The Deception Behind Alberta’s “Digital Refineries”

How Alberta is laundering data centres through the language of refineries, sovereignty and public benefit

I have often argued that while governments are still drafting laws around “artificial intelligence,” the industry is already moving beyond the term.

The systems become foundation models, advanced computing, machine learning, digital infrastructure, agentic tools or automated decision systems. The buildings that power them become cloud campuses, compute facilities, sovereign infrastructure or innovation hubs.

Some of these terms describe real technical distinctions. But the constant movement of language also has a political and regulatory advantage: by the time governments define and regulate one term, the industry has divided itself into several others.

The technology changes quickly. The vocabulary changes even faster. That is why Alberta’s decision to begin calling data centres “digital refineries” deserves more attention than it has received. This is not simply a colourful metaphor. It is a remarkably sophisticated piece of political copywriting.

For generations, Canadians have been told that we are too willing to export raw resources and buy back the more valuable finished products. We ship away logs and import furniture. We export crude oil and purchase refined fuels. We provide the raw materials while corporations and workers elsewhere capture the processing, expertise, ownership and profit.

The demand to refine more of Canada’s resources at home has crossed ideological lines.

Supporters of the oil and gas industry have called for Canadian refineries as a way to create jobs, increase energy security and retain more of the value produced from Canadian resources. Even some people who oppose continued fossil-fuel expansion have supported domestic refining on the grounds that, for as long as oil is still being used, Canada should exercise more control over how it is processed, transported and regulated.

A refinery therefore carries a powerful political meaning in Alberta.

It suggests value added at home.

It suggests Canadian jobs.

It suggests greater control over a Canadian resource.

It suggests that instead of exporting something raw and buying it back at a premium, Alberta will retain more of the economic benefit.

Calling data centres “digital refineries” attaches all of that emotional and political meaning to an industry that may do precisely the opposite.

A Metaphor Built Around Control

Alberta’s own explanation is revealing. The province says a data centre “refines” Alberta’s natural gas in stages: gas becomes electricity, electricity becomes computing power, and computing power becomes what the government calls “intelligence”—the answers, predictions and tools the world is buying.

It is a clever narrative.

Alberta is no longer merely exporting gas. It is supposedly processing that gas into a more valuable product before sending it to global markets. Data centres become the digital equivalent of the refineries Canadians have long demanded.

That analogy collapses as soon as we ask who owns the raw material being refined—and who owns the finished product.

If Alberta’s metaphor is based on natural gas, then the data centre itself is not really the refinery. The generating plant is.

Natural gas is burned to produce electricity. The electricity is then consumed by servers, just as it is consumed by factories, warehouses, shopping centres, office towers and every other electricity-dependent business.

Using fossil-fuel-generated electricity does not transform every commercial operation into a refinery.

A supermarket is not a refrigerated refinery.

A casino is not an entertainment refinery.

A cryptocurrency mine is not a financial refinery.

A petrochemical company may actually transform hydrocarbons into new physical products. A data centre consumes electricity to perform computation. Calling that process “refining natural gas” stretches the term so far that nearly every revenue-generating enterprise in Alberta could be described as a refinery.

If the word applies to everything that uses electricity to create something commercially valuable, it no longer describes a particular industrial process. It becomes branding.

Whose Raw Material Is It?

Perhaps the province is referring not to natural gas but to data as the raw product. That interpretation creates an even deeper problem.

Much of the data processed in AI facilities is not an Alberta-owned natural resource. It consists of human work, personal information, public records, photographs, writing, music, software, research, conversations, behavioural traces and cultural material produced by people around the world.

The raw material is often not owned by the province hosting the servers. It may not even be meaningfully controlled by the people who created it.

Generative AI systems are developed through the collection and processing of enormous datasets, model training and continued system management. Canada’s voluntary code for advanced generative AI explicitly recognizes dataset collection and processing as part of developing these systems.

So what does Alberta control in this supposed refinery?

Not necessarily the data.

Not necessarily the model.

Not necessarily the intellectual property.

Not necessarily the platform through which the product is sold.

