i mean Sweet Pea Garden Shop photos. Sweet Pea is located in downtown Homewood, Alabama. A fantastic nursery to visit. Everything from garden art, signs, gifts, flowers, herbs, orchids, annuals, perennials, lots of shade loving perennials, water plants & a beautiful calico cat.