Horizon Accord | Data Center Tax | Infrastructure Governance | Machine Learning
The Pattern Before the Policy
Data centers were built into public dependence before the public finished negotiating the terms. Now every correction looks like an attack.
On June 30, 2026, Governor Abigail Spanberger signed Virginia's two-year budget into law. Inside a roughly $205 billion spending plan sat a first-in-the-nation measure: a tax of $0.011 per kilowatt-hour on the electricity that data centers consume, effective the next day. The levy is capped near $600 million a year, expires in 2028, and leaves the industry's far larger equipment tax break untouched.
The industry's reaction was immediate. Its national trade association, the Data Center Coalition, called the compromise a break in the Commonwealth's commitment and said the message to business was unmistakable: Virginia was no longer a reliable partner. Days later, the president of the Loudoun County Chamber of Commerce published an op-ed warning that the state was damaging its own reputation by singling out a successful industry.
Both responses rest on the same buried premise. They treat the tax as the disruption — a sudden change to settled rules. This essay is not about whether the tax is wise. It is about the sequence that made a corrective fiscal decision feel like an ambush in the first place.
The Accurate Half
The industry's argument is not false. That is what makes it work. Data centers do employ people and widen the tax base, and the figures the Chamber cites are real numbers. But a claim can be accurate in every particular and still function as misdirection — not by lying, but by governing which facts reach the reader and which conditions stay off the page.
Look at what the op-ed shows and what it routes around. It shows jobs, investment, and a successful industry singled out for a new tax. It moves past the fiscal pressures that produced the tax, the grid and water and land costs the buildout pushed onto the public, and the order in which all of it occurred — the entire left side of the ledger it invokes. Each sentence is true. The composition is the argument.
So the question is not whether data centers create jobs. They do, and saying so costs the industry nothing, because that fact was never the one in contest. The question is why an attempt to price some of the costs these facilities shift onto public systems is received as an assault on success. To answer it, you have to look at the part of the record the industry's own numbers are arranged to skip — the sequence.
The Sequence
Virginia is a clean worked example because every step is on the public record. First came the incentive. Qualifying data centers are exempt from state sales and use tax on their equipment if they invest at least $150 million and create fifty jobs — or, in distressed localities, $70 million and ten jobs. That exemption now costs the Commonwealth more than a billion dollars a year in forgone revenue.
Then came the buildout. Northern Virginia's "Data Center Alley," centered on Ashburn in Loudoun County, became the largest such market on Earth — more than 4,900 megawatts of capacity by early 2025, an estimated seventy percent of global internet traffic passing through it, and $48.5 billion in investment self-reported by operators in 2025 alone.
Then the costs surfaced: grid strain, rising residential electricity bills, water draw, and noise. The same 2026 budget that created the tax also directed the Department of Environmental Quality to study data center impacts and to write new rules on water use in scarcity areas and on noise.
Only at this point — with the load already built, already indispensable — does the state reach for a tax. And the moment it does, the correction is named an attack: you're changing the rules. That phrase is the pattern's signature. By the time the public moves, the industry is no longer a proposal to be weighed. It is a dependency: jobs, tax base, and the physical backbone of the internet. More precisely, it is memory infrastructure: the physical system through which private actors store, process, and retain institutional records at civilizational scale. Every adjustment after that point is negotiated from weakness.
The Tell
The clearest evidence that dependence set the terms is what Virginia declined to do. Lawmakers left the much larger equipment exemption — the one worth over a billion dollars a year — fully in place. Reporting on the negotiations describes the reluctance plainly: revisiting the exemption before its scheduled expiration was seen as a risk to Virginia's reputation as a stable place to invest. So the state reached instead for a smaller, temporary consumption tax carrying a 2028 sunset.
Read that carefully. The correction was shaped by the very dependence it was meant to address. A state that cannot reopen a subsidy without being accused of betraying an industry has already conceded most of the negotiation. The rebalancing is real, but it is bounded — in size and in time — by the leverage the industry accumulated while the rules were still unwritten.
