Why You're Wrong About the Datacenter Debate
Why does the backup look so busy?
There is a photograph circulating on Facebook of a golden cornfield at sunset, an old barn, a quiet country road, and a caption that says something like "not worth giving up an inch of this for a data center." It has thousands of shares. It is also fake. The field was generated by a model. The barn never existed. In some versions the state outline is wrong, the protest sign reads "PRESERVE BEFORE CLOUDS," and a Pennsylvania scene flies a New York flag.
If you are angry about data centers, that image was built to move you. If you are excited about AI and annoyed at the people fighting it, the same image was built to move you too, because nothing performs better than an anti-AI message that was obviously made with AI. You will share it to mourn the farm. Someone else will share it to mock the hypocrisy. A third person will share it because the barn is pretty. The post wins every time. Nieman Lab described this loop cleanly: an anti-AI post made with AI collects engagement from people who believe it, people who agree with the sentiment, and people furious about the contradiction. [1]
That is the debate you are in. Most of what you think you know about data centers arrived through a machine optimized to make you click, not to make you correct. And the uncomfortable thing I want to argue here is that both camps have been played. The people who hate data centers are being fed a farmer fable engineered for their sympathies. The people who love them are ignoring a fossil-fuel and permitting story that is genuinely alarming. You can be manipulated and still be partly right. You can be on the "winning" side of the buildout and still be defending something indefensible.
Let me take both sides apart.
The farmer was bait
Start with the side I expect to be angriest at me, because the manipulation there is more documented and more insulting to the people it targets.
The dominant anti-data-center story is agrarian. It is about land. A family farm, generations deep, a developer with a checkbook, a refusal to sell, a way of life under threat from a faceless tech giant. It is a good story. It has a real seed: in northern Kentucky, the family behind a Mason County farm did decline a roughly $26 million offer tied to a proposed data center, and local station WKRC reported it straight. [2]
Then the story left the world of facts. The Atlantic traced how that single Kentucky case mutated into fake state-specific versions across Alabama, Pennsylvania, and elsewhere, with the dollar amount, the acreage, the gender of the farmer, and the location all shifting from post to post. At one point a commenter tried to "correct" an Alabama version by citing the details of a different state's version, which means the rumor had already detached from any real event and become folklore. [3]
This is not an accident of the internet. A real local story becomes a moral fable. SEO content sites rewrite the fable with escalating language about feeding the nation and the AI land grab. The rewritten fable becomes a prompt template. The template becomes state-targeted AI imagery. The imagery feeds Facebook pages built for engagement. Fast Company found identical "not worth giving up an inch" crop-field images across pages themed for California, South Dakota, and Utah. [4] Racket found a page called "Minnesota Roots" posting generic local nostalgia and then sliding anti-data-center AI images into the feed, and cited 404 Media's finding of near-identical content running from Texas to Idaho. [5]
Why farms? Because the people most reachable by an anti-corporate, anti-Big-Tech message tend to hold a specific emotional bundle: a reverence for small agriculture, a distrust of consolidation, a sense that the land means something the market cannot price. That is a defensible worldview. It is also a targeting profile. The slop does not pick cornfields because cornfields are the real issue. It picks them because that image walks straight past the analytical part of a sympathetic reader's brain. The grass-seed and ornamental-flower fields near Hillsboro, Oregon, the ones featured in this kind of coverage, are not food security. They are a land use with their own water, chemical, and opportunity costs. But "tulips" and "grass seed" do not trigger the reflex. "The family farm" does.
The Abilene Stargate campus, at full buildout, is expected to cover about 1,100 acres, larger than New York’s 843-acre Central Park.
