Mount Olive Lake is a reservoir located in Columbia County, Georgia. It appears on the Evans USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 269.65 feet (82.19 m) above sea level. The nearest populated place is Woodbridge, approximately 0.9 miles to the SSE.