Not a Virginia Story
If this were only Virginia, it would be a local story about one budget fight. It is not. In the same window of 2026, Illinois directed the state to pause new data center incentive agreements as of July 1. Ohio paused new data center tax breaks after disclosing that its exemption had cost roughly $1.6 billion in 2025, many times the state's own forecast. Arizona enacted a three-year moratorium on its data center sales-tax exemption. Georgia passed a suspension of its data center tax exemption before the governor vetoed the measure. By mid-2026, more than twenty-five states were advancing data-center legislation of one kind or another.
Five legislatures, five different mechanisms — a tax, a pause, a moratorium, a suspension, a study — and one shared position underneath all of them: each is trying to rebalance terms after the buildout, not before. The mechanisms differ. The timing does not. When independent actors with different politics arrive at the same corrective posture in the same season, the cause is not any one state's local dispute. It is a common sequence that delivered all of them to the same place at the same moment.
The Question Underneath
The durable question is not the rate. It is the order of operations. Across the country, jurisdictions are negotiating the terms of essential infrastructure only after that infrastructure has become too important to refuse. This reverses the normal order of democratic bargaining, in which a community sets the conditions and then the building follows.
It is a theme this publication has returned to across other domains: the cheapest time to write the rules is before the project arrives. Once dependence has formed, the arithmetic inverts. Every attempt to set terms that were never set can be reframed as an attack on success — and, reliably, it is.
That is why the Chamber's complaint matters less as a local objection than as a diagnostic signal. The sequence is the evidence. Whether a society should negotiate the terms of critical infrastructure before dependence or after is not a question this essay resolves. It is only the question the pattern keeps asking — in Richmond, in Springfield, in Phoenix, in Atlanta — and the one the next buildout will ask again, in whichever state is competing hardest today to host it.
Sources
- Cardinal News · June 22, 2026 General Assembly passes a budget, consumption tax for data centers included — details of the $0.011/kWh rate, the $600M cap, the exemption thresholds, and the Data Center Coalition response. cardinalnews.org
- Williams Mullen · June 2026 Virginia Budget Creates New Electricity Consumption Tax for Data Centers — legal analysis confirming the July 1, 2026 effective date, preservation of the sales and use tax exemption, and September 2026 first collection. williamsmullen.com
- Virginia Mercury · June 22, 2026 Virginia legislators advance $205 billion budget including new tax on data centers — budget figures and revenue mechanics. virginiamercury.com
- Kiplinger · July 2026 Virginia Approves First-of-Its-Kind Data Center Power Consumption Tax — reputation-risk framing around the exemption and the DEQ regulatory role. kiplinger.com
- Tech Times · July 3, 2026 Virginia Data Center Electricity Tax Starts — scale of Data Center Alley and the multi-state actions in Illinois, Ohio, Arizona, and Georgia. techtimes.com
- Associated Press · May 28, 2026 Ohio suspends data center tax break as tech firms face pressure to pay the cost to power AI — corroborates the roughly $1.6 billion 2025 exemption cost, many times the state forecast, and Governor DeWine's pause on new applicants. usnews.com (AP)
- Bloomberg Tax · June 2026 Arizona Data Center Tax Incentive Pause Signed by Governor Hobbs — corroborates the three-year moratorium on the state's data center sales-tax exemption, running July 1, 2026 through June 30, 2029. news.bloombergtax.com
- Georgia Recorder · May 8, 2024 Governor vetoes pausing data center tax breaks — corroborates that Georgia's General Assembly passed a two-year suspension of the data center sales-tax exemption (HB 1192) before Governor Kemp vetoed it. georgiarecorder.com
- Virginia Business · June 2026 Virginia budget with data center tax moves to Spanberger's desk — Spanberger's statement and industry reaction. virginiabusiness.com
