Practical guides on closed-loop attribution, CAC, ROAS, and RevOps. Written for revenue-focused operators who need real answers, not agency spin.
Every major ad platform uses a different attribution window, a different conversion model, and a different counting methodology. The result is that the ROAS number you see in your dashboard is almost certainly wrong — not by a little, but often by a factor of 2× or more. Here's how to find the real number and what to do with it.
Read ArticleLast-click gives 100% of the credit to the final touchpoint before conversion. Here's what that's hiding in your channel mix — and how much it's costing you in misallocated budget.
Read ArticleStandard CAC formulas assume a short feedback loop. B2B companies with 6–12 month sales cycles need a different approach — one that accounts for in-flight pipeline and multi-quarter cohort data.
Read ArticleWith third-party cookies fading, first-party data is the only durable attribution signal. This guide walks through server-side tracking setup, CRM event mapping, and data layer configuration.
Read ArticleFirst-touch, last-touch, linear, time-decay, position-based, data-driven — each model tells a different story about your funnel. Here's when to use each one and what the differences reveal about your customer journey.
Read ArticleA B2B SaaS company with a 9-month sales cycle was about to cut LinkedIn entirely. Here's the attribution model we built that changed that decision and revealed $2.1M in pipeline no one knew LinkedIn was driving.
Read ArticleWhat tools, integrations, and data architecture do you actually need to build a closed-loop revenue intelligence system? This guide covers the full stack — from ad platform APIs to CRM data modeling to reporting layer.
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