Oler Spring is a spring located in Jefferson County, Oregon. It appears on the Sandrock Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,592.00 feet (790.04 m) above sea level. The nearest populated place is Horseheaven, approximately 1.3 miles to the WSW.