Data centers do use a lot of water on average. Warmer climate data centers often use evaporative cooling and can run through millions of gallons of water to offload heat. Google's data centers combined chewed through some 6 billion gallons of water last year.
Closed systems are much more water-efficient, and are more common in cooler climates.