So when this first popped up I was thinking, do you think one of those oil musters would work? The biggest problem I could foresee is being heavy handed and too concentrated, but it seems like it could be really nice! I use grape seed oil to seal.
This is the product I'm talking about:
Misto® Olive Oil Sprayer - Bed Bath & Beyond