[4] In 2019, Ferrari attended Humber College where he played for he men's soccer team, winning the OCAA title.

[10][11][12] On July 29, 2018, he scored two goals to lead Aurora to a 3–2 victory over North Mississauga SC.

[14] In February 2020, Ferrari signed his first professional contract with York9 (which became York United the following season) of the Canadian Premier League.

[24] After scoring three goals and adding four assists in 30 appearances during the 2021 season,[25] he was nominated for the CPL U21 Player of the Year Award,[26][27] which was ultimately won by Alessandro Hojabrpour.

[29] After missing a large portion of the 2022 season due to injury, he returned to full health in 2023, often playing in a full-back role, rather than his usual winger role, as a result of injuries to other players on the squad.