Local opposition disrupted $68 billion in data center projects during the second quarter of 2026, according to Data Center Watch, at a moment when frontier AI labs are committing trillions to new compute buildout. A new report from the nonprofit Data & Society, based on 18 months of fieldwork and 44 interviews with Pennsylvanians conducted between 2024 and 2026, argues that the resistance is broader, deeper, and more organic than the AI industry has been willing to acknowledge. More than 60% of Americans now favor limiting new data centers, and that share is climbing.
The Pennsylvania case study is instructive because the state was, briefly, a showcase. Governor Josh Shapiro headlined a July 2025 summit celebrating $90 billion in data center and AI infrastructure investment, framing the buildout as the next chapter of the state's industrial story. A year later, Shapiro signed an order imposing new requirements on data center projects and pulling them out of a regulatory fast-track program. The political ground shifted underneath the sector in twelve months.
Data & Society researcher Livia Garofalo said the ethnographic method was designed specifically to look past industry messaging. Residents, she said, are actively trying to reconcile the pitch that AI is an inevitable industrial revolution with a growing set of concrete fears about what it means for their towns. The interviews suggest that framing AI infrastructure as unstoppable has backfired.
Key facts
- 01Data Center Watch tracked $68 billion in data center projects disrupted by local opponents in Q2 2026.
- 02More than 60% of Americans favor limiting new data center construction, particularly near their own communities.
- 03Governor Josh Shapiro headlined a July 2025 summit touting $90 billion in Pennsylvania AI infrastructure investment, then a year later removed the projects from a regulatory fast-track.
- 04The Data Center Coalition spent at least $19,000 lobbying Pennsylvania's state government last year, running booster sites like Pennsylvania Connects.
- 05The Data & Society report is based on 18 months of fieldwork and 44 interviews with Pennsylvanians conducted between 2024 and 2026.
Pennsylvania's history is part of the problem. The state has cycled through coal, oil, steel, and fracking, each pitched as transformative, each leaving durable damage. Report co-author and Data & Society program director Maia Woluchem said that history has produced a population unusually well-calibrated to detect industrial overpromising.
The opposition is not organized around a single grievance. Data & Society describes the coalition as post-partisan rather than bipartisan, spanning classic NIMBYs, environmental groups worried about water and emissions, AI skeptics, public-health advocates, and homeowners tracking utility rates. What binds them is material concern: electricity bills, property values, and the sense that local officials are being maneuvered by outside developers.
That last piece matters. Residents told researchers about data center developers asking local officials to sign non-disclosure agreements, and about council members who suddenly stopped returning calls once a project was in play. The tactics that speed up permitting in one town become the reason organizing accelerates in the next.
The industry's own influence campaign is visible too. The Data Center Coalition, a trade group counting Amazon, Meta, and Microsoft among the interests it represents, spent at least $19,000 lobbying Pennsylvania's state government last year and runs booster sites such as Pennsylvania Connects to promote projects. Residents, Woluchem said, are noticing when hyperscaler representatives turn up at town halls.
Trade unions remain the most reliable pro-buildout constituency, drawn by construction jobs even though completed data centers employ few people. That trade — short-term construction work in exchange for long-term siting — is the deal industry has been able to close in most places. It is a narrower base of support than the sector needs given how many jurisdictions each new campus has to move through.
The industry's preferred explanation for opposition — that it reflects covert foreign influence — does not survive contact with the fieldwork. Data & Society found the resistance forming from town-hall regulars, ratepayers reading their utility bills, and homeowners watching valuations. It is domestic, decentralized, and increasingly practiced.
Garofalo framed the underlying dynamic as a trust problem that extends beyond siting fights and into the product itself. Users forming intimate relationships with chatbots know they are being commercially extracted upon at the same time, she said, and that ambient wariness bleeds into how they judge the companies asking to build in their backyards.
For the AI infrastructure buildout, the report is a warning that the political cost curve is bending the wrong way. Hyperscalers have modeled compute expansion as a capital and power problem; the Pennsylvania fieldwork suggests the binding constraint is increasingly local consent, and consent is not something a lobbying budget of $19,000 a year reliably buys. Expect more governors to follow Shapiro's path of quiet re-regulation, more projects to slip from Q2 to Q4 to next year, and the gap between announced AI capex and delivered megawatts to widen — a gap that will eventually show up in model roadmaps, not just in earnings calls.
Working on something we should cover, or seeing a story we missed? Send leads, documents, or feedback to hello@aichatdaily.com. For sensitive tips, see our secure tips page for Signal and PGP options.
Spotted an error? Email hello@aichatdaily.com with the URL and the issue, or read our full corrections policy.
