Unlock the power of Google Analytics with Big Query
When working with GA4 and BigQuery, one of the most misunderstood topics is: “What actually happens to _ga, user_pseudo_id, and session IDs when a user accepts or denies cookie consent?” The answer is critical because consent decisions directly affect: This guide explains exactly how GA4 identifiers behave under consent accepted vs consent denied scenarios.…
If you work with GA4 BigQuery exports, one of the biggest sources of confusion is this: “Where did cookies go and how do they map to users and sessions?” The answer is simple but critical: GA4 does NOT export cookies into BigQuery. Instead, it converts browser cookies into stable analytics identifiers. This guide breaks…
If you’ve worked with Google Analytics 4 and BigQuery long enough, you’ve probably run into one frustrating problem: Your GA4 session numbers do not match your BigQuery session numbers. You pull a report from the GA4 interface. Then you query BigQuery. And suddenly: This happens because the GA4 interface and BigQuery are fundamentally different…
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