Oban is a few miles from the airfield but the Lochnell Arms is just a ten minute stroll towards the bridge. Despite some disparaging remarks on this forum some time ago I've always found it to be excellent.
There are a couple more eateries over the bridge in Connel.
The light refreshments referred to is probably the snack machine in the terminal.
DO.