Mulching around the peony plants is a simple measure to conserve soil moisture, keep the soil cool and control weed growth. So, lay organic mulch about 2-4 inches thick as a part of planting peonies and caring them. But, do not forget to remove them in winter, or replace mulch with loose straw to reduce disease infestation.