Demand Forecast

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SHAMP. FOR MEN DEEP CLEAN NIVEA 250ML
SKU · AAABD31878

SHAMP. FOR MEN DEEP CLEAN NIVEA 250ML

longtail 1P CAPILLAIRE
Open on marjanemall.ma

Last 4 weeks demand

5
▲ 25.0% vs prev 4w

Offer Stock

306
Σ Stock across 7 live offers

1P stock

12
≈ 17.2 weeks of cover · latest warehouse snapshot

Unit price

MAD 26
avg of last 30 sells · latest 2026-04-27

AAABD31878

History (last 52 weeks) and LightGBM p95-quantile forecast for the SKU. Cutoff: 2026-06-22 · Total forecast: 63 units.
Actual Realistic forecast Optimistic Out of stock

Price history

Weekly qty-weighted average (MAD) of every non-null price/cost column in the OrderBook for this SKU. Click a legend entry to hide/show a line.
Why this forecast?

SHAMP. FOR MEN DEEP CLEAN NIVEA 250ML · in the longtail cohort · last 4 weeks 5 units, trending up +25.0% · on-hand 12 units

Signals the model saw

  • Cohort: longtail (812 days of history, 50 units sold over 52 weeks)
  • Volatility (CV): 1.50 — high (lumpy)
  • Recent trend: last 4w = 5 units · prev 4w = 4 units
  • Stockouts (last 13 weeks): none — history is reliable
  • Calendar events firing in forecast window: none

Model output

Realistic forecast — next week1.0 units
Realistic forecast — next 4 weeks4.5 units
Realistic forecast — next 3 months15.8 units
Optimistic — next week4.0 units
Optimistic — next 4 weeks (reorder target)17.9 units
Optimistic — next 3 months (quarterly PO target)63.4 units
Legacy μ/wk (reorder pipeline)1.2
Revenue exposure — optimistic, 3 months MAD 1.7K