Where to Eat in Atlanta: 12 Must-Visit Restaurants Visiting Atlanta and wondering where to eat? The “Southern Flavor Hub” is overflowing with iconic food joints. Whether you’re into Southern comfort food, this list of best-rated Atlanta dining spots will guide your cravings.