A new JLL report predicts that power will become the primary factor in selecting future data center sites, with renewables playing a major role. Photo courtesy JLL.

Renewable energy is evolving as the primary energy source for large data centers, according to a new report.

The 2026 Global Data Center Outlook from commercial real estate services giant JLL points out that the pivot toward big data centers being powered by renewable energy stems from rising electricity costs and tightening carbon reduction requirements. In the data center sector, renewable energy, such as solar and wind power, is expected to outcompete fossil fuels on cost, the report says.

The JLL forecast carries implications for the Houston area’s tech and renewable energy sectors.

As of December, Texas was home to 413 data centers, second only to Virginia at 665, according to Visual Capitalist. Dozens more data centers are in the pipeline, with many of the new facilities slated for the Houston, Austin, Dallas-Fort Worth and San Antonio areas.

Amid Texas’ data center boom, several Houston companies are making inroads in the renewable energy market for data centers. For example, Houston-based low-carbon energy supplier ENGIE North America agreed last May to supply up to 300 megawatts of wind power for a Cipher Mining data center in West Texas.

The JLL report says power, not location or cost, will become the primary factor in selecting sites for data centers due to multi-year waits for grid connections.

“Energy infrastructure has emerged as the critical bottleneck constraining expansion [of data centers],” the report says. “Grid limitations now threaten to curtail growth trajectories, making behind-the-meter generation and integrated battery storage solutions essential pathways for sustainable scaling.”

Behind-the-meter generation refers to onsite energy systems such as microgrids, solar panels and solar battery storage. The report predicts global solar capacity will expand by roughly 100 gigawatts between 2026 and 2030 to more than 10,000 gigawatts.

“Solar will account for nearly half of global renewable energy capacity in 2026, and despite its intermittent properties, solar will remain a key source of sustainable energy for the data center sector for years to come,” the report says.

Thanks to cost and sustainability benefits, solar-plus-storage will become a key element of energy strategies for data centers by 2030, according to the report.

“While some of this energy harvesting will be colocated with data center facilities, much of the energy infrastructure will be installed offsite,” the report says.

Other findings of the report include:

  • AI could represent half of data center workloads by 2030, up from a quarter in 2025.
  • The current five-year “supercycle” of data center infrastructure development may result in global investments of up to $3 trillion by 2030.
  • Nearly 100 gigawatts worth of new data centers will be added between 2026 and 2030, doubling global capacity.

“We’re witnessing the most significant transformation in data center infrastructure since the original cloud migration,” says Matt Landek, who leads JLL’s data center division. “The sheer scale of demand is extraordinary.”

Hyperscalers, which operate massive data centers, are allocating $1 trillion for data center spending between 2024 and 2026, Landek notes, “while supply constraints and four-year grid connection delays are creating a perfect storm that’s fundamentally reshaping how we approach development, energy sourcing, and market strategy.”

This expert acknowledges the energy transition is not happening overnight — but it's never too early for Texans looking to get in on the ground floor. Photo via Shutterstock

Expert shares 5 key factors for evolving the energy transition in Texas

GUEST COLUMN

Humanity faces an inflection point in the coming decade. In order for the world’s population to survive and, ultimately, prosper, especially the population of developing countries such as India, China, and Brazil, significant investment in all forms of energy will be needed. Texas-based energy companies will play a crucial role in developing, advancing and supplying environmentally sensitive forms of energy to meet the world’s insatiable demand.

According to the U.S. Energy Information Administration, global energy consumption is expected to increase by a staggering 50 percent in the next 25 years. Fueled by rapid economic and population growth, this spike in demand is particularly focused within developing Asian countries outside of the Organization for Economic Cooperation and Development (OECD). Taking steps toward energy evolution today is crucial not only for economic progress but also to address the long-term impact of climate change. Research compiled by JLL highlights five key factors to consider.

1. Embracing a gradual evolution

Historically, energy transitions require significant time to be fully realized, often spanning over 50 years. Coal took more than 60 years to grow from a mere 5 percent to a dominant 50 percent share of the world's primary energy supply. Similarly, natural gas took nearly 70 years to increase its market share from 1 percent to 20 percent in the United States. Widespread commercialization of nuclear energy spans as much as 80 years, from the point of initial discovery and application. Major pendulum swings do not occur overnight; the next energy evolution will require adaptability and resilience.

2. Increase in global energy consumption

As non-OECD countries experience periods of economic growth, particularly driven by a growth of the manufacturing sector, these countries’ energy consumption naturally follows suit. Approximately 2.5 billion people live in these regions, which today heavily rely on non-renewable sources to meet basic energy needs.

As OECD countries continue to introduce sustainable technologies like battery power and other alternatives at scale, a transfer of more efficient and eco-friendly sources and technologies to developing communities must occur to reduce the world’s overall carbon footprint.

3. Surging investment in global energy transition

Investments in the global energy transition surpassed $1 trillion in 2022 – a stunning year-over-year increase of 31 percent. These investments are propelling innovative, sustainable solutions and driving the research and development necessary for a more environmentally conscious energy landscape.

