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Field notes from the engine room.

Commercial systems, web builds, automation, CRM/ERP handoffs, launch architecture and reporting - written from live systems, not theory.

15+ years executionBerlin-based operatorNo page builder dependency
2026-07 · PLG

PLG tracking: signup to activation to pipeline

This field note explains how a growth system should be evaluated as an operating layer, not as isolated marketing decoration. The practical…

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2026-07 · Tracking

The CRM handoff is where attribution disappears

This field note explains how a growth system should be evaluated as an operating layer, not as isolated marketing decoration. The practical…

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2026-07 · Revenue OS

The five layers of a measurable growth system

This field note explains how a growth system should be evaluated as an operating layer, not as isolated marketing decoration. The practical…

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2026-07 · Dashboards

Why your dashboard lies before your ads fail

This field note explains how a growth system should be evaluated as an operating layer, not as isolated marketing decoration. The practical…

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2026-07 · Growth Systems

Five Layers of a Measurable Growth System

A measurable growth system needs demand architecture, tracking integrity, CRM memory, lifecycle automation and source-of-truth reporting. Each layer can work alone, but…

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2026-07 · PLG

PLG Tracking From Signup to Activation to Pipeline

Product-led growth needs more than a signup conversion. It needs identity resolution, activation events, lifecycle timestamps, product intent and CRM-quality signals. Without…

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2026-07 · Authority

How to Turn a Résumé Into a Proof System

A résumé asks to be believed. A proof system shows its work. That difference is why this site isn’t a CV page.…

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2026-07 · PLG

PLG Tracking: From Signup to Activation to Pipeline

In a product-led motion, the signup is not the conversion. It’s the beginning of the funnel that matters — and most tracking…

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2026-07 · Tracking

The CRM Handoff Is Where Attribution Quietly Dies

Attribution rarely dies in the ad account. It dies at the handoff — the moment a click becomes a contact. The pattern…

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2026-07 · Revenue OS

The Five Layers of a Measurable SaaS Growth System

Most SaaS “growth stacks” are a pile of tools. A growth system is different: five layers, each feeding the next, each measurable…

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