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frozen shirt

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Soft demand (-39.2% this quarter) — this niche doesn't clear our bar today.

Market size 17Growth 5Conversion 11Competition 97Returns 66Price range 72Avg price 85Brand share 9Review moat 57Quality gap 23

Competition

Incredible12%

top-5 click share — an open shelf

Avg price

Great$18.82

avg listing price — sweet spot $15–$100

Price range

Good$7.77–$33.31

cheapest to priciest tracked listing — scored on the share inside $15–$100

Returns

Good2.4%

return rate — above 6% kills the launch gate

Review moat

Good1,231.25

avg incumbent reviews — the moat a new listing must climb

Quality gap

Bad4.6★

avg incumbent rating — lower means beatable quality

Market size

Bad$67K

$67K/yr · 395K searches

Conversion

Bad0.9%

search→purchase rate — share of searches ending in a sale

Brand share

Bad96%

top-5 brand share — brand-locked demand

Growth

Bad-39.2%

90-day search growth — must beat 0% to launch

Competition

Clicks spread well past the top 5 (12% combined) — an open shelf where new products get seen.

Brands

14 falling

Sellers

29

Top-5 brand share

96%

Open market

3%

  • Disney86%
  • PATPAT6%
  • Amazon Essentials1%
  • Jurebecia1%
  • ZWSYXL1%
  • DISAUR1%
  • Open — no brand owns it (8 brands, 3%)

Product shelf

Each bubble is one product — market share against review moat; bubble size tracks estimated sales, color grades how beatable the incumbent looks.

0%1%$6692%$1K3%$2K4%$3K1101001K10K100K Reviews — right = deep review moat Market share (90d) ≈ est. sales
Beatable (≤4.3★) Contested Strong incumbent (>4.7★)

All 183 tracked products in this niche — three views at once, no toggling.

Demand & seasonality

Weekly Amazon search volume, last 104 weeks — -39.2% search growth over the last 90 days.
13K8KHoliday '24Prime Day '25Spike '25Holiday '25SepDecMarJunAugNovMarMay

No pronounced peak months · busiest ÷ quietest = 1.7×

Reviews

What buyers praise and complain about, mined from review topics.

What buyers love

Size-Overall20%

“Fit as described”

Quality-Overall15%

“The shirts are nice quality”

Soft Feel7%

“Its very soft”

Advertised Vs Actual Product6%

“accurate to the picture”

Material Quality5%

“The material is softer than expected”

Value For Money5%

“Worth it”

Comfort-Overall5%

“Super comfortable”

Gifting Purpose4%

“Cute birthday gift, loved it”

Durability3%

“havent had any issues since”

Color3%

“the color is vibrant”

What buyers complain about

Size-Overall20%

“Little short”

Quality-Overall11%

“really cheaply made”

Durability10%

“they are already falling apart”

Material Quality6%

“Poor material”

Print Quality3%

“Poor quality print”

Strength3%

“flimsy”

Value For Money3%

“Granted I feel the price point is a bit high”

Pilling/Linting3%

“Pilling after the first wash”

Hard Feel2%

“Too stiff, not wearable/comfortable”

Adhesion/Stickiness1%

“Just gave some crazy glue on hand because the jewels keep falling off”

Top return reasons

Size-Overall59%
Material Quality8%
Length6%
Quality-Overall3%
Waist Fit3%
Chest Fit3%
Advertised Vs Actual Product2%
Value For Money2%
Shoulder Fit1%
Sleeve Fit1%