There is a layer above the slop that is more serious and easier to overstate, so I will be precise about it. OpenAI says it disrupted a small PRC-linked influence operation it named "Data Center Bandwagon." Accounts that likely originated in China used ChatGPT to generate social-media comments and images, posed as Americans, and pushed the claim that AI data centers were driving up household electricity bills. [6] That is real foreign interference in this exact debate. But OpenAI's own investigator, Ben Nimmo, described it as an operation jumping onto a pre-existing American argument rather than creating it, and Business Insider reported the campaign was small, short-lived, and drew little to no authentic engagement. [7]
Hold both halves of that. Foreign-linked actors are probing this narrative space. They are not the source of the opposition, and anyone who tells you the data-center backlash is a Chinese psyop is selling you the mirror-image manipulation. NPR member station WUSF reported that the evidence for a coordinated Chinese campaign to stop U.S. data centers remains thin beyond OpenAI's limited finding, and that a Clemson disinformation researcher had not found much, noting China's state media seems more interested in promoting its own data centers than in changing American minds about local projects. [8] Meanwhile three House Republicans asked the FBI to investigate "billionaire-backed activism" and foreign influence behind the opposition, leaning on reports from the Bitcoin Policy Institute and a pro-fossil-fuel group, and the Ways and Means chair floated stripping tax-exempt status from nonprofits organizing protests. [9][10]
See what happened there. The "China is behind it" frame is itself a political instrument. It converts a debate about land, power, water, and permitting into a debate about loyalty, and it lets the industry avoid every hard question by implying its critics are dupes or agents.
So if you are anti-data-center, here is the part that should sting. The strongest version of your concern is being crowded out by the dumbest version of it. The "23 atomic bombs of heat every day" meme, which Utah's Deseret News labeled "slopaganda," is optimized for alarm, not understanding. [11] Every share of a fake farmer story spends credibility you will need later, when you want a county commissioner to take a real emissions permit seriously. The slop is not on your side. It is on its own side, which is the engagement economy, and that economy profits whether or not a single data-center deal ever improves.
None of that means the underlying worry is invented. Gallup found that seven in ten Americans oppose having an AI data center in their local area, with 48 percent strongly opposed. [12] That sentiment is broad, real, and locally grounded. The manipulation sits on top of it. Which brings me to the people who think this whole backlash is hysteria.
The boosters have a blind spot, power generation
If you are pro-data-center, you have probably enjoyed the last few pages. A fake barn, a recycled farmer, a foreign troll farm, a credulous public. It fits what you already believed: that the opposition is emotional, innumerate, and astroturfed, and that the buildout is the necessary infrastructure of an AI economy that will, as the founders like to say, help cure disease and solve climate change.
Most of that critique of the opposition is fair. But it has let the industry's defenders skip past the part of this story that should worry them most, which is how the power actually gets made.
Walk through what is being built in Abilene, Texas, because it is the flagship and it is documented. Stargate is an OpenAI-anchored AI data-center campus, developed with Oracle and Crusoe, planned across about 1,100 acres, which is larger than Central Park's 843. [13] The first buildings are operational. [14] That part is ordinary. Here is the part that is not.
“Backup” looks different through a thermal camera.
The site does not simply draw power from the Texas grid. It generates its own, on campus, by burning natural gas. Reporting from Floodlight and PBS describes a site that already runs gas turbines and dozens of diesel backup generators, with developers seeking to expand to 51 gas turbines and 80 backup diesel generators. [15] Equipment deals reported by Data Center Dynamics describe 29 GE Vernova turbines totaling about 1.015 gigawatts, and the project's onsite generation has been discussed at well over 1.7 GW at full expansion, with emissions estimate above 7.8 million tons of greenhouse gases a year, roughly the tailpipe output of around 1.7 million cars. [16][13] A gas turbine, for the record, is a jet engine bolted to a generator. The plan is to park a fleet of them next to a data center and run them.
This is not one rogue site. It is the leading edge of a pattern called behind-the-meter generation, which means a private power plant built to serve a single customer rather than feeding the public grid. RBC Capital Markets counted roughly 101 GW of behind-the-meter natural-gas capacity announced by data-center developers in the U.S. as of 2026, with more than 57 GW tied to disclosed equipment orders. [17] In Texas specifically, a Global Energy Monitor analysis found that nearly half of upcoming gas projects, about 40 GW, are planned to power data centers directly. [18] WIRED reported that gas projects explicitly linked to data centers rose roughly twenty-fivefold over two years. [19]
Now sit with the contradiction. The companies building these campuses are the same companies that announce clean-energy and net-zero commitments at every product launch. The near-term reality being poured in concrete is gas. Experts interviewed by Floodlight put the timeline plainly: it will likely be at least 2028 before renewables power AI at real scale, and new nuclear is a decade or more out. [13] The clean-AI future is being financed by a fossil-fuel present, and the boosters keep citing the future as if it were already here.
