Articles
Analytics, measurement architecture, and decision-making
Recent articles and practical analysis from real measurement implementations
Articles on analytics, measurement architecture, and how data influences optimization and decision-making.
The articles examine how Google Analytics 4, Google Tag Manager, and Consent Mode shape measurement signals in real environments. The focus is not on tools alone, but on how measurement quality affects optimization and business outcomes.
Recent articles
Articles analyzing measurement architecture, optimization signals, and decision risks in real analytics implementations.
Google Tag Manager and Signal Control
Ingress Google Tag Manager (GTM) can appear technically functional even though the measurement signal is formed from the wrong event, with an incorrect structure, or multiple times. A control layer problem is often observable as a whole where one user action breaks into multiple parallel signals. This is why signal control has business significance, beyond…
Consent Mode and Signal Availability
Ingress Consent Mode often appears to be a functioning implementation, even though part of the signal is missing, part relies on modeling, and the report gives a more comprehensive picture of the situation than reality warrants. The problem is not limited to reporting — it also affects what kind of signal remains available for analytics,…
Optimization Signals That Drive Better Outcomes
Optimization signal quality drives better results A report can show success at the same time as the optimization signal steers in the wrong direction. The algorithm does not know the business objective directly. It learns to identify your objective based on the optimization signal that measurement architecture produces for it. A weak optimization signal can…
Measurement Architecture for Better Decisions
Measurement architecture and decision-making Measurement architecture and decision-making: how does the structure of measurement turn a business objective into an optimization signal? Ingress A web service tracking report can appear clear even when the control logic of tracking is faulty. The core of the problem is rarely in reporting. The starting point of the problem…
Google Analytics 4 and Better Decisions
Introduction In most companies, Google Analytics 4 appears to work as expected: data updates in real time, conversion tracking is active, and reports look clean. Yet the same measurement can still mislead decisions if it only describes what happens on the website rather than what drives real business outcomes. A technically correct GA4 setup can…
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