Pull orders by week, not month, then layer in discount codes, out-of-stock days, and shipping delays. Those annotations explain dips and spikes that looked random. Mark the exact dates campaigns launched and when paydays landed. Patterns emerge fast, guiding realistic forecasts instead of hopeful guesses.
Match keyword interest with local weather swings and common payroll dates in your biggest markets. A rainy week can accelerate indoor hobby sales, while biweekly paychecks lift average order values. Triangulating these signals sharpens your promotional timing, so cash arrives before supplier invoices hit and stress stays manageable.





