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WHTop → 📋 News → Kubernetes Waste Grows as GPU Utilization Stalls At 5%
Apr, 2026 : Kubernetes Waste Grows as GPU Utilization Stalls At 5%
📅 - Cast AI says enterprises are leaving vast amounts of compute idle, with new data showing average GPU utilization at just 5 percent across tens of thousands of Kubernetes clusters. CPU usage trails at 8 percent, memory at 20 percent. The findings land as companies invest billions into AI infrastructure, raising sharper questions about whether that spending is translating into usable capacity.
The numbers are awkward because Kubernetes was supposed to fix this. The whole premise - abstract the infrastructure, let the system allocate resources efficiently - implied that waste would shrink as scale increased. Instead, the opposite appears to be happening. Larger environments are not [...][... Check source for end of article ...]
📅 - Arelion Upgrades Denmark Network For AI Traffic Surge - Arelion is expanding capacity at one of Denmark's quieter but increasingly important network hubs, upgrading its Nørre Nebel cable landing station as traffic patterns shift under the weight of AI workloads. The move comes as data center development accelerates across Jutland and Copenhagen, pulling more demand into a region already positioning itself as a northern European infrastructure corridor.
The upgrade is not a headline-grabbing build, but it sits at a point in the network where growth tends to concentrate. Cable landing stations do not scale in the same way as data centers, but when they fall behind, everything upstream feels it.
Nørre Nebel is being prepared for additional [...]
📅 - Schneider And Deloitte Partner on AI Industrial Shift - Schneider Electric and Deloitte are formalizing a partnership aimed at pushing AI deeper into industrial operations, targeting companies that are still running critical systems on fragmented, aging infrastructure. The collaboration links Schneider's operational technology stack with Deloitte's consulting and delivery frameworks, with the goal of moving transformation projects from strategy decks into working environments.
The pitch reflects a familiar problem that has not gone away. Many industrial operators have invested in digital tools over the past decade, but those investments often sit in silos. IT systems on one side, operational technology on the other. Data exists, but it is not [...]
📅 - AirTrunk Acquires Lumina To Enter India Data Center Market - Australian hyperscale data center developer/operator AirTrunk is moving into India, acquiring data center developer Lumina CloudInfra in a deal that gives it immediate scale in a market where demand is rising faster than infrastructure can keep up. The transaction adds pipeline, land, and local execution capacity - the pieces that tend to slow expansion when demand spikes.
India has been on the radar for some time. Not just for cloud growth, but for something broader. Data sovereignty rules are tightening. AI infrastructure is becoming a national priority. The user base is already massive.
What has been missing is capacity at the scale hyperscalers expect.
That is where Lumina comes [...]
📅 - DE-CIX Expands Access Inside Key New York Carrier Hub - DE-CIX is extending its footprint inside 60 Hudson Street, the dense New York carrier hotel housing more than 300 networks, including hyperscalers and major telecoms. The move adds a fourth facility operator to its reach and brings a quantum-focused data center into its ecosystem, changing how networks inside the building connect, and how quickly they can do it.
It sounds incremental at first - another expansion inside an already crowded building. But 60 Hudson Street is not just any site. It is one of the primary interconnection hubs linking North America to Europe, a place where physical proximity still matters despite years of abstraction in networking.
DE-CIX's latest step is less [...]
📅 - Switch Secures $2.6B Power Financing For AI Expansion - Switch has lined up a $2.6 billion syndicated performance letter of credit facility, a structure it says is new to the data center sector, aimed squarely at one problem - securing enough power. The financing backs commitments tied to transmission and generation projects as demand from AI workloads accelerates beyond what utilities can comfortably supply.
It is not a typical funding move. This is not about servers or buildings, at least not directly. It is about energy guarantees, the kind utilities increasingly expect before committing to large-scale infrastructure. Switch is effectively putting financial weight behind its power needs, signaling that access to electricity is becoming as [...]
📅 - Wasabi Secures $250M To Expand Cloud Storage Reach - Wasabi Technologies has secured a $250 million credit facility as it looks to scale its cloud storage platform amid rising demand driven by AI workloads. The financing, led by Bain Capital's Private Credit Group, comes as the company continues expanding globally and investing in infrastructure, following a recent acquisition and fresh equity funding that pushed its valuation to $1.8 billion.
It is another signal that storage - not just compute - is becoming a focal point in the AI cycle. Training models, moving data, keeping it accessible at scale. All of that depends on storage behaving differently than it did even a few years ago.
The timing is not accidental. Private credit markets [...]
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