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Case #1 · Acquisition
The Traffic Spike That Wasn't
"Sessions doubled — we're winning."
The overlooked metric: engagement rate cratered as the spike hit. The visitors were referral and bot spam, not buyers.
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Case #2 · Interpretation
The Bounce Rate Panic
"A 90% bounce rate means this blog post is failing."
The overlooked metric: average engagement time. People were reading to the end and leaving satisfied — the post was working exactly as intended.
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Case #3 · Attribution
Conversions Fell Off a Cliff
"Our ads stopped working."
The overlooked change: the attribution model had switched from last-click to data-driven. The credit moved; the conversions didn't.
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Case #4 · Acquisition
The Direct Traffic Mystery
"Our brand is so strong, everyone just types us in."
The overlooked cause: untagged campaigns and dark social were quietly inflating the Direct channel.
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Case #5 · Measurement Quality
GA4 Says We Lost Money
"Revenue dropped 30% versus Shopify."
The overlooked cause: consent-mode and cross-domain gaps, not a real decline. Two systems counting differently.
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Case #6 · Conversion Paths
Mobile Converts Worse — Cut It?
"Kill the mobile spend."
The overlooked metric: mobile was assisting desktop purchases. Cutting it would have starved the funnel that closed the sale.
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Case #7 · Acquisition
Our Best Channel Is "Unassigned"
"This mystery channel is our hero."
The overlooked cause: a misconfigured channel grouping was dumping real traffic into an unnamed bucket.
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Case #8 · Monetisation
Pageviews Up, Revenue Flat
"Traffic growth equals success."
The overlooked metrics: purchase-to-view rate and ARPU never moved. Classic vanity-metric trap.
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Case #9 · Engagement
The Monday That Looked Like a Trend
"Sudden decline — sound the alarm."
The overlooked context: weekday and seasonality patterns. A like-for-like period comparison showed nothing was wrong.
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Case #10 · GEO / AI Search
Where Did the Organic Clicks Go?
"Our organic clicks fell — Google must have demoted us."
The overlooked truth: zero-click answers and AI citations were absorbing the query. Rankings held; the click never happened. A gap GA4 can't see.
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