Energy Transition

Hyperscaler Expansion | From Growth to Grind

byAdam Robinson, Enverus Intelligence® | Research (EIR) Contributor

Hyperscalers’ capital expenditure forecasts show a split between expanding and maintaining data center (DC) capacity, with upkeep costs quickly outpacing growth spending. Computer chips on a five-year replacement schedule cost about $27 billion/GW of IT at the leading edge. Enverus Intelligence® Research’s new capacity expansion report analyzes trends in DC development in the L48, projecting capacity buildout over the next decade.

We predict the increase in power capacity, coupled with chip performance improvements will lead to a 33x surge in total compute by 2035. The results of this rise can be seen through efficiency and performance gains in various large language models. Meta’s Llama 3.1 seventy billion (70B) achieved 83% on the massive multitask language understanding (MMLU) benchmark, at a 99% discount compared to OpenAI’s GPT-4. Soon after, DeepSeek’s R1 model cut costs by 97% within only two months of GPT-o1’s release, achieving higher than 90% on the MMLU benchmark.

Research Highlights

  • Long-Term Load Forecast – The Data Center Decade : This report encompasses Enverus Intelligence® Research’s view on how exponential load drivers will impact our power demand forecasts from 2025-2050.
  • Hyperscaler Expansion – Stepping Onto the Capex Treadmill : This report provides a refreshed L48-level view on expected growth in data center capacity and associated power demand with a focus on understanding hyperscaler capital programs.
  • Reshoring Revival – Powering U.S. Industry : This report examines the impact of manufacturing load resulting from increased domestic manufacturing driven by demand, tariffs and production economics. We also explore regional load growth variations influenced by infrastructure and adoption trends, the impact of recent legislation and tax credits on manufacturing, and the comparative economics of imports versus domestic production.

Enverus Intelligence® | Research, Inc. (EIR) is a subsidiary of Enverus that publishes energy-sector research focused on the oil, natural gas, power and renewable industries. EIR publishes reports including asset and company valuations, resource assessments, technical evaluations and macro-economic forecasts and helps make intelligent connections for energy industry participants, service companies and capital providers worldwide. See additional disclosures here.

Picture of Adam Robinson, Enverus Intelligence® | Research (EIR) Contributor

Adam Robinson, Enverus Intelligence® | Research (EIR) Contributor

Adam Robinson joined the Enverus Intelligence® Research team as an Energy Transition Analyst in October 2024, focusing on supporting sustainable energy solutions. He holds a degree in Chemical Engineering from the University of Calgary and brings hands-on experience in pipeline integrity engineering. With a strong foundation in pipeline systems and integrity management, Adam is passionate about leveraging data-driven insights to optimize energy infrastructure and enhance system reliability.

Subscribe to the Enverus Blog

A weekly update on the latest “no-fluff” insight and analysis of the energy industry.

Related Content

Enverus Intelligence® Research Press Release - Recap: How the Trump Administration is reshaping energy markets
Energy Market Wrap
ByEnverus

Diamondback boosts drilling efficiency, Chord scales four‑mile laterals, Expand Energy cuts Haynesville breakevens, Diversified buys East Texas assets, and Bay du Nord progresses.

Enverus Press Release - Enverus releases Investor Analytics: Refined, actionable financial insights at your fingertips
Energy Transition
ByThomas Mulvihill

This week’s ETT reviews PJM’s extension of its capacity market price collar through 2030 and new expedited interconnection track. While aimed at boosting new capacity, EIR finds the measures temporary as load forecasts remain more bullish than ours.

Carbon storage in question: Illinois regulation could threaten key CCUS projects
Business Automation
ByIan Elchitz

Artificial Intelligence (AI) has become a constant topic in enterprise software conversations. For finance and supply chain leaders in oil and gas companies, however, many of those conversations feel disconnected from reality. Promises are big, terminology is vague, and outcomes...

Enverus Intelligence® Research Press Release - Haynesville operators calculate remaining growth
Analyst Takes Trading and Risk
ByAl Salazar, Enverus Intelligence® Research (EIR) Contributor

Recent joint U.S.- Israeli military strikes in Iran and the ongoing geopolitical tensions in the region cast a significant shadow over global energy markets. As the world watches closely, the potential for regime change and the implications for oil and...

Enverus Press Release - Undo the queue: Enverus acquires Pearl Street Technologies to solve for a more reliable, resilient grid
Oilfield Services
ByAdriana Bickford

Oilfield service companies have seen this pattern before: a new growth opportunity emerges, capital flows and early movers reshape their business models. You’ve lived through the shale revolution, through consolidation waves, through efficiency cycles. Some pivots worked. Some didn’t. What makes this moment different is the structural shift in electricity demand. ...

Enverus Press Release - Class VI wave expected to hit US
Energy Market Wrap
ByEnverus

BP delivers strong 2025 results, Oxy boosts onshore efficiency, ConocoPhillips advances Surmont, Whistler sanctions Bay Runner, and Kinetik explores a potential sale.

Enverus Press Release - Heightened natural gas price volatility expected amid supply and demand challenges
Energy Transition
ByNoor Qureshi

The clean fuels story has turned a corner. EIR’s 2026 Clean Fuels Fundamentals finds an industry in recalibration: credit exposure, policy clarity and margin durability have replaced breakneck expansion as the sector's defining priorities.

Enverus Intelligence® Research Press Release - Canada’s Montney and Duverney: North America’s most abundant unconventional resource plays
Analyst Takes Trading and Risk
ByAl Salazar, Enverus Intelligence® Research (EIR) Contributor

Alberta's economy frequently grapples with the inherent volatility of oil prices, a challenge that can significantly impact provincial coffers and lead to substantial deficits.

U.S. oil and gas M&A slumps as low crude prices keep buyers in the dugout
Business Automation
ByIan Elchitz

Accounts Payable in oil and gas has never been more important. AP teams are under increasing pressure to reduce disputes, close faster, improve accuracy, and provide confidence in spend. Many organizations have invested heavily in AP automation and process improvement,...

Let’s get started!

We’ll follow up right away to show you a quick product tour.

Let’s get started!

We’ll follow up right away to show you a quick product tour.

Sign up for our Blog

Ready to Subscribe?

Ready to Get Started?

Ready to Subscribe?

Sign Up

Power Your Insights