My dishwasher is not draining. It goes through the cycles but at the end of the wash, all the dirty water is still sitting in the bottom of the dishwasher.

Could this just be a blockage or something more?

Yes, could be blockage. Do you have a garbage disposal? Do you have an air gap vent on the sink?