Measurement Intelligence
for 8-Figure Brands.
Practical frameworks, technical guides, and capital allocation insights for brands serious about measurement.
Why Platform ROAS Is a Lie — And What to Use Instead
Every major ad platform over-reports conversions. Meta's click-based attribution window inflates reported ROAS by 30–60% for most eCommerce brands. Here's how to build a measurement framework that tells you what's actually working.
The 8-Figure Brand's Guide to Server-Side Tagging
Browser-side tracking is dying. iOS 14, ad blockers, and cookie deprecation have made client-side GA4 unreliable for brands spending $2M+ in media. Here's how to build a server-side architecture that captures what you're missing.
MER vs. Platform ROAS: The Metric That Actually Matters
Marketing Efficiency Ratio is the only metric that can't be gamed by platform attribution. Here's how to calculate it, benchmark it, and use it to make better budget allocation decisions across your entire media mix.
How to Run a Geo-Holdout Incrementality Test Without a Data Science Team
Incrementality testing is the gold standard for measuring true channel contribution. Most brands think it requires a PhD. It doesn't. Here's a step-by-step framework any 8-figure brand can implement in 8 weeks.
Building a Blended Revenue Model in BigQuery: A Practical Guide
A blended revenue model reconciles your Shopify data, platform data, and GA4 data into a single source of truth. Here's the exact schema and query structure we use for every client deployment.
What PE Firms Actually Want to See in Your Marketing Reporting
PE-backed brands face a different reporting standard than founder-led companies. Investors want incrementality, LTV cohorts, and channel contribution — not platform ROAS. Here's how to build reporting that holds up to scrutiny.
Ready to implement what you've learned?
Book a discovery call and we'll audit your measurement stack for free.