What is the (ecommerce) holiday hangover? 

If December was your biggest month ever, January can feel like something broke overnight.

During December sales spike, ads look strong, and dashboards glow green.But January hits and suddenly refunds accelerate, inventory disappears and cash tightens.
In this Week in Review, Neil breaks down why December rewards volume but January reveals discipline. You’ll learn how post-holiday returns, refund timing, inventory lockups, and fixed expenses quietly crush unprepared ecommerce brands, even after a “record” Q4.

If you understand what January is actually showing you, it can become your strongest quarter instead of your worst.

🚀 What should I sell next? Visit: gpt.caimandata.com to generate data-driven product ideas powered by Caiman Data’s AI engine.

In This Episode, We Cover:

✅ How post-holiday returns distort revenue and cash flow

✅ The inventory lockup problem sellers never model

✅ How refund velocity creates cash flow gaps

✅ Why payroll, 3PLs, and ad bills expose weak systems

✅ How operators plan for January before Christmas

📍 Chapters

01:49 Why January is revealing, not slow

02:59 How post-holiday returns break cash flow timing

04:15 Inventory lockup and reverse logistics delays

04:52 How operators plan for January before Q4 ends

05:48 What to audit first when January hits

06:55 Why disciplined brands gain market share in Q1

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