Burke started his footballing career at Nottingham Forest, where he made his professional debut in August 2014 at the tender age of 17. He quickly caught the attention of big clubs with his impressive performances and was signed by RB Leipzig in August 2016 for a reported fee of £13 million, making him the most expensive Scottish player ever at that time.