If you indeed have to sand it, go with WET sandpaper and use water as lubricant.
Otherwise, any Meg's or 3M polishing compound will do, just don't buy anything that is generic or advertised like there's a magician trapped in that tube at department stores or gas stations. You will only need a finishing paste, cheap ones are usually too coarse for that.