Coming soon… A Data Center in your Backyard

A similar story has been playing out for decades across small-town America. An out-of-state company shows up with a big check, a vague site plan, and a promise that the neighbors will barely notice. Sometimes it's a gas well. Sometimes it's a landfill. Lately, it's a data center — a windowless box the size of several Walmarts that hums day and night to feed the artificial intelligence boom. And the neighbors have very much noticed.

The three big problems

A data center is essentially a warehouse full of computers. AI versions run hotter and hungrier than the old kind, and that creates three legitimate headaches for local communities. Power: these facilities draw staggering amounts of electricity, and when a utility builds new capacity to serve them, everyone's bills can rise to help pay for it. Water: many use enormous quantities of water for cooling, a hard sell in drought-prone areas. Everything else: the low, constant drone of cooling systems, the truck traffic, the farmland paved over, and the sense that the deal got cut in a room that residents were never invited into.

Naturally, folks hate these things, and it’s not a fringe sentiment. A Gallup poll conducted in March 2026 found that roughly 70% of Americans oppose new AI data center construction in their own communities — the rare issue that unites people across the political spectrum. In 2025, local opposition reportedly delayed or killed projects totaling around $156 billion. Maine's legislature passed a moratorium on new data centers, and more than a dozen other state legislatures are weighing bans or pauses. The opposition is broad and bipartisan.

The “Chinese conspiracy”

As the backlash threatens tens of billions in projects, a number of prominent voices in the AI and crypto world seem to have settled on a pet theory. The claim, in brief: Chinese state actors are using bots, fake social media accounts, and dark-money-funded nonprofits to amplify local anger and slow America's AI buildout while China races ahead. Interior Secretary Doug Burgum is one proponent of this theory. Another is Investor Kevin O'Leary, who accused China of fomenting opposition to a Utah project he's backing. And in June 2026, OpenAI released a report saying it had banned a cluster of ChatGPT accounts, likely based in China, that were being used to generate content stoking U.S. data center opposition. Congressional Republicans have opened a probe.

This theory is convenient, but doesn’t address the real underlying concerns. Darren Linvill, a Clemson researcher who tracks foreign influence campaigns, has said China's AI-driven efforts so far have been "interesting but not effective," and made the commonsense point that the people protesting data centers are overwhelmingly real Americans with real grievances.

The data center literally in your backyard

If the core problem is that giant centralized data centers need enormous amounts of power and land in one spot — and that nobody wants one next door — a few companies are asking an obvious-in-hindsight question: why build one big box at all? What if you took the computing power and scattered it across thousands of ordinary houses, tapping the unused electrical capacity already sitting in residential neighborhoods?

That's the pitch behind a pilot from a San Francisco startup called Span, partnered with chipmaker Nvidia and homebuilder PulteGroup. The product is a liquid-cooled unit — roughly cabinet-sized, mountable on the outside of a house a bit like a fancy air-conditioning condenser — packed with Nvidia GPUs. They call it an XFRA node. The first units are going onto newly built Pulte homes, with a 100-home proof of concept slated for the second half of 2026 in Nevada or Arizona.

What’s in it for the homeowner ?

  • Subsidized-to-free utilities. Span has said it will cover the host's electricity and internet directly and charge them a flat monthly fee meant to land somewhere below a normal bill — and in the best-positioned homes, executives suggest power and Wi-Fi could even be provided for free.

  • Usage-based compensation Hosts earn additional pay tied to how much the node actually draws. Viral claims of ~$22,000 a year are the extreme best case, most homeowners would probably receive much less.

  • Home power backup protection The backup battery doubles as home power resilience during outages, with roughly the size and noise profile of an air conditioning unit.

What’s the investment play?

Unfortunately, for now, Span is a privately held company. We will obviously be watching this space closely and it’s possible that opportunities could emerge. Nvidia (NVDA) supplies the GPUs at the heart of the XFRA units, but it also supplies the chips for nearly every traditional data center on earth, so this particular project is a rounding error in its business. This centrality, however, does explain its stratospheric rise over the past several years.

The problems that Span doesn’t solve for

It's important to be honest about what this model doesn't solve. Spreading the compute power across a thousand houses doesn't mean it uses any less electricity. Those GPUs draw serious power whether they're humming in a huge warehouse or bolted to the side of a house, which means the same upward pressure on regional electricity demand still exists. The liquid cooling still needs water or coolant, now scattered across thousands of small units.

The electricity itself is only as clean as the local grid producing it, which in many places still means burning a ton of coal or natural gas. In other words, the “data center” goes away but the carbon footprint and increased energy costs for consumers definitely don’t.

Disclosure

Convivia Financial LLC is a registered investment advisor. This article is for general informational purposes only and reflects the author's opinions as of the date of publication, which are subject to change without notice. Nothing herein constitutes investment, legal, or tax advice, nor is it a recommendation, offer, or solicitation to buy, sell, or hold any security. All investing involves risk, including loss of principal. Past performance does not guarantee future results. Information from third-party sources is believed reliable but has not been independently verified. As of the date of publication, the Firm and/or its associated persons do not hold positions in the securities discussed. Registration as an investment advisor does not imply any particular level of skill or training. For more information about the Firm, including fees and conflicts of interest, please refer to our Form ADV Part 2A available upon request.

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