Adding Isolation Forest Anomaly Scoring to FlowEnricher: practical, fast NetFlow Machine Learning

Isolation Forest in flowenricher

Teaching FlowEnricher to Spot Weirdos: Isolation Forest Joins the Party tl;dr: We added unsupervised anomaly detection to FlowEnricher using an Isolation Forest microservice. It scores per-IP behavior in real time and helps catch stealthy port scans and low-and-slow DoS bursts that signatures miss. Yeap, Machine Learning in netflows. Why Isolation Forest? Rule engines are great … Read more

CFM: A Modern Firewall and Intrusion Detection Manager Built for the Post-CSF Era

When CSF (ConfigServer Firewall) announced it was closing, it left a big hole in the Linux hosting world.CSF had been the de-facto standard for years — a reliable mix of iptables, Perl scripts, and clever wrappers that kept countless servers secure. But for those of us who’ve been running modern systems, one question was already … Read more