Riverside is a city in Platte County, Missouri, and part of the Kansas City metropolitan area in the United States. The population was 4,013 at t…Riverside is a city in Platte County, Missouri, and part of the Kansas City metropolitan area in the United States. The population was 4,013 at the 2020 census. Riverside lies on the edge of the Missouri River and was formally incorporated in 1951.