Can you be pregnant and not know it?

Is it possible to conceive but misscarry without even knowing it? I heard chemical pregnancy is a really early miscarriage so could that ever be mistaken for a bad period? I just find it weird I've been having unprotected sex for two years and never got pregnant. And I know I ovulate every month so there is nothing wrong with me..