In cross-border e-commerce, data collection, and global business expansion, proxy IPs have become an essential tool. Dynamic residential proxies, in particular, are IP addresses assigned by Internet Service Providers (ISPs) to residential users. Compared with datacenter IPs, they better mimic real user environments, making them