Should you really never talk to the police when getting interrogated?

So I heard from my parents and everyone in every documentary or movie that you just should never talk to the police when you get interrogated because of something you are involved in. But is that really so? Or is staying silent or getting a lawyer directly not suspicious? And if you are 100% innocent?