Buying Guide
Forecasting Seasonal Basket Demand Without Magical Thinking
Forecasts are scenarios with math, not wishes typed into a spreadsheet.

Start from base demand
Core natural storage sells outside holidays. Build the forecast from weekly base run-rate, then layer seasonal lifts for gift, garden, and holiday programs.
If you only forecast the peak, you will either stockout before the peak or drown in leftovers after.

Three scenarios, one decision
Model base, upside, and downside. Buy the base firmly, option the upside with later production if lead times allow, and pre-plan exit paths for downside.
Include marketing commitments only when they are real: confirmed promos, not optimistic mood boards.
Lead time is part of the forecast
A perfect unit forecast that ignores production and ocean timing is fiction. Move order gates earlier for finishes that need longer queues.
After the season, compare forecast versus actual by SKU family and write three lessons into next year’s model.
Related products
Shop handwoven baskets mentioned in this guide
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