The clearest signal is when latency, bandwidth costs, or data sovereignty rules are starting to constrain workloads you cannot reliably run from a centralized cloud. If you are deploying IoT at scale, running real-time analytics, supporting remote operations, or facing customer-experience SLAs measured in milliseconds, the business case for edge typically writes itself. Without one of those drivers, the added complexity rarely justifies the investment over a well-architected cloud or colocation footprint.
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