Can you pay with Bitcoin anonymously?

Can you really pay with Bitcoin anonymously, or is there some level of traceability involved? It's often touted as a way to keep financial transactions private, but I'm curious about the actual level of anonymity offered. Are there specific steps or practices that need to be followed in order to ensure that transactions remain truly anonymous? And what are the potential risks or drawbacks of using Bitcoin in this way?