Wynthex Vyr logo Wynthex Vyr
Inventory Management Inventory Strategy

Just-in-Time Inventory Looked Perfect on Paper. The Reality Was More Complicated..

A 60-day trial on 38 SKUs with real shipping data and an honest account of where the model broke

2026/01 497 views 519 likes
Just-in-Time Inventory Looked Perfect on Paper. The Reality Was More Complicated.

Just-in-time inventory is borrowed from manufacturing. Applying it to e-commerce, where you do not control the production line or the carrier, is a different exercise entirely.

What the Test Looked Like

A Canadian apparel seller with 3 warehouse staff and roughly 400 monthly orders ran a 60-day trial. The goal was to reduce on-hand stock to no more than 14 days of supply for each of 38 core SKUs. Orders were placed more frequently, in smaller quantities, from 2 suppliers.

Every inbound shipment was monitored using purolator tracking and 17track for cross-border orders from the US supplier. The actual in-transit data mattered because the entire model depended on knowing when stock would arrive, not when it was supposed to.

Where It Worked

  1. Storage costs dropped noticeably. Fewer units on hand meant less warehouse space consumed.
  2. Cash flow improved in weeks 3 through 8 because less money sat in unsold product.
  3. Slow-moving variants were easier to identify and cut when orders were placed in smaller runs.

Where It Failed

  1. One supplier had a 4-day delay in week 5. That alone caused 9 stockouts.
  2. Shipping costs per unit rose by approximately 18% because smaller orders did not qualify for volume discounts.
  3. The team spent significantly more time placing and tracking orders, roughly 6 additional hours per week.

The model is not wrong. It is fragile. For sellers who tried this and hit a supplier delay that wiped out the gains, the fix is not abandoning the approach. It is building a 10-day emergency buffer for your 5 highest-velocity SKUs and treating that as untouchable stock.

How did this land for you?

Pick one - no account needed, no counters, just honest feedback.