[1] Bourdouxhe progressed through the youth system of Dutch club PSV, but never made an appearance for the first team.

He was loaned out to second-tier Eerste Divisie club FC Eindhoven in 2012, who then signed him on a permanent deal a year later.

[9] Upon signing, he stated that "TOP Oss has grown considerably in recent years and the club has been doing well for the last two seasons [...] In addition, I have a good feeling after talking to the manager.

[8] He made his debut for the club on 9 August 2019, starting at left back against Jong Ajax, a match which TOP managed to win 2–1.

[12] On 11 August 2021, Bourdouxhe returned to Belgium for the first time in his senior career and signed a contract for one-year (with an additional year option) with Mouscron.