In AI model training, idle GPUs — not high prices — are the biggest driver of cost, with poor utilization quietly burning tens of thousands of dollars in wasted compute capacity.
An alert from the North American grid connection authority shows that data centers will be treated similarly to generation assets when requesting power connections, requiring operators to share more information and permit operational monitoring.
Even as meeting the demands of AI infrastructure intensifies, preventing outages remains a top priority for data center operators — yet failures still occur. This report analyzes recent Uptime data on outages — their causes, costs and consequences.
AI applications are becoming critical to enterprise operations, but service availability still varies sharply across providers. Inference services should be evaluated not only on model capability, but on operational maturity.
As US state legislatures face difficulties passing local bans on data centers, opponents are increasingly turning to new regulatory approaches. Data center operators will need to navigate this fragmented policy landscape to stay ahead of compliance.
The 16th edition of the Uptime Institute Global Data Center Survey highlights the experiences and strategies of data center owners and operators in the areas of resiliency, sustainability, efficiency, staffing, cloud and AI. The attached data files…
On site fuel storage plays a critical role in maintaining data center resiliency. Following best practices will help operators extend the longevity of their on-site diesel stocks and avoid price increases.
Choosing whether to train a model from scratch or fine-tune an existing one comes down to the use case and cost — with hardware utilization remaining an important cost factor.
Results from Uptime Institute's 2026 Data Center Resiliency Survey (n=1,035) focus on data center resiliency issues and the impact of outages on the data center sector globally.The attached data files below provide full results of the survey,…
Even before data center operators move to higher voltages, rising power densities are increasing the risks faced by electricians.
There is a growing list of reasons why designers and operators are re-examining issues around redundancy and resiliency — but for most, it is inescapable: current levels of resiliency will need to be maintained.
Nvidia CEO Jensen Huang's comment that liquid-cooled AI racks will need no chillers created some turbulence — however, the concept of a chiller-free data center is an old one and is unlikely to suit most operators.
European national grid operators are advised to adopt proposed grid code requirements to protect their infrastructure from risks, such as data center activity, even though Commission action on the issue has stalled.
Cloud sovereignty is often treated as binary choice, but, in reality, it is a spectrum shaped by law, operations, technologies and supply chains. This framework explains the differences between sovereign public cloud options.
DLC introduces challenges at all levels of data center commissioning. Some end users accept CDUs without factory witness testing — a significant departure from the conventional commissioning script
Dr. Owen Rogers
Peter Judge
Douglas Donnellan
Andy Lawrence
Rose Weinschenk
Paul Carton
Anthony Sbarra
Laurie Williams
Max Smolaks
Daniel Bizo
Jacqueline Davis