Not necessarily the customers.

Not necessarily the resulting revenue.

The province may host the building and supply the land, gas, electricity, water and infrastructure, while foreign corporations control both the raw informational material and the high-value digital products produced from it.

That is not the economic relationship Canadians traditionally mean when they demand domestic refining. It is almost its inverse.

Less Control, Not More

A Canadian-owned refinery processing Canadian oil could, at least in principle, increase domestic control over a Canadian resource and its resulting products. A foreign-owned data centre does not necessarily give Canadians greater control over data simply because the servers are located in Alberta.

Physical location is not the same as ownership.

A company can operate servers in Alberta while its parent corporation, intellectual property, model governance, customer contracts and strategic decision-making remain elsewhere. Alberta may gain construction spending, property-tax revenue and some permanent employment, but that does not mean Canadians control what is being processed or what emerges from the facility.

Indeed, the push for sovereign AI in Canada exists partly because policymakers recognize the risks of depending on foreign computing infrastructure, foreign models and foreign-controlled data systems. Canada’s 2026 national AI strategy emphasizes domestic foundations in compute, data, talent and infrastructure and the importance of keeping intellectual property anchored in Canada.

Alberta’s current promotional language blurs that distinction. It treats computing capacity located in Alberta as though it automatically becomes Alberta computing capacity. It treats economic activity occurring within the province as though the province therefore owns or controls the resulting value.

It does not.

Hosting someone else’s industrial infrastructure is not the same as possessing technological sovereignty. Providing cheap energy to foreign technology corporations is not the same as developing a Canadian technology industry. And refining Alberta’s natural gas into electricity that powers foreign-owned computation is not the same as refining a Canadian resource into a Canadian-owned product.

The Politics of a Familiar Word

That is what makes “digital refinery” such effective language. “Data centre” has become politically difficult. The public increasingly associates the term with enormous electricity demand, water consumption, noise, industrial land use, fossil-fuel generation, transmission expansion, foreign ownership, limited permanent employment and public subsidies.

The words now carry questions the industry would prefer not to answer.

How much electricity will it consume?

Where will the water come from?

Who will own the land?

Will residential customers subsidize new generation or transmission?

How many permanent jobs will remain after construction?

Who owns the data and models?

Where do the profits go?

What happens when the equipment becomes obsolete or the company leaves?

“Digital refinery” does not answer those questions. It changes the emotional setting in which they are asked. It takes an unfamiliar, increasingly controversial industry and places it inside a familiar Alberta story: natural resources, value-added processing, pipelines, jobs and global exports.

It also allows opposition to be framed in familiar terms. Anyone questioning hyperscale data centres can be portrayed as opposing investment, natural-resource development or Alberta’s ability to move up the value chain.

The metaphor does political work before the first project is examined.

The Refinery That Does Not Own Its Product

A conventional refinery receives a defined feedstock and produces identifiable products: gasoline, diesel, jet fuel, asphalt, petrochemical inputs and other commodities. The owner can identify the material entering the facility, the products leaving it, the volume processed and the markets served.

What exactly leaves a “digital refinery”?

Computational capacity may be used to train an AI model, host a streaming service, run financial transactions, operate cloud software, process surveillance data, mine cryptocurrency, serve advertising systems or support an application that has not yet been developed.

The product is not necessarily owned in Alberta. It may not even be sold in Alberta.

The economic value may reside in a proprietary model, an overseas platform, a licensing arrangement or a global customer network completely detached from the community providing the energy and land. Alberta is therefore being asked to celebrate the presence of the machinery without establishing ownership of the product. That would be like calling a foreign-owned pipeline terminal a refinery because valuable material passes through it.

If Fossil-Fuel Use Is the Standard, Everything Is a Refinery

The government’s definition also creates an obvious logical problem. If natural gas becomes electricity, and electricity powers an activity that produces revenue, then virtually every business connected to Alberta’s gas-dominated electricity system could be called a refinery.

Banks refine gas into financial transactions.

Hospitals refine gas into medical care.

Television studios refine gas into entertainment.

