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As RedCap technology gains broad adoption across industrial sites, smart agriculture and public utility scenarios, networks are facing unprecedented pressure from massive IoT terminal access. Large‑scale deployment of low‑cost RedCap devices brings huge business potential, yet it also creates a common challenge known as data congestion. When thousands of IoT terminals compete for limited network resources at the same time, simple equal resource allocation will lead to data contention. Critical service traffic may be squeezed by non‑urgent background transmissions, which reduces overall service experience for enterprise customers.