This article explains how organizations can reduce SIEM alert fatigue by using validated threat intelligence, risk scoring, and proper threshold tuning. It highlights the cost of false positives, compares open-source and commercial feeds, and shows how context, scoring, and architecture changes improve detection accuracy and reduce operational overhead.