Tainan is known for its delicious food including beef noodle, steamed dumplings, goose, shrimp, barbecue meat, and sushi. The document highlights some of the most popular and tasty dishes found in Tainan, Taiwan, with beef noodle, dumplings, and seafood like shrimp called out specifically.