Most of the bagged ones make it just fine. If it seems dry soak it for a while before planting and make sure the spot isn't boggy, peonies don't like wet feet. Depends upon what zone you're in for depth, eyes 2 inches below ground for far north to barely covered in the warmer zones. Good luck!
