Restaurants On The Square In Atlanta Suburb, Decatur. Decatur Georgia, East Of Downtown Atlanta Is Known For Its Small Town Downtown Feel, And Several Excellent Bars, Pubs And Restaurants. There Is A Historic Courthouse, Bandstand And A Wide Open Plaza That Is The Host Of Several Festivals Including The Decatur Book Festival And The Decatur Beer Festival.