what does tempura taste like? tempura usually tastes like a lightly fried version of whatever ingredient is used as a base for it. shrimp and prawns tend to be the most popular options, but you'll also find recipes made from mushrooms, eggplant, and squash, and those recipes taste like each of those, respectively.