In 2010, Bailey had a recurring role in USA Network’s Covert Affairs as Ben Mercer, Annie's ex-boyfriend, who was being targeted by the CIA, before returning to the Agency near the end of Season 1. In 2012, Bailey started recurring on Once Upon a Time as August Booth.