The described technique is for use in analyzing performance of a database system as it executes requests that are sorted into multiple workload groups, where each workload group has an associated level of service that is desired from the database system. The technique involves gathering data that describes performance metrics for the database system as it executes the requests in at least one of the workload groups, organizing the data in a format that shows changes in the performance metrics over time, and delivering the data in this format for viewing by a human user.