Office buildings refine gas into consulting reports.

Restaurants refine gas into meals.

The description tells us almost nothing about what a data centre actually does. Its purpose is not classification. Its purpose is association. It borrows the language of domestic resource processing without demonstrating domestic ownership, control or retained value.

The term encourages Albertans to see the projects as the answer to an old economic complaint while distracting from the possibility that they reproduce that complaint in a new form.

Once again, Alberta may supply the raw physical resources.

Once again, multinational corporations may control the infrastructure and the market.

Once again, the highest-value products may be owned elsewhere.

And once again, Albertans may be asked to accept the environmental burden and long-term risk because gross investment is being presented as public benefit.

Call Them What They Are

Data centres are industrial computing facilities. Some may provide genuine public and economic benefits. Some may support Canadian research, domestic businesses, public institutions and Canadian-owned intellectual property. Others may function primarily as foreign-owned extractive enclaves: consuming Alberta’s land, water, gas and electricity while delivering computational capacity and profits to corporations elsewhere.

Those distinctions cannot be resolved through metaphor. They require disclosure.

Who owns the project?

Who owns the land?

Who controls the water allocation?

Who pays for generation and transmission?

Who owns the data being processed?

Who owns the models and intellectual property produced?

What computing access is reserved for Canadians?

What profits remain taxable in Canada?

Can the generating assets, water rights or land be separated from the data-centre operation and sold independently?

What happens when the servers are obsolete and the owner leaves?

Until Alberta can answer those questions, “digital refinery” should be understood for what it is: not an industrial category, but a political sales pitch. It takes a word Canadians associate with greater ownership and control over our resources and attaches it to projects that may give us less control over both the physical resources going in and the digital products coming out.

That is not value-added development simply because the government says the word “refinery.” It is linguistic value added: taking a controversial industrial project, processing it through familiar Alberta mythology, and selling it back to the public as something we have been demanding all along.

The Language Around the Metaphor

“Digital refinery” does not stand alone. It sits inside an entire copywriting architecture designed to make hyperscale data centres appear familiar, inevitable, low-risk and inherently beneficial before many of the relevant public-policy questions have been answered.

The Alberta government website does not simply describe the industry. It repeatedly narrows concerns, supplies reassuring conclusions and substitutes emotionally powerful language for project-specific evidence.

The pattern begins with the site’s deceptively simple definition of a data centre:

“A warehouse full of computers.”

That description places everything from a modest data-storage facility to a gigawatt-scale AI computing campus inside the same familiar category. The site then explains that Albertans already use data centres for email, photographs, streaming, banking and medical records.

Only afterward does it acknowledge that AI facilities require vastly more power, describing them as the “same concept” with a “much bigger engine.”

But the difference may not simply be one of scale.

At a certain point, electricity demand, dedicated power generation, transmission infrastructure, gas supply, land assembly, cooling systems and cumulative regional effects can transform a familiar commercial building into a major industrial complex.

A family car and an oilsands haul truck also share a basic concept. That does not mean they belong in the same regulatory category.

The wording minimizes a qualitative change by presenting it as merely quantitative.

“Built to Think”

The site contrasts traditional data centres, which supposedly store information, with AI data centres that are “built to think.” That is promotional anthropomorphism, not a neutral technical description.

AI systems calculate relationships within data, optimize models and generate outputs. Calling this “thinking” elevates computation into something resembling human intelligence without addressing what the systems actually do, how reliable their outputs are, whose data they use or who controls the resulting models.

The word also prepares the reader for the site’s central transformation: natural gas becomes electricity, electricity becomes computing power, and computing power becomes intelligence.

Once computation has been relabelled “intelligence,” the government can make the final output sound almost magical. Alberta is no longer merely supplying energy to foreign-owned servers. It is supposedly manufacturing intelligence itself.

But natural gas does not become intelligence any more than electricity used by a newspaper becomes journalism or electricity used by a university becomes knowledge. Energy powers the process. It does not establish ownership of the product.

