The biggest savings typically come from reduced cloud egress fees, lower wide-area network costs, and avoiding the need to scale centralized infrastructure to handle traffic that could be processed locally. The savings scale with data volume, so the higher the workload’s data intensity, the stronger the cost case for edge processing. Most enterprises see meaningful savings on cloud bills within the first year of a serious edge deployment.
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