Peony and rose have similar soil requirements, and will grow together in the same garden if the conditions are suitable. A rose will require more fertilizations than a peony, but they will not choke out the peony or cause it to wilt. Both rose and peony benefits from bone meal and compost, which will help them keep their vibrant blooms.