Topic: cross-device behavior
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The Truth About GA4 Direct Traffic
Direct traffic in GA4 is often misinterpreted as a sign of brand loyalty, but it is primarily a default classification for visits where the source cannot be identified, revealing technical tracking limitations rather than user intent. Surges in direct traffic frequently stem from technical issues...
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Your Data's Evil Twin: The Doppelgänger Problem
The Data Doppelgänger Problem occurs when AI assistants, shared accounts, and automated workflows create composite digital profiles that appear as single, highly engaged customers, distorting analytics and wasting marketing budgets. This identity crisis leads to serious consequences, as automated...
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