Spot on. Can you recommend some good articles or books dealing with these kind of problems?

My current understanding is that a event-based (in a very broad sense) system are hard to "replay" in the case of a failure (error in data or just a bug), unless you build additional machinery, which decreases robustness. In contrast the task of making a batch processing system perform fast is easy and much better defined.