In Batman: Arkham Origins, a younger version of the Penguin is credited as Gotham's number one weapons dealer, using a legal loophole by staying aboard his refitted cruise liner, The Final Offer, to evade the law, while his goons make deals with the other gangs in Gotham.
The Penguin appears in Batman: Arkham Knight.