Shadow accounts, often called unauthorized or ghost accounts, have emerged as a significant and escalating threat in the digital realm, posing substantial risks to businesses. Commonly, these accounts are illicitly created by exploiting weaknesses in Single Sign-On (SSO) integrations, orchestrating phishing attacks, or employing social engineering tactics, all without the knowledge or approval of the legitimate account owner. Once established, malicious actors can exploit these shadow accounts for various unethical objectives, including unauthorized access to systems and data and tracking user activity. Both external attackers and malicious insiders can create these accounts, underscoring the critical need for enhanced security measures and vigilance in organizations.