How Will AI and ML Surge Reshape Data Center Infrastructures by 2028?

The digital revolution, spearheaded by the burgeoning fields of artificial intelligence (AI) and machine learning (ML), is catalyzing transformative change in how data centers are built and operated. As these technologies hunger for more processing power, data center physical infrastructures (DCPI) must evolve to meet the challenge. By 2028, the value of the DCPI market is expected to surpass $46 billion, propelled by an impressive compound annual growth rate of 11%. This surge underscores the industry’s effort to amplify data centers’ capabilities to handle the intensive computational demands of AI and ML. Such a growth trajectory signals not only a technological but also an infrastructural evolution in the realm of data storage and computation, ensuring the next generation of data centers is equipped to support the advanced requirements of these cutting-edge technologies.

Power and Cooling Innovations

To keep pace with the intense requirements of AI-driven applications, data center infrastructures are undergoing significant enhancements, particularly in power and cooling systems. Rack power densities, once content with 15 kW/rack, are on the brink of a dramatic escalation, estimated to rocket to 60–120 kW/rack. This upsurge is set to transform the prevalent air-cooled heat management traditions, ushering in the era of liquid cooling solutions. These more efficient and effective cooling strategies, indispensable for managing the heat produced by high-density server racks, are expected to flourish, with revenue predictions soaring past $3 billion by 2028.

Market Dynamics and Regional Growth

The majority of growth in the Data Center Physical Infrastructure (DCPI) market is expected to be driven primarily by Cloud and Colocation services, leveraging their vast scales and operational efficiencies for expansion. While the enterprise segment may see slower growth, substantial progress is predicted within regions like Asia Pacific (sans China), North America, and EMEA. In contrast, China and Latin America are on track for more modest advancements. Dell’Oro’s Lucas Beran refers to the current phase as a “calm before the storm,” indicating a time of strategic preparations across the industry. As the sector gears up for the incoming wave of Artificial Intelligence (AI), companies are bracing for the extensive infrastructure investments required to support the swift development anticipated in the AI space. This forward-looking stance embodies the industry’s readiness to tackle the imminent challenges and seize opportunities presented by the next technological frontier.

Explore more

Is Your Brand Just Automating or Truly Orchestrating?

Digital communication platforms currently possess the power to reach billions in milliseconds, yet this technological prowess often results in brands shouting through digital megaphones while customers desperately seek a single moment of genuine relevance. The modern consumer landscape is no longer satisfied with generic interactions that merely use a first name in an email subject line. Instead, there is a

What Is the New Math of E-Commerce Parcel Economics?

A standard procurement negotiation once focused on the simple lever of volume-based discounts to ensure profitability, but the modern landscape of e-commerce has rendered that linear equation dangerously incomplete. As of 2026, the retail sector is witnessing a profound shift where the traditional metrics of success—negotiated carrier rates and total package counts—no longer tell the full story of a company’s

Why is Buying Group Engagement the Key to B2B Revenue?

The once-reliable image of a singular executive sitting behind a heavy mahogany desk and unilaterally signing off on a multi-million dollar contract has effectively dissolved into the ether of corporate history. In the high-stakes environment of modern commerce, a definitive “yes” rarely originates from a single office; instead, it is the hard-won result of a complex and often invisible consensus

How Is AI-Driven MarTech Redefining Modern ABM?

The high-stakes landscape of B2B sales has undergone a fundamental transformation where the ability to interpret invisible buyer intent is now more valuable than the largest possible marketing budget. In the current marketplace, the distinction between a closed deal and a missed opportunity often rests on milliseconds of data processing rather than weeks of manual research. Account-Based Marketing (ABM) has

How Does Automation Redefine the Modern DevOps Lifecycle?

The seamless orchestration of complex digital environments has evolved to a point where a single code commit can trigger a global cascade of automated events, rendering the traditional, friction-filled manual handshakes between departments entirely obsolete in the competitive high-stakes world of enterprise software delivery. Modern software engineering no longer permits the luxury of week-long deployment cycles or manual server provisioning.