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Data Center News > Blog > Global Market > Moving AI workloads off the cloud? A hefty data center retrofit awaits
Global Market

Moving AI workloads off the cloud? A hefty data center retrofit awaits

Last updated: July 17, 2025 8:18 am
Published July 17, 2025
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“When you have a really particular use case, and also you wish to fold AI into a few of your processes, and also you want a GPU or two and a server to do this, then, that’s completely acceptable,” he says. “What we’re seeing, sort of universally, is that a lot of the enterprises wish to migrate to those autonomous brokers and agentic AI, the place you do want plenty of compute capability.”

Racks of brand-new GPUs, even with out new energy and cooling infrastructure, will be pricey, and Schneider Electrical typically advises cost-conscious purchasers to have a look at previous-generation GPUs to economize. GPU and different AI-related expertise is advancing so quickly, nonetheless, that it’s exhausting to know when to place down stakes.

“We’re sort of in a state of affairs the place 5 years in the past, we have been speaking a few information middle lasting 30 years and going by three refreshes, possibly 4,” Carlini says. “Now, as a result of it’s altering a lot and requiring increasingly more energy and cooling you’ll be able to’t overbuild after which develop into it such as you used to.”

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See also  OpenAI now lets enterprises choose where to host their data
TAGGED: awaits, Center, cloud, data, hefty, Moving, retrofit, Workloads
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