Pearson Spring is a spring located in San Luis Obispo County, California. It appears on the Taylor Canyon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,229.75 feet (679.63 m) above sea level. The nearest populated place is New Cuyama, approximately 15.4 miles to the SE.