Riley Coulee is a valley located in Wabasha County, Minnesota. It appears on the Pepin USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 672.84 feet (205.08 m) above sea level. The nearest populated place is Maple Springs, approximately 2.6 miles to the ESE.