Can you have a miscarriage and not know it?
I suppose you could. There is usually some light red bleeding or cramping. However, I have never had a miscarriage, so I can't say with certainty.
Yes you can miscarry and not know it. Most of the time this happens in early pregnancy. So early that you probally won't even know that you were ever pregnant at all.