Architecting the modern lifecycle marketing stack

A library of deep dives into the data engineering, stack architecture, and automation logic required to scale lifecycle marketing programs.

Latest articles

12 diagnostic questions that reveal hidden onboarding friction and provide specific fixes to boost activation rates.

Build a churn risk score in 15 minutes using behavioral data that predicts cancellation weeks before it happens.

Seven behavioral triggers that predict upsell readiness and the specific plays to convert each signal into expansion revenue.

Stop tracking churn after it happens. These leading indicators predict user risk weeks before cancellation.

Open rates are vanity metrics. Here are the 3 email metrics that actually drive SaaS revenue.

The step-by-step framework that tripled trial conversions through smart lifecycle automation.