Creative fatigue tanks ROAS 20-40% in days. The 4 leading indicators (frequency, CTR decay, CPM drift, conversion lag), the math behind each, and the refresh cadence that prevents it.
A practical, step-by-step guide to cohort analysis for e-commerce brands - covering acquisition cohorts, behavioral cohorts, retention curves, LTV projections, and actionable patterns to look for in your data.
A customer health score can flag at-risk buyers 30-60 days before they churn. Here is how to build one from scratch with the right signals and weights.
We tested 12 ecommerce analytics tools head-to-head. See which ones actually deliver on attribution, LTV, and profitability - with honest pricing, pros, and cons for every brand size.
