Sugar Creek is a city primarily in Jackson County, Missouri with a very small part of the city limits in Clay County, Missouri, United States. T…Sugar Creek is a city primarily in Jackson County, Missouri with a very small part of the city limits in Clay County, Missouri, United States. The population was 3,271 at the 2020 census. It is part of the Kansas City metropolitan area.