Use a bar of soap. Rub it on both sides of the zipper, then work the head up and down. You might need to re-soap the zipper once or twice more and work the head up and down a few times to ensure the soap gets into the grooves. Works for me 😉
Try rubbing a pencil on it – graphite is a terriffic lubricant.