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cape dress

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High returns (16.6%) — this niche doesn't clear our bar today.

Market size 8Growth 34Conversion 2Competition 95Returns 0Price range 38Avg price 95Brand share 95Review moat 72Quality gap 80

Competition

Incredible18%

top-5 click share — an open shelf

Brand share

Incredible39%

top-5 brand share — no brand owns this niche

Avg price

Incredible$35.24

avg listing price — sweet spot $15–$100

Quality gap

Great4.2★

avg incumbent rating — lower means beatable quality

Review moat

Good613.98

avg incumbent reviews — the moat a new listing must climb

Price range

Okay$11.78–$233.31

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

Growth

Okay+6.9%

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

Market size

Bad$30K

$30K/yr · 618K searches

Conversion

Bad0.1%

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

Returns

Bad16.6%

return rate — above 6% kills the launch gate

Competition

Clicks spread well past the top 5 (18% combined) — an open shelf where new products get seen.

Brands

62 falling

Sellers

65

Top-5 brand share

39%

Open market

56%

  • Hedovan9%
  • KMBANGI9%
  • Avidlove8%
  • ENGWO7%
  • MAYFASEY7%
  • Ekaliy5%

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%2%$6104%$1K6%$2K8%$2K1101001K10K Reviews — right = deep review moat Market share (90d) ≈ est. sales
Beatable (≤4.3★) Contested Strong incumbent (>4.7★)3 products missing review or click data not plotted

All 135 tracked products in this niche — three views at once, no toggling.

Demand

Weekly Amazon search volume, last 10 weeks — +6.9% search growth over the last 90 days.
15K10KMay '26May '26May '26May '26May '26Jun '26Jun '26Jun '26Jun '26Jul '26

Reviews

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

What buyers love

Size-Overall14%

“Fit is easy”

Shape/Style12%

“Stylish and Comfortable”

Quality-Overall10%

“Seems to be well made”

Comfort-Overall8%

“Very comfortable”

Soft Feel5%

“The material is soft”

Advertised Vs Actual Product5%

“as advertised”

Color5%

“the color is accurate”

Weight Light5%

“Its lightweight and comfortable”

Material Quality4%

“light weight good material”

Value For Money3%

“Its affordable”

What buyers complain about

Size-Overall17%

“Run large”

Quality-Overall8%

“It was not well made”

Color4%

“not the whitest white”

Material Quality4%

“Cheap material”

Transparency3%

“The white panels, for me, are opaque and not at all see through”

Shape/Style3%

“wasnt very flattering”

Shoulder Fit3%

“not great at staying on your shoulders”

Thickness3%

“the material is a bit thinner than I expected”

Length2%

“the actual length isn't even close to what is advertised”

Stitch/Finish/Polish2%

“had NO seam”

Top return reasons

Size-Overall29%
Length15%
Color13%
Material Quality8%
Shape/Style4%
Advertised Vs Actual Product4%
Chest Fit4%
Shoulder Fit3%
Weight Heavy2%
Quality-Overall2%