Traffic-Based Customer Segmentation: A Practical Approach with Quantile Bucketing and k-NN Anomaly Detection
Customer segmentation is one of those problems that sounds straightforward until you actually sit down with the data. In this post I’ll walk through an approach I built for segmenting customers based on their HTTP traffic patterns — the kind of traffic data that tells you not just how much a customer uses a service, but how they use it.