Clearview City was the home of the now defunct Sunflower Army Ammunition Plant. The town was initially used a housing complex built for workers at the ammunition plant. Clearview City was annexed by the city of De Soto in 1998.
In 1987, 6 acres of houses in the eastern part of Clearview City were demolished due to damage and age. That area is now home to Countryside Elementary School.