Yep, an old trick. Another I like is use of dilute lye. Put a small amound (small fraction of teaspoon of Drano in about a half pint of water. Works great on aluminum. It will leave a gray/black coating, clean that off before priming.
Be very careful making and using this- Drano is dangerously caustic and you want a very dilute solution. It will make bubbles while working. As long as it is bubbling you have a workable solution.