Capon Bridge is a town located in Hampshire County, West Virginia. Capon Bridge has a 2026 population of 426. Capon Bridge is currently growing at a rate of 0.71% annually and its population has increased by 1.67% since the most recent census, which recorded a population of 419 in 2020.