The Gabon international now has been prolific this season, and has been linked with big money moves away from the German side.
The Sun reported that Arsenal were plotting a £42 million bid for the striker in the January transfer window.
There is little doubting he would improve Arsenal's team. He has pace to burn and can finish, and makes Theo Walcott look absolutely sub-standard.
Arsenal should be aiming to sign a player of Aubameyang's quality, who would surely have Mesut Ozil's assist rate sky-rocketing.
Dortmund will not sell easily. His price tag increases with every goal he scores, and it would likely take a record fee above that Arsenal paid for Arsenal, to seal a deal.
Despite how difficult it may be, Arsenal fans are desperate for their side to pull out all the stops to sign the Bundesliga ace. Here is a look at how they reacted to his display...
When you see Aubameyang score class goals and Wenger tells you he can't find anyone better than Giroud pic.twitter.com/JalEbzR0LG— Martin (@martinbrophy7) March 17, 2016
This Aubameyang should be Wenger's priority in the summer. I won't say it again. If he likes let him give them £20,000,001 again.— ENZØ (@K_Sturna) March 17, 2016
Have a feeling Wenger will go big for Aubameyang in the summer. We'll end up with no one though.— David Thurgood (@Davidthurgood) March 17, 2016
Aubameyang scores again against Spurs. Future Arsenal player practising already for the North London Derby next season.— Sir Jenkinson (@theEpicGooner) March 17, 2016
Arsenal are such a poor team, we won't even attract any more big players, even if we pay £50mil or more. Aubameyang will never come— #WengerOUT (@RayhanAFC) March 17, 2016