Canned tuna is a tried-and-true, versatile ingredient that tastes delicious in salads, sandwiches, and recipes such as tonnato (not tomato) sauce. You can buy canned tuna packed in water or oil, and while they may seem similar, they are better suited for different things and have some notable nutritional distinctions.