We've had this in the past. At least when there are 2 of us, if the other person/people don't show up, you have someone with you to finish your coffee with before leaving.
We've had this with singles and couples.
It's incredibly rude to not show up. At least let us know you won't make it, instead of saying that you're running late and then no show!