With their enhanced processing capabilities, large "hyperscale" complexes are the preferred data centers for the computation-heavy training and use of AI models. They can cover an area of over 1 million square feet, roughly equal to 17 football fields. Water is used to maintain humidity and as a coolant for the heat-generating machines, and as American data centers have grown in size and number, so has their water consumption, from 5.6 billion gallons in 2014 to 17.4 billion in 2023.
Rising pressure on local water infrastructure, with prolonged drought, declining inflows and rapid population growth were the focus of a recent Urban Land Institute Austin panel. Speakers called attention to ongoing water policy shortfalls at the state and local levels and warned that continued development could outpace available supply unless legislative and planning reforms are adopted.