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From Campaigns to Cash Flow: How to Build a Forecast That Works

Ecommerce Playbook · December 4, 2025 · 35 min

Summary

How do high-performing ecommerce brands turn campaigns into predictable cash flow?In this episode, we break down the exact forecasting process we use at Common Thread Collective to consistently land within 0–10% of goal across dozens of brands.Growth Strategy Manager Brian Sakansky joins Richard to unpack how CTC builds forecasts, operationalizes them, and uses daily expectations to make real-time decisions that drive revenue and contribution margin.You’ll learn:Why most forecasts fail—and how to fix yoursHow CTC turns marketing calendars into financial plansThe daily system our team uses to hit targets with confidenceHow to identify the “real” problem in your data (AOV, CAC, CVR, etc.)The contingency planning that keeps brands on track when things go sideways How smaller operators can build this same process with nothing more than a spreadsheetIf you want forecasting to be more than a spreadsheet…If you want it to actually guide your decisions…And if you want to turn campaigns into reliable cash flow…Show Notes:Start your free trial now at https://bit.ly/4isWjjqExplore the PROPHIT System: http://prophitsystem.comThe Ecommerce Playbook mailbag is open — email us at podcast@commonthreadco.com to ask us any questions you might have

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