Looking for a drought tolerant plant? Euphorbias are one of the most dramatic garden plants, and they happen to do well in our ongoing conditions of drought. The genus is expansive and includes 2000 species of herbaceous perennials, annuals and biennials, as well as evergreen and deciduous shrubs.