Pennsylvania Towns Push Back on AI Data Center Boom, Seek Zoning Controls
Residents and officials across Pennsylvania are resisting rapid data center expansion, citing concerns about noise, heat, utility costs, and environmental impacts while exploring zoning rules to limit their footprint.
Pennsylvania has become a flashpoint for conflict over artificial intelligence infrastructure. Towns across the state are grappling with a wave of proposals for massive data centers—facilities that house and run large computer systems—and local opposition is intensifying.
The borough of Archbald, a community of 7,500 residents in northeastern Pennsylvania's Lackawanna Valley, has drawn national attention after fielding multiple proposals for data centers that would collectively cover 14% of the town's total area. The scale of the incursion has galvanized residents and officials to examine what protections exist under state law.
The Trade-Off: Tax Revenue vs. Local Costs
Data centers promise financial upside. Hosting a facility can expand a community's tax base through increased property assessments and, in theory, job creation. But the employment gains are often modest and temporary. Estimates suggest a moderately sized data center generates only 15 to 30 permanent jobs, with most employment concentrated in the construction phase.
Meanwhile, residents face tangible costs and disruptions. Data centers are voracious consumers of energy and water, raising fears among neighbors that utility bills—for electricity and water alike—will spike as the facilities draw resources from shared regional infrastructure. Backup diesel generators emit pollutants that worsen local air quality and can aggravate asthma and respiratory conditions.
Data centers create heat island effects, raising local air temperature by an average of 3.6 degrees Fahrenheit, and can produce sustained noise from cooling systems and backup generators.
Some residents also object to the structures themselves, viewing them as eyesores imposed on rural and suburban landscapes that were not designed to absorb them.
Zoning as a Shield
State law offers communities a tool to manage this pressure. Under Pennsylvania's Municipalities Planning Code, municipalities hold broad authority over zoning—the right to designate where buildings and structures can be constructed. A township or borough cannot categorically ban a legal use unless it is deemed "inherently objectionable" (such as a heliport in a densely residential area), but it can tightly regulate placement and other conditions.
Experts and local officials argue that advance planning—before any specific proposal arrives—is crucial. Communities that proactively shape their zoning ordinances can steer data centers away from residential neighborhoods, protect agricultural land, and set conditions around noise, emissions, and utility capacity before developers come calling.
The stakes are high. As data center proposals accelerate across Pennsylvania, towns that fail to plan ahead may find themselves with limited legal means to refuse unwanted projects once negotiations have begun.