Yes it is! It can also carry an implied sense that you have experienced what they are talking about. for example. Myself and a work colleague both arrive late at work. They say to me. You're late too huh, the traffic was a nightmare on the main road. I reply I know, tell me about it.
Another example; Talking to friend A about friend B. Friend A says to me "She has been so moody lately." I reply, "I know, tell me about it!"