what do cherry tomatoes taste like? cherry tomatoes taste similar to other fresh tomatoes, but because of their small size, the flavor can be a little more concentrated. bright and sweet, they have a thin, snappy peel and a very juicy center. some varieties are sweeter or milder than others.