Bailey’s professional career took off in Belgium with Genk, where he became known for his speed, dribbling, and goal-scoring ability. In 2017, he moved to Bayer Leverkusen in the Bundesliga, where he continued to develop into a top-quality winger. Bailey’s performances in Germany attracted the attention of several top clubs.