The technical foundation of every acquisition system: how to diagnose before scaling, how to build real tracking and how to design an architecture that doesn't break under pressure.
The audit process I use with every new client: tracking, campaign structure, attribution, signal quality and coherence between marketing KPIs and real sales.
Read article →The system reports conversions. The business isn't growing. Four diagnostic signals that confirm the algorithm is learning from the wrong data.
Read article →Meta: 500 leads. CRM: 180. Sales: 11 customers. Each gap has a different cause and a different fix. How the audience model becomes corrupted by low-quality signal.
Read article →Without clean conversion data, the system can't optimize — it just spends. Meta Pixel + CAPI, enhanced conversions, GTM without redundancies: this is how measurement foundation is built.
Read article →Diagnosis is the first step. Without it, scaling only amplifies the existing problem.