On a whim at the natural foods store last week I bought a bottle of Aura Cacia's Sweet Almond Oil for under $7. I'd read once that Lady Gaga swears by it for her perfect complexion.
I haven't gone as far as to apply straight oil to my face, but I've been using it as a leg moisturizer and it's fabulous. It absorbs far faster than other oil based moisturizers I've used, and my skin stays supple far longer than when I've used Bliss' moisturizing line or the Body Shop's body butters. It's naturally reduced razor burn, and it smells faintly of almonds. Lovely.
You could likely find at least one brand of it at any natural foods store with a decent personal care section, and if not, the Aura Cacia Skin Care Almond Oil is available in Canada at well.ca.