Although tree peonies are related to regular (herbaceous) peonies, they are much larger, reaching up to 6 feet. Their form is actually more like a shrub than a tree. In colder zones, they will not grow as tall — 3 or 4 feet is typical. Plants bloom just before the regular peonies; flowers are equally fragrant.