Teardown: Why This Amazon Listing Wastes Ad Spend
Objective: Given a real product listing page and a search-term performance report, identify the specific defects suppressing conversion rate and metric-reading habits that are wasting ad budget, separate from cosmetic non-issues.
You're a marketplace analyst at Chewy running a competitive gap analysis on rival pet-brand Amazon listings and campaign reports, to advise your own team's multichannel retail media strategy before the next planning cycle.
Two specimens: one competitor product listing page, one competitor search-term report. Find what's actually suppressing performance in each, and don't flag things that only look wrong.
Before you start
What you'll need
Free path (everything below is enough to finish)
Free, no account needed, works for any exported report
Free to view for any active advertiser account, confirms the specimen matches real report structure
No access? Use the specimen data as-is, the report format is representative of what Amazon Ads exports
The process
Specimens to review
This listing is getting real clicks from Sponsored Products at a reasonable $2.10 CPC, but converting at less than a third of the category average. Before recommending more ad spend, find what's suppressing conversion on the page itself.
PRODUCT: DailyBoost Dog Probiotic Chews, 90 Count TITLE: DailyBoost Dog Chews PRICE: $28.99 (category average: $24.50) IMAGES: 4 total - main product shot on white, ingredient label closeup, package back, size chart BULLET POINTS: - Great for your dog's health - Made with quality ingredients - Dogs love the taste - Trusted by pet owners everywhere REVIEWS: 12 reviews, 3.8 average rating A+ CONTENT: Yes, includes a brand story module CAMPAIGN DATA: Sponsored Products, $2.10 avg CPC, 3.1% conversion rate (category avg: 11%)
Specimen: synthetic, realistic
The dashboard shows a healthy 8.2x ROAS on this campaign. The account manager wants to double the budget next month. Before signing off, find what the headline ROAS number is hiding.
SEARCH TERM PERFORMANCE REPORT, 6-week campaign, Sponsored Products Total spend: $4,200 Reported ROAS: 8.2x (dashboard headline metric, tracked weekly) TOP 5 'CONVERTING' SEARCH TERMS: 1. dailyboost dog probiotic 412 clicks 9.1% CVR 2. dailyboost 298 clicks 11.4% CVR 3. daily boost dog chews 203 clicks 8.7% CVR 4. dog probiotic chews 88 clicks 2.1% CVR 5. probiotic for dogs 71 clicks 1.8% CVR NEGATIVE KEYWORDS ADDED IN 6 WEEKS: 0 'free dog treats' search term spend: $340, 0 conversions Budget allocation: 100% on this one SKU, brand has 40 total SKUs live
Specimen: synthetic, realistic
Final deliverable
A defect log for both specimens, each defect tagged by severity, with a one-line recommendation per defect.
See a reference example
Liquid Death, competitor listing teardown (excerpt) LISTING DEFECTS [CRITICAL] Title has no differentiator beyond brand name, add flavor + size + key claim [MODERATE] Only 3 images, none lifestyle, add at least 2 in-use shots NOT A DEFECT Price sits $2 above category average, negligible at this price tier SEARCH TERM REPORT [CRITICAL] 60% of 'top converting' terms are branded, true non-branded ROAS is 2.1x, not the 6.4x headline
Success criteria
You're done when you can:
- Flags all critical defects in the listing specimen (title, bullets, reviews)
- Correctly identifies the branded-term ROAS inflation in the search-term specimen
- Does not flag either distractor as a real defect