Behind-the-meter generation has a genuine upside, and I will not pretend otherwise. It can relieve a strained grid and spare ordinary ratepayers from interconnection queues and cost-shifting. But it moves a major power plant inside a private campus, where it falls under local air permitting and away from public visibility. And the permitting is where the booster story collapses.
Consider how Stargate's early authorizations reportedly happened. Kathryn Guerra, who spent years at the Texas Commission on Environmental Quality before joining the watchdog group Public Citizen, describes a pathway called a permit by rule. [13] A permit by rule is a light-touch, activity-specific authorization meant for things like autobody shops and dry cleaners, the kind of small operation that does not warrant a full public review. [20] Many of these authorizations carry no public notice and no public participation. Guerra's critique is direct: a fast process that fits a laundromat is the wrong instrument for what may become one of the largest fossil-fuel power systems in the state. The pattern she names is "small first, big later," where a project secures a foothold under a minor authorization and then files for the larger permits once construction is underway and the facility is much harder to stop.
If you think that is a one-off, look at Memphis. Elon Musk's xAI built its Colossus supercomputer campus across the state line in Southaven, Mississippi, to power the Grok chatbot. To energize it quickly, xAI parked gas turbines on tractor-trailers and argued they were temporary, mobile sources that did not need air permits. [13] Floodlight's thermal-drone footage showed more than a dozen turbines running. [21] Mississippi Today reported the state environmental agency later confirmed 46 turbines operating without air permits, and the NAACP sued, seeking an injunction. [22] The Southern Environmental Law Center called it, flatly, an illegal power plant, citing smog-forming pollution, soot, and formaldehyde, built with no public input. [23]
Thermal drone footage shows heat plumes rising from the temporary power units.
Temporary gas turbines and industrial support equipment at xAI’s Memphis data center site.
These two cases are not the same, and I want to be fair about the distinction. Stargate appears to be operating within authorizations it actually holds, and the question there is whether those authorizations fit the scale. xAI's situation is the adversarial one, where regulators, the NAACP, and environmental lawyers allege the turbines ran with no permits at all. Blending them would be sloppy. But together they describe a new category of project where compute, power generation, air permitting, and local land use collapse into a single private campus, often moving faster than the public process built to govern any one of those things.
And the burden of all this lands on specific lungs. Gas turbines emit nitrogen oxides, volatile organic compounds, and fine particulate matter linked to asthma, heart attacks, and premature death. An independent analysis commissioned around a Virginia data center's onsite power system estimated $53 million to $99 million a year in health damages in Loudoun County. [24] Researchers at Caltech and UC Riverside estimated that backup generators and related pollution from Northern Virginia's data-center cluster carried public-health costs in the range of $190 million to $260 million a year, with effects traveling well beyond the fence line. [25] In Southaven, a severely asthmatic resident told reporters her family emptied their house over pollution fears. [13] You can dismiss a fake cornfield. You cannot dismiss an asthmatic kid living next to 46 jet engines.
The water and heat numbers deserve the same discipline, including discipline against the activists' own exaggerations. The PBS video claimed Texas data-center water use could rise 9 percent by 2030, and that figure is wrong. The defensible numbers are different: HARC estimates Texas data centers could reach up to 2.7 percent of statewide water use by 2030, while a UT Austin report projects 3 to 9 percent by 2040. [26][27] The honest version of the concern is still serious. The inflated version just hands the boosters an easy rebuttal.
The argument both sides were never given
Step back and look at what the slop machine and the booster spin have jointly accomplished. They have replaced the question that actually decides whether a data center helps or harms a community with two cartoon questions: "are they stealing our farms?" and "are the haters just Luddites?" Neither one tells a county commissioner what to do on a Tuesday night when a developer wants a vote.
The question that does is deal quality.
