Building a Hybrid Anomaly Detection Engine for Network Flows

Netflows and Machine Learning

🧠 Building a Hybrid Anomaly Detection Engine for Network Flows 1️⃣ Background flowenricher already enriched NetFlow/IPFIX data with ASN, GeoIP, DNS, etc., and had an Isolation Forest (iForest)–based anomaly detector. We wanted to make the anomaly detection more stable, explainable, and sensitive to different attack patterns without constant retuning — so we added two complementary … Read more

Netflows. From nothing to flowenricher: My journey for visibility in my network

It all started, as it often does, with a simple hosting setup on dedicated servers, hosting customers on the usual suspects: Hetzner, OVH, and the like. As things grew, the natural evolution was to dive deeper into infrastructure — first a few racks in a datacenter (Nova), then IPs and circuits from a provider, and … Read more