METRICS & ATTRIBUTION • EXPERIMENTATION
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Q&A TEARDOWN
Your Attribution Model Is Lying to You: A Q&A Teardown
Why your attribution dashboard disagrees with finance, why multi-touch models confuse modeling choices with facts, and the lightweight 30–50% spend throttle test small teams can run this quarter.
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ORGANIC & SEO • GTM
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FEATURED PLAYBOOK
When should an early-stage startup shift from founder-led sales to programmatic SEO?
Programmatic SEO is a scale mechanism; founder-led sales is a learning mechanism. The 3 diagnostic readiness signals to know when your early-stage B2B startup is actually ready to transition.
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PAID SOCIAL
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PLAYBOOK
What is the optimal creative refresh cadence for Meta Advantage+ campaigns?
The dynamic fatigue formula: tracking frequency thresholds, CPM degradation indices, and weekly asset pipeline injection rules.
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METRICS & ECONOMICS
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PLAYBOOK
How do you calculate true CAC when blended numbers hide unprofitable channels?
A mathematical breakdown of Paid CAC vs Organic Blended CAC with cohort-based payback adjustments and payback curve modeling.
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EXPERIMENTATION
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PLAYBOOK
How do you structure minimum sample sizes for statistical significance on low-traffic B2B funnels?
Why micro-conversion proxies beat waiting 9 months for revenue significance, and how to use sequential testing boundaries safely.
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PAID SOCIAL
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PLAYBOOK
What is the fastest way to diagnose why Meta CAPI event match quality dropped below 6.0?
The 4-point debugging checklist: server cookie hashing, client-side deduplication keys, IP forwarding headers, and iOS Safari WebKit restrictions.
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