A data center is a financing and infrastructure problem with time on the x-axis, and the same facility can be a windfall or a wound depending on the negotiated terms. Compare two real places. In Hillsboro, Oregon, an enterprise-zone program grants a 100 percent property-tax abatement on new equipment for three to five years, and Good Jobs First found Oregon schools lost almost $275 million to abatements in 2024, with the Hillsboro district alone losing $128 million. [28] That sounds like a pure giveaway until you read the rest: the abatement expires, the assets then enter the tax rolls, and the city reports that in 2025 its data-center entities still paid about $61.1 million in taxes plus a stack of fees, and that a 2025 state law created a special rate class so large electricity users cover the grid costs they impose rather than pushing them onto households. [29] Those are the city's own claims, and they deserve to be tested rather than trusted. But they change the object under inspection.
In Quincy, Washington, the long version of the same story has already played out. Washington's Data Center Workgroup found that the assessed value of Grant County's top ten taxpayers rose from about $313 million in 2006 to about $6.14 billion in 2025, taxes paid by those ten rose from about $4.25 million to about $54.27 million, and the expanded base helped fund a water-reuse system, a wastewater plant, schools, a hospital, a city hall, and a fire station. [30] Meanwhile economist Michael Hicks studied Texas data centers and found almost no measurable effect on local employment or incomes, and argued the statewide incentives are not justified by the evidence. [31]
Read those together and the cartoon collapses. Some deals convert low-tax farmland into a durable industrial tax base. Some are thin subsidies for companies that would have built in the region anyway. Some are fine for a city budget and brutal for a school district. The category is too varied for one moral template, which is precisely why a fake cornfield and a "they're all Luddites" tweet are both worthless as guides.
So here is what I want from you, whichever side you walked in on. Stop sharing the barn. Stop forwarding the troll-farm talking points about who funds the protests. Start asking the questions the slop was designed to bury. What is being abated, for how long, and what enters the tax rolls afterward? Who pays for the grid upgrades and the water? Is the onsite power plant permitted for what it actually is, or did it slip through a process meant for a dry cleaner? What are the real emissions, and who breathes them? What enforceable obligations and clawbacks exist if the jobs never arrive?
A good data-center deal makes the company pay for the infrastructure it needs, ring-fences households from utility cost-shifting, permits its power generation honestly, and leaves the community with a stronger balance sheet after the cranes leave. A bad one absorbs a town's land, power, water, and air while handing back a press release and a fake photograph of a field that never existed.
You were told this was a fight about farmers. It was never about farmers. It is about who pays, who breathes, and who decided, and almost nobody is showing you that ledger because outrage and triumphalism both pay better than arithmetic.
Sources
[1] Nieman Lab, "How much of data-center activism on Facebook is really AI slop?" https://www.niemanlab.org/reading/how-much-of-data-center-activism-on-facebook-is-really-ai-slop/
[2] WKRC Local 12, northern Kentucky family declines $26 million bid as data-center plans advance. https://local12.com/news/local/northern-kentucky-family-declines-26-million-bid-data-center-plans-advance-maysville-ai-tech-technology-construction-farm-farmland-property-deal-purchase-sell-google-meta-amazon-mason-county-market-value-cincinnati
[3] The Atlantic, "Data centers activism AI slop." https://www.theatlantic.com/technology/2026/06/data-centers-activism-ai-slop/687396/
[4] Fast Company, AI slop Facebook content pages and anti-data-center memes. https://www.fastcompany.com/91544842/ai-slop-facebook-content-pages-anti-data-center-memes
[5] Racket, "What's the deal with the anti-data-center AI slop that's all over Facebook?" https://racketmn.com/whats-the-deal-with-the-anti-data-center-ai-slop-thats-all-over-facebook
[6] OpenAI, PRC-linked influence operations and AI debates. https://openai.com/index/prc-linked-influence-operations-ai-debates/
