Peonies need a light fertilization with a bulb fertilizer such as….
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A 10-20-20 at plant emergence in the spring, and again in the summer after bloom. The main thing is to keep the nitrogen content low. Too much nitrogen causes lots of foliage growth, but doesn't encourage bloom, so try not to overdo it.