Writing on marketing technology, analytics, and digital systems.

Practical notes, frameworks, and reflections from work across MarTech platforms, data, and web architecture — collected in chronological order.

How to Plan a MarTech Stack Before Buying Tools

A practical, evidence-based framework for auditing capabilities, mapping data, defining requirements, evaluating vendors, and governing a MarTech stack.