Evolution of cybersecurity: emerging threats based on AI/ML, increasingly sophisticated supply chain attacks, ransomware-as-a-service, zero-day vulnerabilities in critical infrastructure, and new attack surfaces from edge computing and quantum computing. Includes regulatory alignment with NIS2, DORA, Cyber Resilience Act, adoption of zero trust architectures, automation of threat detection, and integration of security by design into DevSecOps processes.