It's probably clear anodizing, in which case the stripper will do nothing. The best way to test it is to put the stripper on the part and see what happens. If nothing happens, get some Easy Off.
Tripoli compound works best for polishing aluminum. I use 0000 steel woll between the sandpaper and the buffing wheel.