The Medical-Benefit Halo

Before introducing the “digital refinery” metaphor, the website emphasizes socially valuable applications of AI: wildfire prediction, personalized cancer vaccines, antibiotic discovery and medical imaging.

These are legitimate areas of research. But placing them directly beside the case for hyperscale data-centre expansion creates a benefit halo around every proposed facility.

A particular data centre may support medical research. It may also run advertising systems, recommendation algorithms, financial trading platforms, surveillance tools, proprietary corporate models or entertainment services. The presence of some valuable AI applications does not prove that every data centre produces equivalent public value.

Nor does opposition to a specific foreign-owned, gas-powered computing campus amount to opposition to medical research, wildfire prediction or artificial intelligence generally.

The website repeatedly blurs those distinctions. It presents the choice as though Alberta must either embrace the proposed model of hyperscale development or surrender the entire economic and social future of AI to other jurisdictions.

The actual policy choices are much broader: ownership requirements, facility scale, environmental assessment, electricity sources, public computing access, domestic intellectual-property conditions and limits on land and water allocation.

“Every Dollar” Flows Through a Data Centre

The site invokes estimates that AI could add trillions of dollars to the global economy, then declares that every dollar of that value will flow through a data centre somewhere. This wording encourages readers to associate the total projected economic value of AI with the local economic value of hosting the buildings in which computation occurs.

But enabling infrastructure does not necessarily capture the value it enables.

Nearly every modern financial transaction passes through communications infrastructure. That does not mean the owner of a fibre-optic cable receives the value generated by the global banking industry.

AI-related economic value may appear through increased productivity, reduced labour costs, software sales, licensing revenue, proprietary models, advertising systems and corporate profits. A data centre may be necessary for those activities, but the jurisdiction hosting the servers does not automatically own or retain the resulting value.

The difference between value passing through Alberta and value remaining in Alberta is one of the central questions the website avoids.

“Data Centres Answer Both”

The site invokes two longstanding Alberta grievances: that the province exports raw resources instead of refining them at home, and that Alberta has struggled to reach international markets.

It then declares: “Data centres answer both.”

This is an exceptionally efficient piece of political writing. It converts a contested claim into a completed conclusion.

A foreign-owned data centre may provide a new source of demand for natural gas and electricity. It may allow a multinational corporation to export digital services through fibre-optic networks. But that does not mean Alberta owns the finished product, controls the market or retains the greatest share of its value.

The facility may answer a market-access problem for gas producers.

It may answer a computing-capacity problem for a foreign technology corporation.

It does not automatically answer the Canadian demand for greater domestic control over our resources and the higher-value products made from them. In fact, it may reproduce the same economic structure in a new form: Alberta supplies the physical inputs while corporations elsewhere control the product, intellectual property and customer relationships.

The “Digital Pipeline”

The website describes fibre-optic connections as a digital pipeline that crosses borders without years of regulatory battles, carries the finished rather than raw product and “never sells at a discount.” Each part of that sentence performs political work.

The reference to avoiding regulatory battles presents reduced scrutiny as an economic advantage without asking why large industrial developments sometimes require lengthy review. The phrase “finished product” assumes that the digital output belongs meaningfully to Alberta, even when a foreign corporation owns the models, platforms and services. And “never sells at a discount” borrows directly from Alberta’s longstanding resentment over discounted oil prices.

It promises that digital products will escape commodity-price vulnerability. But computing prices, service contracts, model access fees and demand for digital services can all change. A foreign company may sell its products at whatever price the global market supports.

More importantly, Alberta may not be selling the product at all. The province supplies the inputs. The corporation controls the sale.

A Thousand Times More Valuable—For Whom?

The site compares the value of natural gas entering the process with the potential retail value of AI outputs, suggesting that the digital-refinery process can multiply the resource’s value many times over. It then acknowledges that the technology company retains the value of the intelligence itself.

That concession exposes the central contradiction.

The website uses the full downstream value of the final service to illustrate Alberta’s opportunity, even though Alberta may capture only a small portion of that value through gas sales, electricity-related activity, property taxes, employment and limited provincial taxation.

