With bit.ly specifically, add a "+" at the end of the url to see what it points to. It also shows you some stats like creation date and number of clicks over time.
It's useful to know the domain of the link before you click because some people might not want to navigate to unknown sites at work, or at least don't want to navigate to certain sites at work (Facebook, Instagram, YouTube, pornhub, etc, etc.)