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toddler robe

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Soft demand (-39.5% this quarter) — this niche doesn't clear our bar today.

Market size 52Growth 5Conversion 9Competition 87Returns 56Price range 78Avg price 90Brand share 64Review moat 32Quality gap 18

Avg price

Great$20.95

avg listing price — sweet spot $15–$100

Competition

Great28%

top-5 click share — an open shelf

Price range

Great$8.81–$38.48

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

Brand share

Good66%

top-5 brand share — brands hold most of the demand

Returns

Good2.8%

return rate — above 6% kills the launch gate

Market size

Good$330K

$330K/yr · 2.2M searches

Review moat

Okay3,317.17

avg incumbent reviews — the moat a new listing must climb

Quality gap

Bad4.7★

avg incumbent rating — lower means beatable quality

Conversion

Bad0.7%

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

Growth

Bad-39.5%

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

Competition

Clicks spread well past the top 5 (28% combined) — an open shelf where new products get seen.

Brands

25 falling

Sellers

29

Top-5 brand share

66%

Open market

30%

  • Doctor Unicorn30%
  • V.&GRIN24%
  • Burt's Bees Baby6%
  • FunnyPaja4%
  • Umeyda4%
  • HDOBHIO4%

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%4%$13K8%$26K12%$40K16%$53K101001K10K100K Reviews — right = deep review moat Market share (90d) ≈ est. sales
Beatable (≤4.3★) Contested Strong incumbent (>4.7★)

All 59 tracked products in this niche — three views at once, no toggling.

Demand & seasonality

Weekly Amazon search volume, last 104 weeks — -39.5% search growth over the last 90 days.
150K100KPrime Day '24Spike '24Holiday '24Prime Day '25Spike '25Holiday '25Spike '26SepDecMarJunAugNovMarMay

Peak months: Nov, Dec · busiest ÷ quietest = 7.7×

Reviews

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

What buyers love

Soft Feel26%

“Soft and absorbent”

Size-Overall15%

“Fit perfectly”

Quality-Overall11%

“High quality robe”

Comfort-Overall9%

“Comfortable”

Washability5%

“washed up nicely”

Warmth4%

“Feels warm and cozy”

Color3%

“Accurate color and fit”

Value For Money3%

“Great value”

Advertised Vs Actual Product2%

“AS described”

Thickness2%

“very nice fleece thickness”

What buyers complain about

Quality-Overall13%

“low quality”

Size-Overall13%

“beware of sizing”

Thickness12%

“The only small downside is that it could be a bit thicker for extra warmth”

Strap/String Quality7%

“Doesn't an inside string to help tie from the inside”

Advertised Vs Actual Product6%

“Not what you think”

Absorbency4%

“it is less absorbent than Id hoped”

Wrinkles2%

“Very wrinkled”

Thin2%

“Thin material”

Comfort-Overall2%

“not cozy”

Stitch/Finish/Polish2%

“seam came apart after the first washing”

Top return reasons

Size-Overall50%
Material Quality9%
Length7%
Thin6%
Quality-Overall5%
Advertised Vs Actual Product4%
Sleeve Fit4%
Color2%
Value For Money2%
Gap/Hole1%