Internet measurement is a critical yet treacherous scientific practice, where opacity, ethical pitfalls, and misrepresentation can skew insights. Cloudflare’s analysis of a wartime traffic surge in Ukraine reveals how raw data alone risks dangerous misinterpretation without context. This deep dive explores measurement lifecycles, ethical imperatives, and visualization strategies essential for tech professionals building resilient systems.