The Gunners could have won it, too.
A debatable handball in the 95th minute gave Arsenal a penalty, which Mikel Arteta, surprisingly stepped up to take ahead of Olivier Giroud. His low drive to the right corner was well saved by Mark Schwarzer, and a breathtaking game ended with a flourish.
There will be many questions asked of Arsene Wenger and Arsenal, as they are off to their worst Premier League start in three decades. They need to get themselves in gear soon, or it will take something historic to make the top four.
Let's take a look at six things we learned today.