By what millennia are archeologists certain that large scale beer production had begun in the Middle East?

The Sumerians, the earliest civilization of the Middle East, made beer, though their production techniques remain unknown. It is believed they made beer from barley. Scholars estimate that beer was being regularly produced in Mesopotamia around 3500-3100 BCE (fourth millenium).