Yep, that's my experience, once you spot it, it is NOT going to go away, and then it just gets all over everywhere, against the glass beneath the substrate, lookin' all funky.
Interesting thing I have found is that the only tank in my house that ever gets it is my ARLC, and that has been true for years. Once about every other year I have to dose that tank for BGA, but I have never had it in any other tank in all the years I've been keeping fish. I just treated for it in that tank even though it was completely torn down when we moved in May. There has got to be some kind of reason for that, but I don't know what.