The Short Version
The available evidence supports a national 2023 estimate of roughly 17.4 billion gallons of direct on-site water consumption by U.S. data centers, so “about 17 billion gallons” is a fair summary. The figure comes from a widely cited Lawrence Berkeley National Laboratory report. The main caveat is that some descriptions include humidification alongside cooling.