Secure as a Service VNF: A Proposed VNF Architecture for Proactive Malware Detection During File Downloads in Enterprises

The rise of virtualization technologies and cloud computing has transformed enterprise network management, offering numerous advantages but also introducing new security challenges. This paper proposes a Virtual Network Function (VNF) architecture designed specifically for proactive malware detection in files downloaded within enterprise networks. Leveraging advanced machine learning algorithms, real-time data analytics and existing online security services, this architecture aims to enhance enterprise security by providing timely and accurate detection of malware threats. The proposed solution is designed for seamless integration into existing network infrastructures, ensuring scalability and efficiency in combating evolving cyber threats.