Charlie Adam gave the Potters the lead from the penalty spot in north London, but Mark Hughes’ side were unable to build on their advantage, with Theo Walcott equalising prior to half-time.
Mesut Ozil then put Arsenal ahead four minutes after the restart, before Alex Iwobi added a third late on after coming off the bench.