I believe it will work on any metal which includes aluminium. I love the stuff. I think it's easier to use than Loctite and Gorilla Glue. What project are you working right now?
I've used it to repair my boat a time or two and it's held our camping equipment together for years. Both were made out of aluminum (well, not entirely. Just the parts I glued.)