Networks are in a perpetual state of flux, leading to challenges for IT and security operations. This continuous change can create vulnerabilities that attackers may take advantage of. Although organizations deploy various security measures, such as firewalls, intrusion prevention systems, vulnerability management, and endpoint protection tools to safeguard their networks, breaches can still occur. A robust defense strategy necessitates ongoing assessment of daily risks stemming from exploitable vulnerabilities, typical configuration errors, poorly managed credentials, and legitimate user actions that may compromise system integrity. Given the substantial investments made in security measures, one might wonder why cybercriminals continue to succeed. The complexity of network security is compounded by the overwhelming number of alerts, relentless software updates and patches, and a flood of vulnerability notifications. Those charged with maintaining security find themselves sifting through vast amounts of data, often lacking the necessary context to make informed decisions. Consequently, achieving meaningful risk reduction becomes a daunting task, requiring not just technology but also a thoughtful approach to data management and threat analysis. Ultimately, without a strategic framework to navigate these challenges, organizations remain susceptible to attacks.