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Reducing Alert Fatigue: ML-Driven NSM for Modern SOCs

DEV Community: security·Andrei Toma·about 1 month ago
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The Invisible Wall in Security Operations: Understanding Alert Fatigue The modern Security Operations Center (SOC) is currently facing a crisis of sustainability. As cyber threats evolve with unprecedented speed, the professionals tasked with defending organizational perimeters are hitting an invisible wall: the limit of human cognitive capacity. Analyst fatigue is no longer just a management concern; it is a critical security vulnerability. When analysts are inundated with thousands of alerts daily—many of which are false positives or low-priority noise—the likelihood of missing a high-severity indicator of compromise (IoC) increases exponentially. In the current cybersecurity landscape, the sheer volume of telemetry data generated by enterprise networks is staggering. SOCs are no longer just monitoring networks; they are fighting a losing battle against a constant deluge of alerts.…

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