The multiplier does not necessarily show how much Alberta gains. It may instead show how much of the value chain remains under foreign corporate control.

The province asks Albertans to emotionally identify with the valuable output before admitting that someone else owns it.

“That Is a Fair Trade”

After acknowledging that the corporation retains the most valuable digital product, the site declares the arrangement fair because private investors paid the costs and assumed the risk.

But whether an agreement is fair cannot be established by stating that the company financed its own building. Fairness also depends on:

• the value of the land, energy and water being committed;
• the opportunity cost of allocating those resources to one industry;
• environmental and cumulative effects;
• infrastructure and regulatory costs;
• tax treatment;
• subsidies;
• the permanence of local employment;
• domestic access to computing capacity;
• ownership of intellectual property;
• decommissioning security; and
• the amount of profit ultimately retained and taxed in Canada.

“That is a fair trade” is not an economic finding. It is the government supplying the verdict before the full transaction has been disclosed.

“One Hundred Per Cent of the Risk”

The site repeatedly claims that private investors carry 100 per cent of the costs and 100 per cent of the risk.That can only be true under a very narrow definition of risk. Investors may bear the danger that construction costs rise or that a facility fails to earn the expected return. But corporations do not necessarily bear the full risk of:

• water scarcity;
• cumulative emissions;
• increased regional gas demand;
• electricity-market disruption;
• land-use conflict;
• public infrastructure pressures;
• regulatory failure;
• stranded industrial sites; or
• incomplete decommissioning.

Those risks can extend beyond the property boundary and well beyond the lifespan of the original corporate owner.

A company can lose money on a project while the public is still left with environmental, infrastructural or economic consequences. The clean-up costs for orphaned and abandoned oil wells, unpaid leases, and unpaid municipal taxes, are all current active examples where these costs are being transferred directly to taxpayers.

Private financing does not automatically mean public insulation from risk.

“The Money Going In Is Not Yours”

Another section tells Albertans: “The money going in is not yours.”

The sentence narrows the definition of public support to a direct government cheque. But public cost can take many forms: specialized approval teams, regulatory coordination, accelerated processing, public roads, transmission planning, municipal servicing, tax treatment, emergency services and the administrative cost of adapting public systems around very large private projects.

These costs may ultimately be justified. But they remain public resources.

The website attempts to settle the subsidy question by defining public contribution as narrowly as possible. The absence of a direct grant does not mean the absence of public support.

The Two-Per-Cent Headline

The site promotes a levy of “up to two per cent” as a mechanism through which Albertans will share in the industry’s success. Elsewhere, it explains that the levy can be deducted against Alberta corporate income tax. That qualification changes the meaning of the headline.

The levy may ensure that some revenue is collected before a company becomes profitable. But once corporate income tax is payable, the levy may function more like an advance payment than an additional long-term public return. The prominent language emphasizes the gross rate. The limiting detail appears later.

This is a recurring pattern across the site: the benefit is delivered in a slogan, while the qualification is placed deeper in the explanation.

Infrastructure That “Stays in Alberta”

The government repeatedly says that the infrastructure built for data centres will remain in Alberta regardless of what happens to the AI market. But physical permanence is not the same as public ownership or public benefit.

A power plant, fibre connection, water system or industrial building may remain physically located in Alberta while still being:

• foreign owned;
• inaccessible to the public;
• economically unviable;
• unsuitable for another use;
• expensive to maintain;
• burdened by private contractual rights; or
• associated with unresolved cleanup obligations.

Infrastructure does not become “ours” merely because it is too large to move.

Throughout the site, location is repeatedly allowed to stand in for ownership. That substitution is essential to the digital-refinery story. A facility located in Alberta is treated as though its productive capacity, technological expertise and resulting value therefore belong to Alberta.

They may not.

“The Power Plants Keep Generating”

The site also assures readers that if the AI boom fades, the associated generating plants can continue producing electricity for Alberta.

That is possible, but it is not guaranteed.

A plant designed around a very large anchor customer may depend on that customer’s continuous demand, long-term contract or dedicated infrastructure. Whether it can operate competitively after the data centre closes will depend on grid access, market prices, gas costs, plant design and contractual arrangements.

