Flat peaches are flatter than peach varieties. Their skin is yellow and red, and they are less fuzzy than many other peaches. The inside of the flat peach is white in appearance.Flat peaches are usually sweeter than other peaches, but still have a recognizable peach taste. They are said to be more complex-tasting and flavorful.