The Ecommerce Playbook Podcast

Hosted ByTaylor Holiday & Richard Gaffin

2020 transformed the world of ecommerce forever. For the modern DTC brand, the rewards have never been greater. But the waters have also never been choppier, and the way forward has never been more uncertain. So how do you navigate this dangerous new reality? No matter how you do it, you’d better not do it alone. That’s where the Ecommerce Playbook Podcast comes in — join Common Thread Collective’s Taylor Holiday & Richard Gaffin as they bring you guiding insights from across CTC’s portfolio of growing DTC businesses. Whether you need a clear view on the macro issues affecting the world.

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The Ecommerce Playbook | From Campaigns to Cash Flow: How to Build a Forecast That Works

December 4, 2025 The Ecommerce Playbook Podcast 00:35:01
The Ecommerce Playbook Podcast
The Ecommerce Playbook Podcast
The Ecommerce Playbook | From Campaigns to Cash Flow: How to Build a Forecast That Works
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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 yours

  • How CTC turns marketing calendars into financial plans

  • The daily system our team uses to hit targets with confidence

  • How 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 spreadsheet

If 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: