Edge nodes have meaningful constraints on compute, memory, and power compared to cloud infrastructure, so workloads need to be designed for those limits rather than assuming unlimited capacity. Heavy training, large database operations, and cross-site analytics typically still belong in centralized environments. Trying to push too much to the edge usually results in either oversized hardware that defeats the cost case, or under-performing workloads that frustrate users.
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