The Basics of Inventory Forecasting for Ecommerce
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Too much inventory ties up cash. Too little means missed sales. Inventory forecasting finds the narrow target between those two costly extremes.
Historical sales data is the starting foundation
A surprising number of smaller brands make purchasing decisions based on gut feeling rather than actually reviewing their own sales history.
Seasonality needs to be factored in explicitly
Treating average monthly sales as flat, without accounting for predictable swings, leads to painful stockouts during peaks.
Lead time changes how much buffer stock you need
Longer, less predictable lead times mean carrying more buffer inventory to avoid stockouts.
Marketing plans should feed directly into forecasts
A big planned campaign will spike demand beyond what historical baseline data alone would predict.
Track forecast accuracy, not just the forecast itself
Comparing predictions against actual outcomes over time reveals systematic bias worth correcting.
Segment forecasting by product performance tier
Bestsellers deserve tighter buffer stock management than slow-moving, long-tail products.
Don't over-rely on a single forecasting method
Newer products with limited history need smaller initial orders and quick adjustment based on early sell-through.
Inventory forecasting is a repeated process, not a one-time task
Revisiting forecasts regularly catches emerging trends early enough to act on them.
Technology helps, but doesn't replace judgment
Forecasting tools still need human oversight for context data alone won't capture.
Good inventory forecasting won't ever be perfectly precise — the goal is reducing the size and frequency of costly surprises.
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