Olive Spring is a spring located in Santa Barbara County, California. It appears on the Fox Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,015.81 feet (919.22 m) above sea level. The nearest populated place is Cuyama, approximately 5.8 miles to the N.