Patino joined Arsenal's youth system in 2015 at the age of 12 and made his official debut with the senior team during a Carabao Cup quarter-final tie against Sunderland at Emirates Stadium in December 2021. The central midfielder spent the last two seasons on loan at Blackpool and Swansea City, however, this season he decided to leave on a permanent deal.