36
cake frosting machine
Skip itWeak search conversion (0.4%) — this niche doesn't clear our bar today.
Review moat
Incredible54avg incumbent reviews — the moat a new listing must climb
Competition
Okay55%top-5 click share — leaders hold, buyers still browse
Quality gap
Okay4.5★avg incumbent rating — lower means beatable quality
Brand share
Okay81%top-5 brand share — brands hold most of the demand
Returns
Okay4.0%return rate — above 5% kills the launch gate
Avg price
Okay$261.60avg listing price — sweet spot $15–$100
Growth
Okay+4.9%90-day search growth — must beat 0% to launch
Market size
Okay$123K$123K/yr · 118K searches
Price range
Bad$10.53–$474.97cheapest to priciest tracked listing — scored on the share inside $15–$100
Conversion
Bad0.4%search→purchase rate — share of searches ending in a sale