Cracking Amazon USA Apparel from Jaipur - $156K with 22% Returns Managed Down to Profit

Apparel is the hardest category we work in. Sizing, returns, FTC labels, 15-28% duty rates - most Indian apparel brands lose money on their first Amazon launch. This Jaipur block-print fusion-wear brand did $156,287 Year-1 at a 28% net margin. The discipline that made it work was almost entirely upstream of Amazon.

The setup

The client (we'll call them "Sanjhi Studio" - not the real brand name) is a 2nd-generation Jaipur apparel manufacturer. They do hand block printing on cotton in their Sanganer workshop - a craft their family has practiced for 35 years. Until 2023, they exported wholesale to small European boutiques (Paris, Amsterdam, Berlin), running 8-12% net margins.

The founder (early 30s, runs the business alongside her father) wanted to build a direct US D2C brand. She'd studied at NIFT, understood fashion-forward positioning, and had been doing Instagram-only Indian D2C for 2 years. She came to us at the recommendation of a Jaipur-based design agency we work with.

Why apparel is brutal - and how we approached it

Three structural problems we had to solve before the first Amazon listing went live:

1. Sizing. Indian sizing runs 1.5-2 inches smaller than US in the same numeric size. A "Large" in Jaipur is roughly a US "Medium." We required Sanjhi Studio to cut samples in actual US sizes, not relabel Indian sizes.
2. FTC labelling. Every garment needs fiber content, country of origin, manufacturer/RN number, and care instructions - permanent, English, English-symbol care. We filed for an RN number with the FTC (free, 4-week wait) and produced sewn-in labels in Sanganer.
3. Duty. Women's cotton tunics get hit at 15.4% duty entering the US. The landed-cost math means a garment that costs $9 ex-factory lands at $13.50+ before FBA fees. Pricing had to start at $34-48 retail to survive.

The 10-month build

Month 0-2: Foundation

• Texas LLC + EIN + Mercury (Day 39 fully operational)
• FTC RN number filed (Day 12), received Day 38
• USPTO trademark filed
• First 12 SKUs designed specifically for US sizing (XS through XXL)
• 3 fit-test rounds with US-based reviewers (cousins + friends in Houston, NYC, LA)

Month 3: Manufacturing + first shipment

• 800 units across 12 SKUs hand-block-printed in Sanganer
• Pre-shipment lab test for AZO dye compliance (SGS Mumbai, $140)
• Air freight (DEL → IAH): $4.20/kg, total $3,360 for 800kg shipment
• Choice of air over ocean: launch speed mattered, volume was small enough to absorb

Month 4-6: Launch + first iteration

• Live on Amazon: Day 14 of Month 4
• Month 4 revenue: $4,800 (98 units, mostly 1-star and 5-star reviews - classic apparel polarization)
• Month 5: $9,200 (returns running 31%, mostly sizing complaints)
• Month 6: $14,600 (return rate dropped to 24% after we updated size charts with body measurements in product images)

Month 7-10: Stabilization

• Month 7: $18,800
• Month 8: $22,400 (added 4 new SKUs based on top-performer styling)
• Month 9: $24,200
• Month 10: $26,300 (Q4 ramp; return rate stabilized at 22%)

Verified numbers - Year 1

Metric	Result
Year-1 gross GMV	$156,287
Returns (Year-1 average)	22.4%
Net revenue after returns	$121,278
Ad spend	$28,400 (TACoS 23.4%)
FBA + Amazon fees	$38,200 (24.5%)
COGS landed (incl. 15.4% duty)	$39,800 (25.5%)
Think14 fees (total)	$8,700
Net profit (Year-1)	$34,178 (28.2% on net revenue)

What worked

1. US-sized samples, not relabelled Indian sizes. The single biggest decision. Cost +$2,400 in extra sample rounds but saved an estimated 15-20% in returns annually.
2. On-model photography in the US. We connected them to a Houston-based photographer (paid in equity for first shoot, $1,200 cash for subsequent shoots). Studio photos of garments on a real US-sized model converted at 12.1% vs 6.4% for product-only shots.
3. Body measurements in image #6. Not a size chart - actual chest/waist/hip in inches printed on a model silhouette. Returns dropped 8 percentage points after this image was added.
4. "Modest fashion" positioning. Their long-sleeve tunics played well in the US modest-fashion segment (Muslim, evangelical Christian, conservative Jewish customers all overlap here). Underserved category with thin competition.
5. Air freight only. 800-1,200 units per shipment kept inventory turn under 8 weeks. No deadstock from misjudged fashion seasonality.

What didn't work

• Saree-style pieces. Tried 2 styles with saree-inspired draping. Both flopped - confusing fit instructions, high returns. Discontinued by Month 5.
• $58+ pricing. Premium pricing on intricate block-print pieces. Conversion dropped to under 3%. Pulled back to $42-48 range.
• Etsy as a side-channel. Tested Etsy alongside Amazon. Customer acquisition was free but margins similar (Etsy fees + ad spend), and operational overhead doubled. Closed Etsy by Month 7 to focus.
• Influencer seeding. Sent free units to 6 South Asian fashion influencers. Got 2 posts, no measurable sales lift. Money would have been better spent on Amazon PPC.

The honest verdict on apparel

Sanjhi Studio's Year-1 result - $34K net profit on $156K GMV - is a good apparel outcome. Most first-year apparel attempts on Amazon US lose money. The difference here was three things: (1) US sizing discipline before launch, (2) modest-fashion positioning that reduced competitive pressure, and (3) tight inventory turn via air freight.

If you're considering apparel, read our apparel category guide first. We'll talk you out of it if the math doesn't work for your specific position.

What's next for Sanjhi Studio

Year 2 plan: maintain 14 core SKUs (kill 4 underperformers, hold 10 winners), add a "co-ord set" line (tops + bottoms sold together - better AOV), and explore Brand Registry-required Amazon Vine + A/B testing. Target: $280K Year-2 GMV at 32% net.