Producing mounds of tiny, fragrant flowers in pink, white, or lavender, sweet alyssum (Lobularia maritima) is a favorite cool-season flower for garden beds and containers. It's usually grown as an annual, but is a short-lived perennial in Zones 9 and warmer. It can withstand temperatures down to about 28° F if well established.