The German giants, who have knocked out the Gunners twice in the past three seasons, are in the north London outfit's Champions League group this time round.
Wenger also has to contend with Olympiakos and Dinamo Zagreb.
But Bayern don't think Arsenal stand much chance of topping the group.
Former Bayern Munich midfielder Owen Hargreaves said: “You can almost guarantee Arsenal won't top the group.”
Current Bayern defender Jerome Boateng said: “We always enjoyed playing against Arsenal. London has been a good omen for us."
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Arsene Wenger will pit his wits against Pep Guardiola in the Champions League
Boateng's team-mate Thiago Alcantara added: "The draw is good for us and we should be able to get through this phase.
“Arsenal are an excellent team and Olympiacos and Zagreb have strong teams and are made difficult by their stadiums."
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