Categorical approach to probability?

I am interested in, and try to understand category theory. At the same time, I am taking my first (real) probability class. I am wondering if there is a way to understand probability theory through categories, and more importantly, if so, would it be interesting? It seems that there would only be very trivial limits, i.e. only categories with monadic diagrams would have limits.