Without a doubt the best-known summer squash, zucchini is a soft squash that looks like a cucumber. Its thin, smooth skin can be yellow or green, and sometimes streaked. The versatile zucchini can be eaten raw or cooked, as an appetizer, side dish or part of a main course and for dessert.