A recent Wired investigation shows that the global expansion of billion-dollar data centers—driven by the AI arms race—is reshaping digital infrastructure and economy, with older “big data” facilities increasingly becoming obsolete as new hyperscale installations proliferate. Wired reports that tech giants are investing heavily in expansive data centers to host AI workloads, a trend fueling unprecedented energy and water demand as well as competitive pressures across the industry. Independent reporting by Reuters highlights how soaring electricity needs from AI-focused data centers are forcing older peaker power plants back into service, complicating grid reliability and environmental goals. Additional analysis by Frontier Group cautions that overbuilding data center infrastructure based on optimistic demand forecasts could burden utilities and ratepayers with unnecessary costs, echoing historical lessons from past energy planning errors. Together, these developments underscore mounting challenges around electrification, cost, and sustainability tied to the data center boom.
Sources:
https://www.wired.com/story/expired-tired-wired-data-centers/
https://www.reuters.com/business/energy/ai-data-centers-are-forcing-obsolete-peaker-power-plants-back-into-service-2025-12-23/
https://frontiergroup.org/articles/how-data-centers-can-drive-up-electricity-priceseven-if-theyre-not-built/
Key Takeaways
- The rapid construction of new AI-oriented data centers is causing older facilities to become outdated while dramatically increasing energy and resource demands nationwide.
- Growing electricity consumption from data centers is straining power grids, prompting retirement postponements for older, dirtier peaker plants and raising environmental and reliability concerns.
- Historical evidence and current planning suggest that utility infrastructure investments tied to speculative future data center demand carry financial risks for ratepayers if projections fail to materialize.
In-Depth
The remarkable growth of data centers, particularly those tailored for artificial intelligence, is at once a triumph of digital innovation and a significant emerging challenge for infrastructure planners and policymakers. According to a Wired article, the scale of investment by major tech firms in new hyperscale data centers reflects the perceived centrality of AI to future economic leadership. These facilities dwarf traditional data centers in size, cost, and resource demands, and as they proliferate globally, legacy “big data” centers are being edged toward obsolescence.
Yet this expansion isn’t without consequence. A recent Reuters investigation shows that the skyrocketing electricity demand tied to AI data centers in the United States has led grid operators to keep older peaker plants online longer than planned. These generators, often less efficient and more polluting than modern facilities, are typically designed for occasional use during peak load periods. But with AI centers drawing substantial and continuous power, they have become more economically necessary, complicating efforts to reduce emissions and restructure generation portfolios.
The economic ramifications extend beyond environmental concerns. Analysis by Frontier Group invokes lessons from the 1970s and 1980s, when overly optimistic energy demand forecasts led utilities to build infrastructure that ultimately proved unnecessary, saddling ratepayers with higher costs. Today’s projections for data center electricity growth vary widely, and some investments may similarly outpace actual demand, exposing communities and utility customers to financial risk.
Taken together, these trends highlight a stark tension between the digital economy’s evolution and the physical infrastructure required to support it. While innovation undoubtedly drives progress and productivity, the pace of data center build-outs—fueled by AI workloads—presents real challenges for grids, regulators, and taxpayers. Sound policy and prudent planning will be essential to ensure that the nation’s digital backbone grows sustainably without imposing undue burdens on the broader public.

