Description: A false alarm occurs when an Intrusion Detection System (IDS) or an Intrusion Prevention System (IPS) triggers an alert for an activity that is actually benign and does not pose a real threat. This phenomenon can be problematic as it may lead to confusion and distrust in the security system. False alarms can arise for various reasons, such as improper configurations, software updates that alter system behavior, or misinterpretation of legitimate traffic patterns. The frequency of these alerts can impact operational efficiency, as security teams may be forced to investigate multiple alerts that do not require attention, consuming time and resources. Additionally, a high number of false alarms can lead to security personnel fatigue, potentially resulting in the oversight of genuine alerts. Therefore, proper management of false alarms is crucial to maintaining the effectiveness of intrusion detection and prevention systems, ensuring that they focus on real threats while minimizing unnecessary disruptions to operations.