Articles
Practical, operator-led essays for brands, founders, hiring managers and marketing teams. Each card below is a short preview — click “Read full article” to open the complete note.
A performance marketing audit is not a search for the campaign with the highest reported ROAS. It is a structured way to answer a harder question: which parts of the media system are creating profitable, incremental growth, and which parts are simply claiming credit for demand that already existed?
Read full article →A GA4 and GTM audit checks whether the right events are firing, firing once, carrying the right parameters and matching the business actions that actually matter. If this layer is wrong, CAC, ROAS, funnel conversion and attribution debates become unstable before the media team even begins optimizing.
Read full article →Geo-incrementality testing compares regions where media activity changes with similar regions where it does not. The goal is to estimate what the media actually caused, not simply what a platform attributed to itself.
Read full article →Acquisition and retention campaigns should be measured separately because they solve different business problems. Acquisition asks whether media is bringing in new customers. Retention asks whether media is reactivating or converting people who already know the brand.
Read full article →Performance Max can be useful when the inputs are clean: conversion goals, product feeds, creative assets, audience signals and landing pages. But it becomes risky when teams treat automation as a substitute for measurement discipline.
Read full article →Sampling-led acquisition is a growth approach where product samples are used to acquire qualified first-party users and move them toward purchase through CRM, commerce journeys and follow-up offers. It works when sampling is treated as a measured funnel, not just a distribution activity.
Read full article →CAC, ROAS and LTV are useful only when read together. CAC tells you what acquisition costs. ROAS tells you how revenue relates to spend. LTV tells you whether customers remain valuable after the first transaction.
Read full article →In the first seven days of reviewing a paid media account, I am not trying to optimize everything. I am trying to find the few issues that distort every later decision: broken tracking, unclear campaign roles, budget waste, weak conversion signals and reporting that does not match business reality.
Read full article →GA4, Google Ads and Meta rarely match because they use different attribution windows, identity signals, conversion definitions, reporting logic and modeling methods. The goal is not to force every platform to show the same number. The goal is to know which number should guide which decision.
Read full article →Leadership does not need more dashboards. Leadership needs decisions. A good performance marketing review should translate campaign data into what the business should scale, hold, cut, fix or test next.
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