Transparent catalog evidence

Sugargoo Spreadsheet Data & QC Evidence Report

This report separates catalog scale from the evidence actually stored and inspected by this site. It is a reproducible snapshot report, not a claim that every product, seller, price, link or QC photo has been manually verified.

At a glance

What the current evidence shows

Live catalog observation
72,192

Results shown on .

Stored source snapshot
8,537

Rows pulled on .

Represented categories
20

Categories found in the bounded working snapshot.

Rows with public QC references
71

0.83% of stored rows; not warehouse QC for your own order.

Evidence boundaries

Two counts, two different meanings

The live MaisonLooks catalog displayed 72,192 results when observed on . That is a dated scale observation only.

The local source snapshot contains 8,537 rows pulled on . It is bounded by the categories and per-category limits used for this site's product previews, so it is not a full export of the live catalog.

Reproducible method

How the downloadable sample is selected

  1. Group the stored snapshot rows by their source category slug.
  2. Sort product rows inside each category by stable product slug.
  3. Take the first five rows from every represented category.
  4. Export the same fields shown by this report, including source update time and public QC-reference count.

The current file contains 100 rows. This deterministic rule avoids hand-picking only attractive or QC-backed items, but it is still a catalog-field sample rather than a live-link health test.

Download CSV methodology sample

What this report does not prove

  • It does not prove that every live product link still resolves today.
  • It does not verify seller quality, authenticity, stock, variants or current price.
  • Public QC references are not the QC photos attached to your own Sugargoo order.
  • Catalog and product-source dates can differ because they are separate observations.

Read the full editorial and verification standards.

Category coverage

Rows and public QC references by category

Counts below describe the stored snapshot, not the size of the complete live catalog.

Category Stored rows Rows with QC references QC references
Audio 194 8 17
Bags Backpacks 500 0 0
Belts 183 10 25
Boots 500 0 0
Coats 500 1 3
Eyewear 500 0 0
Headwear 500 1 3
Hoodies Sweatshirts 500 0 0
Jackets 500 1 2
Jeans 500 0 0
Jewelry Watches 500 0 0
Parkas Down Jackets 500 0 0
Perfume 500 38 86
Phone Accessories 55 2 5
Shorts 500 0 0
Sneakers 500 6 31
Sweaters Knits 500 0 0
T Shirts 500 0 0
Trousers Pants 500 1 2
Wearables 105 3 6

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