6 Flowers to Grow in the Vegetable Garden: Flowers in the vegetable garden can improve biodiversity and reduce the incidence of pests. There are plenty of flowers that can be planted throughout the vegetable garden, but here are my six favorite flowers chosen for their ability to support vegetable crops.