I spoke with a Scrum Master recently who told me his team had nearly doubled their velocity in only two months. Rather than be happy about this, though, he was concerned.
He knew the team had not suddenly become twice as productive. In fact, he doubted they'd actually sped up at all. Yet their velocity showed they had.