// Practical articles for technical marketers
A field-tested Google Tag Manager audit method for live versions, firing order, conversion deduplication, consent, naming, and safe API automation.
//Read Article→Learn how GA4 engagement rate and bounce rate differ from Universal Analytics, why both are session-scoped, and how custom scroll-depth events and heatmaps reveal page behavior.
//Read Article→A technical postmortem of an MMM allocation pipeline: observed-attribution floors, exact reconciliation, fault-injected validators, cohort maturity, source splicing, and the defects still left to solve.
//Read Article→Compare exact, phrase, and broad match in Google Ads, add negative keywords safely, and govern broad match with conversion data, scripts, and weekly AI-assisted query reviews.
//Read Article→Audit Google Ads conversion actions by separating One vs. Every counting from Primary vs. Secondary optimization before inflated events train bidding.
//Read Article→Practical frameworks, automations, and fresh challenges to the easy answer.
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