Riverside is a city in Platte County, Missouri and is part of the Kansas City metropolitan area within the United States. The population was 4,01…Riverside is a city in Platte County, Missouri and is part of the Kansas City metropolitan area within the United States. The population was 4,013 at the 2020 census.