Rainier Spring is a spring located in Wheeler County, Oregon. It appears on the Peterson Point USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,725.05 feet (1,745.00 m) above sea level. The nearest populated place is Spoos Mill, approximately 4.8 miles to the NE.