 In August 2019, Milivojević signed a contract extension with Crystal Palace keeping him at the club until 2023.He was a member of the Serbia national under-21 football team.He had been called up for the Serbia national football team squad on 29 September 2011, to face Italy and Slovenia in the UEFA Euro 2012 qualifying phase.