Oleys Lake is a lake located in Yakima County, Washington. It appears on the Grandview USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 688.45 feet (209.84 m) above sea level. The nearest populated place is Midvale, approximately 1.3 miles to the WNW.