Cave Spring is a spring located in Newton County, Missouri. It appears on the Pierce City USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,184.38 feet (361.00 m) above sea level. The nearest populated place is Jolly, approximately 0.4 miles to the SW.