We are getting a little late to transplant peonies and other perennials, but if done right away you should be okay. September/October is the best time to transplant established peonies. Begin by cutting the peony stems near ground level. Then carefully dig around and under each plant. Try to retain as much of the root system as possible. Promptly replant the peonies in a sunny to partly shady, well-drained site.