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Fix Broken Campaign Tracking in SFMC — 100% Campaign Attribution Toolkit
why attribution fails? If Your UTM Tagging Is Inconsistent, Your Campaign Data Is Useless Most marketing teams think their tracking…
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What are _ga4 cookies? _ga versus _gid and its bigquery export mapping; ga4 cookies explained
GA4 uses first-party cookies set by Google Analytics, and the raw event data is exported into Google BigQuery. Below is…
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Google Analytics 4 (ga4) versus Universal Analytics: Complete Comparison Guide
If you’ve used Google Analytics for your website, chances are you’re familiar with Universal Analytics (UA) — the long-standing version…
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What Is traffic_source.medium in GA4 BigQuery?
Introduction If you’ve started analyzing GA4 data in BigQuery, you’ve likely come across the field: It looks simple at first.…
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Understanding Sessions in Google Analytics 4 (GA4): A Deep Dive
In web and app analytics, sessions are the foundation of most user-level metrics. However, GA4 fundamentally redefines sessions compared to Universal Analytics…
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What is a session in GA4?: A Deep Dive
In web and app analytics, sessions are the foundation of most user-level metrics. However, GA4 fundamentally redefines sessions compared to…
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Mastering GA4 Users: Metrics, Identity, and BigQuery Analysis
GA4 completely changed how we think about website and app users. Instead of just counting every visitor like Universal Analytics…
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Demystifying GA4’s Event-Scoped vs Session-Scoped Metrics in BigQuery
One of the biggest shifts from Universal Analytics to GA4 is the way data is structured around events and scopes.…
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How to Query GA4 Ecommerce Events in BigQuery to Analyze Your Checkout Funnel
Understanding your e-commerce checkout funnel is key to improving conversions and sales. Google Analytics 4 (GA4) exports detailed event-level data…
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Types of Users in GA4: Definitions & Key Considerations
Google Analytics 4 (GA4) offers a more flexible and event-based model than Universal Analytics, but it can be confusing when…
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