Turn left on John Portman Boulevard. experiences. Capital City Club is part of the Hospitality industry, and located in Georgia, United States. Founded in 1883, Capital City Club is one of the oldest private clubs in the South. var d = new Date() Continue on Peachtree Dunwoody another .75miles to the first left, which is Winall Down. Menu. If you continue to see this Capital City Club Wedding Cakes - Menu & Details //