[7] Business Insider, OpenAI China data-centers influence campaign. https://www.businessinsider.com/openai-china-data-centers-influence-campaign-2026-6
[8] WUSF, the theory that China funds data-center haters. https://www.wusf.org/2026-06-10/the-theory-taking-the-rich-by-storm-china-funds-data-center-haters
[9] Data Center Dynamics, trio of Republicans call for FBI investigation into data-center opposition. https://www.datacenterdynamics.com/en/news/trio-of-republicans-call-for-fbi-investigation-into-data-center-opposition/
[10] NOTUS, Ways and Means investigating anti-data-center nonprofits and China claims. https://www.notus.org/congress/ways-and-means-investigating-anti-data-center-nonprofits-china
[11] Deseret News, "Don't fall for data center slopaganda." https://www.deseret.com/opinion/2026/05/23/dont-fall-for-data-center-slopaganda/
[12] Gallup, Americans oppose AI data centers in their area. https://news.gallup.com/poll/709772/americans-oppose-data-centers-area.aspx
[13] PBS Terra / Floodlight, "We Saw What AI Data Centers Don't Want You to See," Overview, Season 3 Episode 4. https://www.pbs.org/video/we-saw-what-ai-data-centers-dont-want-you-to-see-n1ewcf/
[14] Data Center Dynamics, Crusoe's Abilene data center officially live, serving Oracle and OpenAI's Stargate. https://www.datacenterdynamics.com/en/news/crusoes-abilene-data-center-officially-live-serving-oracle-and-openais-stargate/
[15] Floodlight, "Video: How the AI boom is powered by legal loopholes and secret deals." https://floodlightnews.org/video-how-the-ai-boom-is-powered-by-legal-loopholes-and-secret-deals/
[16] Data Center Dynamics, Parker Hannifin to supply more than 1GW of natural-gas turbines to Stargate's Abilene campus in Texas. https://www.datacenterdynamics.com/en/news/parker-hannifin-to-supply-more-than-1gw-of-natural-gas-turbines-to-stargates-abilene-campus-in-texas/
[17] RBC Capital Markets, "Natural gas powers the data center boom." https://www.rbccm.com/en/insights/2026/05/natural-gas-powers-the-data-center-boom
[18] Insurance Journal, "Texas Data Centers to Rely on Gas Power Plants." https://www.insurancejournal.com/news/southcentral/2026/02/03/856678.htm
[19] WIRED, "Data Centers Are Driving a US Gas Boom." https://www.wired.com/story/data-centers-are-driving-a-us-gas-boom/
[20] TCEQ, "Air Permits by Rule." https://www.tceq.texas.gov/permitting/air/permitbyrule/air-pbr
[21] Floodlight, "A different set of rules: Thermal drone footage shows Musk's AI power plant flouting clean air regulations." https://floodlightnews.org/thermal-drone-footage-musk-ai-plant-epa-rules/
[22] Mississippi Today, "xAI now has 46 gas turbines without air permits." https://mississippitoday.org/2026/05/11/xai-46-gas-turbines-no-air-permits/
[23] Southern Environmental Law Center, "xAI built an illegal power plant to power its data center." https://www.selc.org/news/xai-built-an-illegal-power-plant-to-power-its-data-center/
[24] Piedmont Environmental Council, on-site power at Virginia data center could result in $53 million-$99 million in annual health damages. https://www.pecva.org/resources/press/press-release-new-study-finds-on-site-power-at-virginia-data-center-could-result-in-53-million-99-million-in-annual-health-damages/
[25] Caltech, "Air Pollution and the Public Health Costs of AI." https://www.caltech.edu/about/news/air-pollution-and-the-public-health-costs-of-ai
[26] HARC, "Texas Data Center Boom Could Consume Up to 161 Billion Gallons of Water Annually by 2030." https://harcresearch.org/news/texas-data-center-boom-could-consume-up-to-161-billion-gallons-of-water-annually-by-2030/
[27] UT Austin, "Data Centers Are Growing in Texas, But Big Questions Remain About Water Use." https://news.utexas.edu/2026/05/06/data-centers-are-growing-in-texas-but-big-questions-remain-about-water-use/
[28] Good Jobs First, "Oregon schools losing $275 million per year to corporate tax abatements." https://goodjobsfirst.org/oregon-schools-losing-275-million-per-year-to-corporate-tax-abatements/
[29] City of Hillsboro, Data Centers FAQ. https://www.hillsboro-oregon.gov/community/data-centers
[30] Washington Department of Revenue, Data Center Workgroup findings. https://www.dor.wa.gov/sites/default/files/2025-09/AdoptedTabledFindingsPostJul28Mtg.pdf
[31] Indiana Citizen, "Hicks commentary: A data center study." https://indianacitizen.org/hicks-commentary-a-data-center-study/
