How long to keep potable water in holding tank

This is one of those things where everybody has an opinion, but how many people have actually sent a sample of their well or municipal water out for testing, then filled their water tank, then sent a sample from their tank out for testing after letting it sit for a couple of months?

I'll bet there's a hell of a difference. Question is, is it enough of a difference to be dangerous?