Case Study: Custom Pink Baby Socks for an Amazon Private Label Seller in Thailand
Pink Baby Socks for an Amazon Private Label Seller in Thailand
An Amazon Private Label Seller approached us with a pink baby socks requirement for Thailand. The brief was specific: a defined look, a hard launch date and a unit cost that had to survive shipping and duty. This case study records what was specified, what went wrong in sampling and how the bulk order was delivered.
The challenge
- Long lead times that miss the selling season
- Inconsistent sizing between production runs
- Unclear responsibility when a defect shows up after washing

What we specified
| Product | Pink Baby Socks |
|---|---|
| Client type | An Amazon Private Label Seller |
| Market | Thailand |
| Order volume | 5,000 pieces across 4 colourways |
| Base fabric | Georgette |
| Decoration | Flat Embroidery |
| Size range | 2-12Y |
| Sampling rounds | 4 |
| Delivery window | 6 weeks from PO to ex-factory |
How it was resolved
- We rebuilt the tech pack around Georgette and locked shrinkage allowance before grading.
- Decoration was moved to Flat Embroidery after strike-off tests showed better wash durability.
- A pre-production sample was approved and retained as the golden reference.
- Production ran with in-line inspection and a mid-run photo report.
- Cartons were packed to the client's own barcode and size ratio specification.

Result
- 5,000 pieces delivered inside the 6-week window.
- Unit cost held within 2.0% of the original quotation.
- Return rate linked to fit or workmanship stayed under 1.0%.
- The specification is now on file, so reorders reproduce the approved sample.
What we would repeat
Keep one process owner on both sides. Most delays come from hand-offs, not from machines.

Planning something similar?
Send us your tech pack or even a rough sketch — we will come back with fabric options, a costed sample plan and a realistic production calendar.



