Olive Springs is a spring located in Douglas County, Missouri. It appears on the Sweden USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,153.06 feet (351.45 m) above sea level. The nearest populated place is Sweden, approximately 1.4 miles to the E.