At the Armory level, after meeting Andrew the Blacksmith, you have access to ammo and two guns at his shack. You can pick them up, trade them at the weapon shop for a "Duplet" for a 100-200 bullets profit, giving you enough money to buy the best weapons available, a suit, and load up on ammo.