Barton joined The Nomads on loan from Dundee United in the 2018/19 season and made his debut in a 2-1 victory against Newtown. Barton went on to make 12 appearances including starting in the Irn Bru Cup Final against Ross County and made his final appearance in a Nomads shirt in the closing minutes of the 2019 JD Welsh Cup Final against TNS.
|Competition||Appearances||Goals||Assists||Yellow Cards||Red Cards|
|Welsh Premier League||8 (0)||2||0||1||0|
|FAW Welsh Cup||2 (0)||0||0||0||0|
|Scottish Challenge Cup||2 (0)||0||0||0||0|