Rath Lake is a lake located in McPherson County, South Dakota. It appears on the Long Lake NE USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,949.80 feet (594.30 m) above sea level. The nearest populated place is Long Lake, approximately 5.6 miles to the WSW.