This research proposes improving incineration facility security using the Isolation Forest algorithm and cloud infrastructure for real-time incident detection. The cloud-based system ensures scalability, flexibility, and fast threat detection. Experiments using simulated facility data show successful anomaly detection with few false positives. The architecture can integrate with existing security systems to protect infrastructure and improve response times.