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IDC Spotlight: Data delivery requirements for AI training and inferencing

The evolving AI landscape demands infrastructure tailored for training and inference, with seamless coordination among network, infrastructure, cloud, AI, and storage teams, alongside standardized environments to ensure

IDC Spotlight: Data delivery requirements for AI training and inferencing
Format
Analyst report
Published by
F5
Added
29 May 2026

About this analyst report

The evolving AI landscape demands infrastructure tailored for training and inference, with seamless coordination among network, infrastructure, cloud, AI, and storage teams, alongside standardized environments to ensure cost efficiency and effective deployment. As organizations shift from experimental AI approaches to structured, scalable deployments, this spotlight highlights the increasing importance of flexible architectures, robust security, and high performance across hybrid multicloud environments. Key topics include end-to-end encryption, advanced authentication, observability, and defenses against threats like DDoS attacks and data poisoning.

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