Lake Olympia is a reservoir located in Haralson County, Georgia. It appears on the Buchanan USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,082.94 feet (330.08 m) above sea level. The nearest populated place is Buchanan, approximately 3.0 miles to the WSW.