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All issuesVolume 331, Issue 2IT NewsOperations

Why Scale-Out Data Center Architecture Falls Short In The Age Of AI

Data Center Knowledge, Wednesday, October 8th, 2025

Are data center architects ready to rethink their approach and embrace smarter, network-driven strategies to meet the demands of the future?

For decades, data center architects relied on a straightforward playbook to address growing workload demands: they scaled out by adding servers. This approach provided a reliable way to increase compute, memory, and storage capacity to meet evolving needs.

However, the rise of AI has fundamentally changed the equation. The era of the scale-out data center might be coming to an end - or, at the very least, scaling out no longer suffices to keep pace with the unique demands of AI-driven workloads.

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