@hiyamakki , I really try to plant my Fall peony roots as soon as I get them, on the weekend following receipt. I have had to delay for a few days if it is raining, but it doesn't seem to bother them.
I do wait until late in the Fall to move any Peonies that I transplant from one spot to another. That seems to work well for me.
