Started my journey tinkering with early-stage growth metrics at a Series A SaaS startup. We were laser-focused on acquiring new users, so much so that we missed a critical churn signal in our initial cohort analysis, leading to a surprise dip in recurring revenue 6 months later. It was a hard lesson, but it taught me the absolute necessity of looking beyond the vanity metrics and understanding the