Conserving ammunition is vital as you get deeper into the ship. The old exploit from Resident Evil 4 works with the weapons here too. When you are out of ammo and have a Bench and several Power Nodes, you can refill the ammunition in the weapon to its new maximum by upgrading to a capacity node in that weapon.