This survey explores the evolving cybersecurity landscape, focusing on emerging threats, advanced attack vectors, and innovative defense mechanisms. It examines critical topics such as AI-driven attacks, ransomware evolution, supply chain attacks, and PBAC exploits, alongside the mitigation measures prioritized by organizations for reinforcing cybersecurity.