Bartley was born in Stockport, Greater Manchester, He played youth football for Fletcher Moss Rangers before joining Bolton Wanderers, and signed for Arsenal on 31 July 2007. He captained Arsenal reserves and was also part of the team that won both the Premier Academy League and the FA Youth Cup in 2009.