Pelkey Creek is a stream located in Pine County, Minnesota. It appears on the Cedar Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 916.62 feet (279.39 m) above sea level. The nearest populated place is Cloverdale, approximately 5.2 miles to the ENE.