Arsenal will face Borussia Dortmund, Galatasaray and Anderlecht in the Champions League group stage.
The draw took place in Monaco on Thursday and saw the Gunners, who were one of the eight seeded clubs in Pot One, drawn in Group D.
Arsenal qualified for the group stage for the 17th consecutive season after beating Besiktas 1-0 in their play-off.