Peonies can spread on their own through seeds, but the process is extremely slow, and the resulting plants may not resemble the parent plant. Most commonly, peonies spread by forming larger clumps over time, but they do not aggressively invade other areas of the garden. Proper division is the preferred method to propagate and control their spread.