Olive Spring is a spring located in Santa Cruz County, California. It appears on the Laurel USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 436.60 feet (133.08 m) above sea level. The nearest populated place is Olive Springs (historical), approximately 0.1 miles to the W.