Probably, but you will want to ask the clerk at the paint store which kinds are compatible, and if you need to let the stain dry first, before applying the oil. Some stains contain an oil which may be all you need. Keep in mind that few stains will work over a previous coat of deck oil, so you may need to sand the deck well before applying anything.