The website transforms one possible reuse scenario into an assumed residual benefit. A serious approval process would require project-specific evidence that the generating facility could operate independently—and that Albertans would not inherit the costs of converting or connecting it.

“Water Is Protected”

The site reassures readers that water is protected because withdrawals require licences under Alberta’s Water Act. But a licence is permission to use water. It is not proof that the use is sustainable, equitable or in the broader public interest.

Licensing does not automatically answer:

• whether cumulative withdrawals are acceptable;
• how climate change may affect future supply;
• whether groundwater and surface-water systems are connected;
• whether the water could support higher-priority public uses;
• whether power-generation water is included in the calculation; or
• what happens to the licence if the project or land is sold.

Licensed and protected are not interchangeable terms. The website uses the existence of a regulatory mechanism as evidence that the environmental concern has already been resolved.

“Almost No Water”

The website highlights modern cooling systems that use little water and points to specific projects expected to avoid water use for routine cooling.

That distinction matters. Some cooling technologies can greatly reduce direct water consumption. But the language moves too easily from one project’s cooling design to the impression that the entire industry requires almost no water.

A full accounting would need to include:

• construction;
• fire protection;
• domestic use;
• humidification;
• system purges;
• wastewater processing;
• equipment maintenance;
• associated electricity generation;
• upstream fuel production; and
• the project’s complete build-out.

It would also need to distinguish water withdrawn from water consumed. “No water for day-to-day cooling” is not the same claim as “no meaningful water footprint.”

“Homes and Families Come First. Full Stop.”

When discussing electricity reliability, the website promises that homes and families will come first and that industrial loads can be curtailed during emergencies.

That may answer who loses power first during a shortage. It does not answer who pays.

Data-centre expansion could affect electricity and gas markets through generation requirements, transmission expansion, reserve capacity, fuel demand and the allocation of fixed system costs. Emergency curtailment priority is not the same as protection from long-term price effects.

The words “Full stop” are designed to close a discussion whose most important questions remain open.

“Mortgage-Paying Careers”

The government describes permanent data-centre jobs as high-paying, “mortgage-paying careers.” That is advertising language rather than workforce analysis.

The phrase creates an image of stable household prosperity without providing the occupational breakdown, expected wages, local hiring commitments, training requirements or the proportion of workers who may need to be recruited from elsewhere. It is especially useful copywriting when the number of permanent jobs appears small relative to the scale of the investment, land and energy consumption.

Rather than resolving that imbalance, the government gives each job greater emotional weight.

From Explanation to Persuasion

Taken individually, many of these phrases may seem harmless. Together, they reveal the purpose of the site.

It does not merely explain what data centres are. It rehearses the answers Albertans are expected to accept:

• The facilities are familiar warehouses, only larger.
• The machines think.
• The highest-value medical and scientific applications represent the industry as a whole.
• All future AI wealth flows through these buildings.
• Alberta will refine its resources rather than export them.
• Digital products will avoid regulatory delay and never sell at a discount.
• Private investors carry every cost and every risk.
• Water is protected because it is licensed.
• Electricity consumers will benefit from increased demand.
• Infrastructure becomes an Alberta benefit because it remains physically here.
• Foreign ownership is the beginning of domestic technological sovereignty.
• The arrangement is fair because the government says it is.

The site repeatedly converts location into ownership, private construction into public benefit, regulatory permission into environmental protection, and optimistic possibilities into promised outcomes.

That is why “digital refinery” matters.

It is not merely one questionable metaphor sitting on an otherwise neutral government website. It is the organizing metaphor for an entire sales campaign.

The government has taken a controversial industrial development model, processed it through Alberta’s most familiar political language, removed the parts associated with foreign control, environmental pressure and public risk, and returned it to Albertans as something they have supposedly demanded for generations.

Perhaps that is the real refinery operating here. Not a facility refining natural gas into intelligence, but a communications strategy refining uncertainty into inevitability—and private corporate ambition into an imagined public good.