Practical writing on segmentation, churn, and data strategy.
For growth teams, lifecycle leads, and CRM managers who want to act on behavioral data, not just report on it.
The Gaps in Lifecycle Marketing Automation That Segment Data Fills
Most automation platforms trigger on explicit actions, not behavioral drift. The customers who churn quietly never trigger a single rule.
Why Your Churn Model Needs to Show Its Work
A black-box churn score is hard to act on. When a model explains its top signals, your team knows exactly what to say in the win-back email.
First-Party Behavioral Data Is the Only Data That Still Works
Third-party cookies are gone in most contexts. The lifecycle teams winning right now are the ones who built on their own event streams two years ago.
Cohort Analysis for Product-Led Growth: What to Measure and Why
Cohort retention curves tell you whether your product is improving. Combined with LTV prediction per cohort, they tell you whether the business is improving.
How to Sync Customer Segments to Your Email Tool Without Losing Your Mind
The last mile of CDP value is getting segments into the tools that send emails. Here is how to do it without weekly CSV exports.
The Three Retention Metrics That Actually Predict Revenue
Net revenue retention, segment-level churn rate, and LTV-to-CAC by acquisition cohort. If you only track three things, track these.
Segment Drift: What Happens When Your Segments Stop Matching Reality
Segments defined six months ago are not wrong, they are just stale. Behavioral drift is slow enough that nobody notices until churn rate jumps.
Building Unified Customer Profiles From Behavioral Data
A purchase event and a login event look like two different records until you stitch them into a single customer timeline.
LTV Segmentation for Lifecycle Marketing: Beyond High, Medium, Low
Splitting customers into three LTV buckets is not a strategy. Predicted 12-month LTV per customer, updated daily, changes which segment gets which message.
Data Warehouse vs CDP: Which One Should Your Growth Team Use
Your warehouse is great for answering questions you already know how to ask. A CDP is for finding the questions you have not thought of yet.
The Churn Prediction Playbook for Growth Teams
Most churn prediction guides are written for data scientists. This one is written for the growth team that needs predictions on Monday morning.