Yeah, don't use that on aluminum unless you want to build the oxide layer back up. If it's just a little gunk don't worry about it. You're boiling it anyway. If it's a lot then you probably need to take the fitting apart and soak it. Hot water and a paper towel is all I use on my aluminum kettle. It has sugar and hops residue in it and has worked flawlessly with no infections.