiling are from customer-like data and workloads in a particular test.