Pup Creek is a stream located in Daviess County, Kentucky. It appears on the Owensboro East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 362.00 feet (110.34 m) above sea level. The nearest populated place is Pates (historical), approximately 1.0 miles to the SE.