Encryption is essential for protecting data privacy and securing communications, but it also creates challenges for managing and securing modern networks. Advanced solutions such as Zero Trust Network Access (ZTNA), Software-Defined Wide-Area Networking (SD-WAN), and Secure Access Service Edge (SASE) rely on accurate, real-time application visibility to function effectively. However, encrypted network traffic can make application identification difficult, resource-intensive, or even impossible using traditional methods. This challenge is especially significant as the majority of cyber threats now travel through encrypted channels. Organizations need solutions that can maintain application awareness and security visibility without compromising privacy or performance. By enabling accurate id

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