4. Diversification and revised renewables forecast

Countries are actively diversifying their energy generation away from natural gas, specifically as a response to the energy crisis sparked by Russia's invasion of Ukraine. This push towards sustainable alternatives has received further validation with the International Energy Agency (IEA) recently revising its five-year renewables forecast, emphasizing a significant 28.4 percent increase. This revision serves as a testament to the increasing significance of sustainable energy sources in ensuring a resilient energy future.

5. United States energy production

Even with the implementation of the Inflation Reduction Act of 2022 (IRA), the United States will maintain its production and export of oil, natural gas, and derivatives. While recognizing the continued role of these traditional energy sources in meeting global energy demands, the United States also acknowledges the imperative of transitioning towards sustainable energy sources. Encouraging companies to embrace alternative energy solutions in line with this transition is now big business, as significant incentives are being provided at federal and state levels.

And what about here in Texas?

In this critical era of global energy evolution, Texas has the opportunity to take center stage, holding the keys not only to its own future but also to those far beyond the state’s borders. With abundant wind power production, vast solar energy potential, a favorable regulatory environment, and attractive tax incentives, Texas is well positioned to be a leader in innovation, research, and production of alternative energy sources. Combined with the presence of many of the country’s leading energy companies, Texas must be a powerhouse for driving a sustainable energy transition on a large scale.

Transforming the global energy landscape will not be accomplished overnight. It requires the collective efforts of governments, industries, companies, and individuals working together towards a common goal. Texas and Texans can serve as a beacon of inspiration, leading the charge in alternative energy adoption and investing today in the next century of energy production and consumption. Ultimately, our example should be one the world can follow.

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Louis Rosenthal is executive managing director at JLL and the global leader of the company's energy and renewables practice group.

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3 Houston-area companies named to Global Cleantech 100

Energized

Three Houston-area companies—Amperon, Hertha Metals and Vaulted Deep—appear on this year’s Global Cleantech 100 list.

The unranked list, generated by market intelligence and advisory firm Cleantech Group, identifies the 100 privately held companies around the world that are most likely to make a significant impact in the cleantech market over the next five to 10 years.

For the 2026 list, Cleantech Group received more than 24,000 Global Cleantech 100 nominations from nearly 60 countries. Cleantech Group scored those companies and narrowed the contenders to 264. An expert panel reviewed those nominees, and the list was whittled down to the 100 winners.

Here’s a rundown of the three Houston-area honorees:

Amperon

Founded in 2018 by Sean Kelly and Abe Stanway, Houston-based Amperon offers an AI-enabled energy forecasting and analytics platform designed to help stabilize electric grids. Amperon received undisclosed amounts of venture capital from National Grid Partners and Tokyo Gas Co. Ltd. last year and announced a recent investment from Samsung Ventures earlier this month.

Hertha Metals

Founded in 2022 by Laureen Meroueh, Conroe-based Hertha Metals provides a single-step process for producing sustainable steel. Last year, the company emerged from stealth mode and raised more than $17 million in venture capital.

Vaulted Deep

Vaulted Deep’s technology injects excess organic waste underground to remove carbon dioxide from the atmosphere. Julia Reichelstein and Omar Abou-Sayed founded the Houston-based company in 2023. Last year, the startup raised $32.3 million in venture capital. Also in 2025, Vaulted Deep signed a 12-year deal with software giant Microsoft to remove up to 4.9 million metric tons of carbon dioxide from the environment.

Vaulted Deep also made the list last year, along with Houston-based Syzygy Plasmonics and Fervo Energy. Fervo was also named the 2025 North American Company of the Year by Cleantech Group.

Houston AI energy forecasting company lands investment from Samsung Ventures

funding for forecasts

Amperon, a Houston-based AI-powered forecasting solutions company, has received an investment for an undisclosed amount from Samsung Ventures, the corporate venture arm of Samsung Group.

According to Amperon, the funding will be put toward the company's global growth and next-generation product development. Samsung Ventures invests in emerging businesses developing technologies for the AI, advanced devices and energy-related sectors.

“Samsung Ventures’ investment is a strong validation of our mission to transform the way energy is forecasted and traded,” Sean Kelly, CEO and co-founder of Amperon, said in a news release. “Samsung’s global footprint and leadership in semiconductors, data infrastructure, and AI acceleration make them a natural fit as we expand Amperon’s reach into energy-intensive sectors like data centers. Their track record of scaling next-generation technologies aligns perfectly with our vision to build a more intelligent, resilient, and data-driven energy system.”

Amperon was founded in 2018. Its AI models combine real-time weather, consumption and market data for energy retailers, utilities and independent power producers.

Last year, the company launched its weather-informed grid demand Mid-Term Forecast (MTF), which provides users with data on electricity demand up to seven months in advance. It also secured strategic investments from Acario, the corporate venture capital and innovation division of Tokyo Gas, as well as National Grid Partners, the venture investment and innovation arm of National Grid (NYSE: NGG).

After expanding into Europe in 2024, the company has continued to see international growth, and currently operates in the U.S., Canada, Mexico, Australia, Europe and the Middle East.

“Amperon has demonstrated strong technical capabilities and global traction in a rapidly evolving energy landscape,” a spokesperson for Samsung Ventures added in the release. “Their ability to forecast and model real-time energy data at global scale positions them as a key enabler of smarter energy systems and climate resilience. We are pleased to invest in a company developing technologies that support a more sustainable and digitized world.”