Will New Data Centers Transform Local Business Parks?

Something significant is happening at the edges of American cities. In business parks that once housed light manufacturing, regional distributors, and back-office operations, a new tenant is emerging — one that consumes more power per square foot than almost any other use of land, generates almost no truck traffic, and can anchor an entire zip code's economic identity for decades.

Data centers are moving into industrial parks. The implications for developers, municipalities, and infrastructure investors are far larger than a simple zoning story.

Why Industrial Parks Have Become Ground Zero for Digital Infrastructure

The logic isn't complicated once you understand what data centers actually need. They want large, flat parcels. They want proximity to fiber corridors. They want distance from flood plains, flight paths, and population centers dense enough to create permitting headaches. They want power — lots of it, delivered reliably — and they want room to expand.

Industrial parks check most of those boxes by design. They were built to accommodate heavy infrastructure users: high electrical capacity, generous setbacks, truck-accessible loading, and zoning that doesn't flinch at the word "industrial." When a data center operator looks at a business park, they're not seeing a compromise — they're seeing purpose-built bones they can build on.

The shift is already happening in markets across the country. Developers planning data centers in areas zoned as business parks are testing whether existing entitlements can support hyperscale power draws — sometimes 50MW to 200MW per campus — without triggering the full gauntlet of rezoning battles. In many cases, they can. That's significant.

The Business Case: What Integration Actually Does to a Park's Value

A single hyperscale data center campus can run $500 million to over $1 billion in construction costs. Even a modest 20MW colocation facility might represent $150 to $200 million in capital deployed into a single parcel. For an industrial park trying to attract anchor tenants, that number rewrites the economics of the entire development.

The presence of a data center doesn't just fill a pad site — it signals to every other tech-adjacent tenant that the infrastructure in that park is serious.

Fiber providers extend their networks to serve the data center, and suddenly the mid-size software company in Building C has access to carrier-neutral connectivity it couldn't get before. Power infrastructure gets upgraded to serve the anchor tenant, and the downstream tenants benefit from a more resilient grid connection. Property values across the park rise not just because a high-value building went up, but because the surrounding land is now better infrastructure than it was yesterday.

This is the insider reality that doesn't always make it into the pitch deck: data centers function as infrastructure multipliers. They pull in the utility investment, the fiber investment, and the road improvements that benefit the entire corridor — and they do it because they have the power demand to force the issue.

The Friction Points Developers Have to Solve

None of this happens automatically. Zoning designated "business park" often comes with assumptions baked in — about building heights, lot coverage ratios, traffic generation, and use types — that don't map cleanly onto what a data center actually looks like or does.

The most common friction point is power. A business park designed in the 1990s might have been engineered for 5 to 10 megawatts of total campus load. A single modern data center might need that from a single substation connection. Utilities can upgrade, but it takes time — often 2 to 4 years for significant substation work — and that timeline can kill deals in a market where development windows are competitive.

Water is the second constraint that catches developers off guard. Traditional air-cooled data centers can consume millions of gallons annually for cooling. Municipalities that approved a business park expecting dry industrial uses can find themselves negotiating water infrastructure they never planned for. Newer liquid cooling approaches reduce this burden, but the transition is still underway across the industry.

Zoning language also matters more than most developers initially assume. "Business park" entitlements sometimes explicitly exclude uses characterized as "utility" or "industrial" — and a data center, depending on how it's defined, can fall into either bucket. The permitting phase is where deals either accelerate or stall for years.

Where This Has Already Worked

Northern Virginia's data center corridor didn't emerge from greenfield planning — it grew out of exactly this kind of business park conversion. Dulles Technology Corridor parcels that were originally entitled for light industrial and office use became the foundation for what is now the largest concentration of data center capacity on Earth. The lesson: zoning flexibility and infrastructure proximity matter more than any individual site's original intended use.

The Phoenix metro market tells a similar story. Business parks in Goodyear and Mesa that were competing for warehouse and light manufacturing tenants began repositioning for data center development as Arizona's power costs and land availability drew hyperscale operators westward. The developers who moved early — who understood that a data center lease could out-earn five traditional industrial tenants on the same acreage — captured most of the value.

In both markets, local governments eventually adapted their zoning frameworks to create specific data center overlay districts, which reduced the permitting uncertainty that characterized early projects. That adaptation was only possible because early developers pushed through the ambiguity and proved the model.

Clean Energy as the New Zoning Currency

One trend reshaping how data centers negotiate their place in business parks: clean energy commitments have become a primary tool for unlocking local approval.

A data center developer who shows up with a 200MW load and no sustainability narrative faces a long road with planning commissions and adjacent stakeholders. The same developer showing up with a power purchase agreement tied to a new solar-plus-storage facility, or with a commitment to zero-carbon operations by a specific year, changes the conversation entirely.

This is partly optics and partly substance. Clean energy data centers are increasingly able to access utility incentives, federal tax credits, and favorable interconnection treatment that make the project economics work at a lower electricity rate — which matters when power can represent 60 to 70 percent of a data center's operating cost over its lifetime.

For business park developers and infrastructure investors, the implication is clear: sites that come with renewable energy access — whether that's proximity to solar resources, existing on-site generation capacity, or a utility with a strong clean energy portfolio — are going to command a premium in site selection over the next decade.

What the Next Decade Looks Like

The demand signal is unambiguous. AI infrastructure buildout, cloud expansion, and the digitization of industrial processes are collectively pushing data center capacity requirements to levels that make the current construction boom look like a warm-up act. Goldman Sachs projected data center power demand in the U.S. could grow 160 percent by 2030. That power has to go somewhere, and it's going to land in business parks, industrial corridors, and secondary markets that most people haven't looked at yet.

The municipalities and developers who will capture that investment are the ones solving the infrastructure equation proactively — upgrading substations before they have a signed lease, working with utilities to create expedited interconnection pathways, and updating zoning language to give data center projects a defined, predictable path through permitting.

For investors watching this space, the non-obvious opportunity isn't in the hyperscale campuses that make headlines. It's in the business parks adjacent to those campuses — the ones that are about to become fiber-rich, power-upgraded, infrastructure-dense corridors by proximity. Land that's boring today has a way of becoming strategic tomorrow.

The pair planning a data center in a business-park-zoned industrial site somewhere right now? They're not doing something unusual. They're doing something early.

[CONSIDER CUTTING] The final paragraph could be tightened for impact.

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