Kane had Bayern on track for victory when he created and converted a second-half penalty, but his England teammate Rice equalised with eight minutes remaining to earn Arsenal a point.
Unai Emery's new-look team have now won all of their opening three Champions League matches following an opening 3-2 victory against Club Brugge and a 6-0 mauling of Fenerbahce.
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