
I write about enterprise commerce and growth systems that drift out of alignment and what it takes to fix them. Most of my work focuses on measurement integrity, activation infrastructure, data contracts, privacy, and platform operating models. Systems thinker | Enterprise maturity | Platform ownership | Governance and scale | Pattern recognition