The teenager signed his first professional contract in the summer of 2024 but missed the majority of the first-half of the 2024/25 season after tearing his hamstring before requiring surgery.

Bailey scored his first goal at under-21 level during the young Magpies' Premier League 2 play-off last-16 tie against Arsenal in April 2024, netting an impressive strike from distance.