A method for execution by a dispersed storage and task (DST) execution unit includes generating low-load prediction data, which includes selecting a time period corresponding to a predicted low-load, based on a plurality of historical load samplings. Maintenance task scheduling data is generated based on the low-load prediction data. Generating the maintenance task scheduling data includes assigning a maintenance task to a scheduled time that is within the time period corresponding to the predicted low-load. The maintenance task is executed at the scheduled time.