O'Brien Spring is a spring located in Umatilla County, Oregon. It appears on the Pendleton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,182.90 feet (360.55 m) above sea level. The nearest populated place is Riverside, approximately 1.3 miles to the ESE.