Shoes and sneakers
Look for both sides, toe shape, heel structure, sole, stitching and a useful size reference. Repeated glamour angles add little.
Seven-point filter
cnstorm Spreadsheet Checklist Before Saving a Find
A good shortlist is made by removing rows, not by collecting them. Use the same cnstorm spreadsheet checklist on every candidate so an attractive photo or low price does not set the whole standard.
Quick answer
Give one point for each check a row passes. Six or seven points earns more research; four or five means there are gaps; three or fewer is usually a reason to remove the row for now.
The checklist
Seven questions before you save
The item belongs in the category I am browsing.
Photos show the details that matter for this product type.
Sizing, measurements or fit notes are visible when needed.
Price makes sense beside similar finds.
Shipping weight does not ruin the value.
The row is not just hype or a vague label.
I can explain why I would save this find.
Score the row
Let the gaps stay visible
Do not award half-points for what you hope an external page might contain. Score the evidence you can actually see.
6–7Strong shortlist candidate
4–5Research more before saving
2–3Weak row with major gaps
0–1Remove for now
Category evidence
QC photos should answer different questions
“Lots of photos” is not the same as useful Mambabuy QC photos. Ask whether the angles reveal the risks that matter for the item.
Clothing and outerwear
Use front, back, seams, cuffs, closures, fabric close-ups and garment measurements. A size tag alone does not settle fit.
Bags and accessories
Look for dimensions, interior, edges, hardware or fastening details, strap length and a clear sense of scale.
Worked examples
What the score looks like in practice
Examples show browsing logic only; they do not verify any real listing.
Good row example: 6 points
A jacket row has the right category, clear front/back/detail photos, garment measurements, a relevant source link and enough information to compare likely weight. The price is viewed beside similar jackets.
Reason to save: the row answers fit and construction questions. One point remains open for additional packed-weight context.
Weak row example: 2 points
A sneaker row is in the correct category and shows one side image, but has no sizing note, no sole or heel view, a vague label and no reason to prefer it over nearby rows.
Reason to remove: five of seven checks depend on guesses.
One-sentence save rule
If you cannot explain the save, do not save the row
Use a concrete sentence: “I kept this hoodie because the garment measurements match my target fit and the photos show the seams and fabric clearly.” Avoid “It looks good” or “The price is low.”
Next step: keep only the highest-scoring rows, then review likely shipping weight and the external-link safety notes before continuing.
Ready to compare a small set?
Open the Mambabuy search only after you know the category and the evidence you need. External listings remain your responsibility to check.
