- Why did my revenue drop?
- Revenue is an outcome; causes live in different systems (ad spend, conversion, shipping, retention). Most teams notice only when the top-line moves. The signal often showed up weeks earlier in one of those levers.
- How do I find the cause of a revenue drop?
- List your levers (acquisition, conversion, AOV, shipping, returns, retention). For the period revenue dropped, pull the trend for each vs your baseline. The one that moved first or most is your candidate cause. Test one change before changing everything.
- How long does it take to diagnose a revenue drop?
- Manually: weeks of meetings and dashboards. With automated monitoring and root-cause analysis: you can get from signal to cause and suggested action in hours.