Meta Platforms Inc. and other tech titans have launched a multi-million-dollar advertising blitz to reshape the public narrative around data centers.

The campaign arrives as the massive facilities, essential for the artificial intelligence (AI) boom, face intensifying scrutiny from lawmakers and residents over their staggering energy and water consumption.

Late last year, Meta spent approximately $6.4 million on a series of television advertisements targeting Washington, D.C., and eight state capitals, including Sacramento and Salt Lake City, according to a recent New York Times story.

The ads are steeped in “folksy” imagery — panning across small-town diners and high school football fields in Altoona, Iowa — to frame the industrial hubs as economic lifelines. “We’re bringing jobs here,” a voice-over promises, “for us, and for our next generation.”

Coincidentally, Meta operates 26 data centers in the U.S. and has signaled plans to spend $600 billion on new infrastructure in the coming years. Amazon.com Inc., Google, and Microsoft Corp. are engaged in a similar spending spree to support AI development.

However, national hyper-growth has collided with local realities. Critics argue the facilities drive up electricity bills for average citizens. Data centers require millions of gallons of water for cooling, a major point of contention in drought-prone regions. And while President Trump has called for tech companies to “pay their own way,” Sen. Chris Van Hollen, D-Md., recently introduced legislation to regulate data center energy use, noting that constituent complaints have reached a fever pitch.

Despite community-first messaging, meanwhile, researchers suggest the economic benefits may be overstated.

Studies from the University of Michigan and Good Jobs First indicate that data centers are “hyper-capital intensive” but labor light. Once construction concludes, these facilities, often costing billions, require very few permanent staff to operate. Some data suggests developers receive over $1 million in state subsidies for every permanent job created.

California State Sen. Steve Padilla described the ads as a classic corporate tactic. “If you like sports, if you have kids, and you love America, you’ve got to love data centers, right?” he said skeptically.

The PR push faces a formidable opponent in organized local opposition. Nearly 200 community groups nationwide have mobilized against expansion. In Virginia, a primary hub for the industry, a campaign backed by the trade group Virginia Connects is currently running to counter negative sentiment. Yet, the uphill battle remains steep; a recent poll showed 73% of Virginians blame data centers for rising electricity costs.

As the tech industry hires “community affairs” specialists to build trust, lawmakers like California Assemblywoman Diane Papan remain wary.

“What I very much worry about,” Papan said, “is localities committing to this industry and then saying in 10 years, ‘What have we done to ourselves?’”