Data Center Investment in 2026: AI Demand, Power Constraints, and Private Equity Trends

Ropes & Gray recently attended IMN’s Data Centers Private Equity conference in New York. Consistent with our own practice experiences, attendees and presenters confirmed that, despite persistent power constraints and local community opposition, surging AI workloads, on top of existing and increasing cloud computing demands, are driving growth. There has also been a marked increase in the sophistication of how market participants approach the full life cycle of data center positioning, financing, investment, construction, deployment, and exit. 

We offer some key takeaways and a deeper look at each below.

Key Takeaways for Data Center Investors

• Power availability is the bottleneck. Power availability—not capital—is the primary constraint on data center development. Electrical grid interconnections are often taking up to four years, making Bring-Your-Own-Power (BYOP) solutions increasingly attractive despite their complexities.

• Finance for data centers is evolving rapidly. Outside capital now arrives earlier in the life cycle through GPU financings and land-cost facilities. Some participants are separating the financing of BYOP solutions from the data center components tapping both the project finance capital market (for BYOP) and commercial real estate capital market (for data centers).  Other market participants are seeking integrated capital solutions. Structured preferred equity investments and joint ventures remain popular for data center developments, as do forward sale constructs to free up sponsor capital sooner. 

• Exit strategies are top of mind. Private fund investors are focused on exit risks given the scale of capital needed to facilitate exits from existing and in-development projects and the ability of capital markets to absorb the offtake.  Presenters expect a “yes and” approach with the recent success of ABS facilities and emerging focuses on CMBS and 144A bond offerings. Some participants believe ultimate exit will be to the public markets, whether via sale to exiting REITs or platform IPOs; others see Core and Core+ evergreen vehicles as the likely destination.

• Hyperscale remains attractive—but terms are shifting. Investors favor hyperscale deals for their easier credit underwriting compared to neocloud (GPU-as-a-Service) tenants and sub-investment-grade operators. However, hyperscalers can no longer dictate terms in the way they once did; investors now require firmly committed, transparent hyperscale credit to finance projects.

• The market is bifurcating. Hyperscale sits in one category; edge, enterprise, and wholesale segments offer differentiated risk-return profiles for value-add and core-plus investors, often with faster paths to revenue.

• Community opposition is a growing headwind. Permitting challenges and local resistance are emerging as serious obstacles. State-level standstills are a real risk absent industry engagement or federal preemption.

• Experienced operators command a premium. The sophistication required to develop, finance, and operate data centers and their power infrastructure continues to increase.

AI and Cloud Drive Unprecedented Capital Deployment

Capital deployment into data centers is running at an extraordinary pace, fueled by hyperscale, wholesale, and enterprise demand.  Participants indicated that U.S. data center power demand could reach 35–45 GW by 2030—roughly double 2024 levels. However, the mismatch between near-term demand and long development timelines creates risk if AI-driven growth decelerates. Approximately 80% of demand remains cloud-based, with no expectation of that share falling below 50% in the near or mid-term. Financial investors are placing a clear premium on demonstrated operating capability, particularly as inflation in vendor, labor, and equipment costs puts pressure on development budgets. Enterprise and wholesale deployments offer more dispersed credit risk and a faster ramp to revenues compared to hyperscale campuses, especially given concentration risk from long-term hyperscale tenancy.

Shifting Allocation Risk in Leases

The era in which hyperscalers could unilaterally dictate lease terms is largely over. Offtake contracts must now be financeable, meaning hair-trigger termination rights and onerous non-disclosure arrangements have given way to more balanced terms. In some cases, hyperscalers agree to firm rent commencement dates regardless of construction delays—a meaningful shift in risk allocation.

Sub-investment-grade neocloud tenants introduce a new category of risk beyond traditional hyperscalers. Investors are hedging through parent guaranties, hyperscaler credit “wrappers,” or underwriting the facility’s intrinsic re-leasing value instead of solely focusing on tenant credit. Utility counterparty risk is also rising, with developers considering temporary generation to bridge delayed utility power deliveries.

Data Center Financing: New Structures Across the Lifecycle

Capital structures are evolving rapidly. Platforms are land-banking assets in development vehicles and tapping the emerging market for land-cost facilities. For vertical development, sponsors use construction finance, syndicated loans, project finance, and structured equity. Stabilized assets access ABS facilities, 144A bond offerings, and CMBS structures, though the ABS market (currently ~$25 billion) faces projected take-out needs approaching $300 billion.

Debt capital is arriving earlier in development than ever before. GPU financings, land-cost facilities, and hybrid structures collateralized by contracted asset bases are emerging tools. Forward sale structures—selling in-development projects while retaining completion risk—let developers capture value creation more quickly. Some participants are splitting power from real estate, allowing different investor bases with different return profiles to participate in the same platform.

Power Availability Constrains Data Center Development

Power availability—not capital—is now the principal driver of investment decisions. Utility relationships, behind-the-meter solutions, powered land and load-ramp alignment dominate site selection. However, power alone is not enough: sites must also have fiber access and proximity to primary data center markets. Critically, “will-serve” letters do not equal powered land—what matters is a contract for transmission capacity by a date certain, or, for BYOP, in-hand air permits and fuel supply access.

BYOP solutions are complex: gas transmission siting, air emission permitting, and construction risk all present barriers - in addition to the simple fact that a BYOP dramatically increases execution risk by pairing a single, relatively simple data center construction project with an additional power generation project. Natural gas air permits are a major gating issue, with gas expected to dominate data center power over the next five years. Nuclear energy is attracting hyperscaler offtake agreements from Microsoft, Google, Amazon, and others, but new build timelines and cost overrun risks remain material. Community opposition is a real headwind, with state-level moratoria a genuine risk absent better industry engagement with local and state stakeholders or federal preemption.

Edge Data Centers and Inference Workloads Signal Shift

The edge thesis is distinct from hyperscale. Edge data centers typically have a shorter path to revenue, and panelists stated that hyperscale assumptions should not apply to edge deployments. Interconnection points anchor edge clusters, with the “hub and spoke” model favored by edge investors. 

Inference workloads - requiring computing closer to end users - were predicted to drive the next deployment phase, with participants predicting a market shift toward edge over a five-to-seven-year horizon.

Sustainability Takes a Back Seat—For Now

Carbon and emissions concerns have receded as immediate priorities for data center investors. Hyperscalers remain committed to sustainability, but the urgent push to deploy computing capacity is taking precedence. Water use, efficiency innovations, waste-heat reuse, and AI-driven operational efficiency remain on the industry’s longer-term agenda.

What This Means for Data Center Investors

The capital deployment opportunity in data centers is unprecedented, but disciplined underwriting around tenant credit, power delivery, and development timelines separates winners from losers. Because power availability is the primary constraint, BYOP strategies and early-stage site control are essential competitive advantages. Financing structures are evolving rapidly, and investors and lenders who pair experienced operators with creative capital solutions will be best positioned to capture outsized returns.

Ropes & Gray’s team advises clients across the data center, power infrastructure, and broader digital infrastructure sector on M&A, joint ventures, financing, development, power procurement, and leasing matters. We will continue to monitor market developments and share insights but always feel free to reach out to any member of our team if you have questions.

This alert should not be construed as legal advice or a legal opinion on any specific facts or circumstances. This alert is not intended to create, and receipt of it does not constitute, a lawyer-client relationship. The contents are intended for general informational purposes only, and you are urged to consult your attorney concerning any particular situation and any specific legal question you may have. © 2026 Ropes & Gray LLP

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