Estève started his football career at the youth academy of Toulouse FC, one of the top clubs in France. He quickly caught the eye of scouts and coaches with his exceptional talent, earning a spot in the first team squad in 2014. Estève made his professional debut for Toulouse FC in 2015, showcasing his skills as a versatile midfielder with a keen eye for goal.