A discourse marker that walks back or qualifies what you just said, very common in conversation. Often paired with
不过 or
但:
不过话说回来…,
但话说回来…. Its near-twin
话又说回来 (huà yòu shuō huílái) means almost the same thing — both signal 'switching to the other side of the argument'.