Lake Olive is a reservoir located in Harris County, Georgia. It appears on the Cataula USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 662.07 feet (201.80 m) above sea level. The nearest populated place is Gordydale, approximately 0.8 miles to the SSE.