Answering my own question for other people with the same problem.
It is mealy bugs. I went to my local homecenter store and bought some 77% sterilising alcohol in a spray bottle. Focused sprays on the white patches but gave it a general spritz and it seems to have worked well.
Even better than alcohol is Neem oil, but they didn't sell any at the store I went to.