An autonomic method, apparatus, and program product are provided for performance data collection. A start time and a stop time are monitored for an application. The start time is compared with the stop time to determine whether or not the application is meeting a performance target of the application. If the application is not meeting the performance target for the application, performance data collection is autonomically started for the application.