Pleasant Hill is a city in Cass County, Missouri, United States. The population was 8,113 at the 2010 census.Pleasant Hill is home for the National Weather Service Kansas City/Pleasant Hill, Missouri office, which serves 37 counties in northern and western Missouri and seven counties in extreme east-central Kansas.