They help you capture the values on a bunch of different wires over a short period of time, maybe up to 1 second in duration depending on the memory capacity and sample rate. Then you can review what happened during that interval, and look for stuff that isn't what it's supposed to be. Super helpful for debugging problems with digital systems. 

You get a result that looks something like this: