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Accurate Marketing Attribution with GA4 Users in BigQuery

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Marketing teams constantly ask: “Which channel truly drives conversions?” GA4 provides user-level metrics and event data, but discrepancies between the GA4 interface and BigQuery exports can make attribution tricky. For example, Active Users or New Users may not match when you try to analyze traffic by campaign, source, or medium in BigQuery. This guide shows … Read more

Calculating Conversion Rates at Each Step of the Ecommerce Funnel Using BigQuery SQL

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Yesterday, we explored how to query GA4 ecommerce events in BigQuery to analyze your checkout funnel.That post laid the foundation by showing how to pull funnel stage counts from GA4’s raw event data. Today, we’re going deeper.We’ll calculate conversion rates at each step of the ecommerce funnel, handle deduplication at both the user and session … Read more