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4runner cabin air filter

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A concentrated shelf (top 5 take 89% of clicks) — this niche doesn't clear our bar today.

Market size 28Growth 57Conversion 87Competition 9Returns 84Price range 82Avg price 86Brand share 17Review moat 22Quality gap 23

Conversion

Great10.0%

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

Avg price

Great$19.44

avg listing price — sweet spot $15–$100

Returns

Great1.5%

return rate — above 6% kills the launch gate

Price range

Great$9.57–$42.73

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

Growth

Good+30.7%

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

Market size

Okay$124K

$124K/yr · 63K searches

Quality gap

Bad4.6★

avg incumbent rating — lower means beatable quality

Review moat

Bad10,146.63

avg incumbent reviews — the moat a new listing must climb

Brand share

Bad93%

top-5 brand share — brand-locked demand

Competition

Bad89%

top-5 click share — a locked-up shelf

Competition

The top 5 products capture 89% of clicks — a locked-up shelf that new listings rarely crack.

Brands

7 falling

Sellers

35

Top-5 brand share

93%

Open market

3%

  • Bosch54%
  • Puroma24%
  • EPAuto7%
  • K&N5%
  • RICHWEI4%
  • Purolator3%
  • Open — no brand owns it (1 brand, 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%15%$19K30%$37K45%$56K60%$74K1101001K10K100K Reviews — right = deep review moat Market share (90d) ≈ est. sales
Beatable (≤4.3★) Contested Strong incumbent (>4.7★)

All 8 tracked products in this niche — three views at once, no toggling.

Demand & seasonality

Weekly Amazon search volume, last 104 weeks — +30.7% search growth over the last 90 days.
5K3KSpike '24Prime Day '25Spike '26SepDecMarJunAugNovMarMay

Peak months: Jul, Aug · busiest ÷ quietest = 2.7×

Reviews

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

What buyers love

Size-Overall35%

“Fit Great”

Quality-Overall15%

“No complaints”

Value For Money12%

“Can't beat the price”

Filtration12%

“Great filter”

Assembly/Installation6%

“ez to install”

Advertised Vs Actual Product5%

“As advertised”

Efficiency4%

“functional”

Ease Of Use2%

“Easy to use”

Smell2%

“the smell is very subtle which is perfect”

Durability1%

“Easy to use and durable”

What buyers complain about

Compatibility-Overall18%

“not compatible at all”

Size-Overall18%

“It is too big”

Filtration17%

“Cabin filter did not fit”

Quality-Overall6%

“Cheaper than the local auto parts store”

Smell6%

“Initially, the filter smells fresh and brand new, doesnt do another job other than smell pretty”

Advertised Vs Actual Product5%

“Does not fit as advertised”

Functionality-Overall3%

“does not work”

Strength3%

“Flimsy, very cheaply made with prop65 cancer warning”

Ease Of Cleaning2%

“Looks dirty”

Assembly/Installation1%

“I couldnt install it”

Top return reasons

Size-Overall52%
Compatibility-Overall24%
Filtration10%
Value For Money4%
Advertised Vs Actual Product3%
Defective Material/Parts1%
Product Condition1%
Quality-Overall1%
Assembly/Installation1%
Functionality-Overall1%