Will false tan come off in a swimming pool?

No it comes off. Not completely but some definitely will, those don't last as long as try say they do. I got a spray tan for some occasion and I went swimming and some washed off. Go for it though it doesn't come all the way off unless you'll be in the pool for a really long time.