A stakeholder wants to know what is actually driving churn and which signals show up early enough to act on. In this practical SQL walkthrough, I compare support tickets, product usage, and recorded churn reasons before churn, then segment the results by plan tier to show that Basic, Pro, and Enterprise follow different churn patterns.
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We Lost Customers, But Not Revenue: Measuring Churn Three Ways in SQL
A stakeholder says we lost customers, but Finance says revenue is fine. In this practical SQL walkthrough, I measure churn three ways and combine them into a month-end scoreboard that shows how both statements can be true.
Continue readingHow I Debug Revenue Mismatches in SQL
Two dashboards disagree on revenue. Here is the exact SQL process I use to isolate definition and timeline mismatches.
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