Methods & sources
21 source types this issue. Numbers below are items actually collected.
Our data principles
Every item is sourced
Each signal links to its original with a date; translations keep the original text for checking.
Missing means blank
If a source fails this week the page says so; we never pass off old data or estimates. Each source logs ok / zero / failed separately.
No bypassing access controls
Sites with CAPTCHAs or bot protection are never bypassed; we use official APIs, public data or search-indexed public summaries instead.
Counts are not sales
Ingredient, format and claim counts only cover this week’s collected launch and news text — frequency of mention.
Graded regulatory confidence
Official text / authoritative secondary / unverified, each with a last-reviewed date. Not legal advice.
Machine translation is disclosed
Chinese renderings of foreign-language titles and consumer questions are machine-translated with terminology checks; the original is authoritative and appears when you hover a title. Tell us about errors and we will correct them.
Tracked categories are disclosed
The naming glossary covers 70 tracked categories (skincare formats and packaging types); consumer questions and AI citations currently cover 21 of them, expanding to colour cosmetics, hair care, fragrance and more. Trade news is auto-classified against 700+ ingredient, format, packaging and testing names; regulation covers the whole beauty industry.
Independent, no paid ranking
No paid placements and no ranking promises; public data contains no company’s internal information or customer lists.
Sources and items collected
How items are assigned to readers
One signal can belong to several readers, assigned automatically by supply-chain layer, category glossary and keyword rules.
Ingredient & active suppliers
Packaging suppliers
OEM / ODM manufacturers
Brands
Testing & certification bodies
Service providers
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