Why do my peony buds die just as they start to bloom?

This is referred to as “bud blast.” UT Horticulture Specialist Celeste Scott talks about several conditions that can cause the flower to die before it blooms.
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Related Resources:
A Visual Guide: Peony Problems
Bud-blast of Peony