Tactical Growth Engineering

Concise, direct playbooks solving high-stakes questions in unit economics, ad ops, attribution, and experimentation.

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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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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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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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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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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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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