YTD 2026 revenue by channel, with every detected stockout window and a confidence-banded projection of what we left on the table.
Solid lines: actual daily revenue. Red dots: start of a stockout window — hover for SKU, duration, and date range. Dashed lines: counterfactual projection (what revenue likely would have been) with 80/95% confidence bands.
Shopify = variant inventory hit 0. Amazon = active FBA ASIN with $0 in sales after consistent prior selling.
For every OOS day, we estimate counterfactual revenue using a trailing 14-day average of revenue on days when the affected SKU was selling. Confidence bands come from the standard deviation of that window.
Lost-revenue figures apply a channel-share multiplier (Shopify ≈ 30%, Amazon ≈ 25%) — other SKUs still sell during a single-variant stockout.
Lost revenue YTD: — (range — to —).