Contact

Tell us what's wrong or missing.

K-Beauty Atlas is reviewed by a small team, not a large editorial desk. If something on the site is inaccurate, outdated, or broken, the fastest way to get it fixed is to tell us directly.

Report a formula change or incorrect record

Products are reformulated, discontinued, and re-released without notice, and ingredient lists sometimes differ by market. If a product page doesn't match what you see on the current package, email us the product name, the market/region, and a link or photo of the current ingredient list.

contact@kpopatlas.com — see the correction policy for how updates are handled once we have the details.

Report a broken link, graph issue, or bug

If a page 404s, a graph node doesn't open, search returns nothing it shouldn't, or anything else on the site behaves unexpectedly, include the page URL and what you did right before it happened.

Everything else

General questions, data-sourcing questions, or feedback on the explorer are all welcome at the same address. We read every message, though as a small team we can't guarantee a reply-by time.

contact@kpopatlas.com

Legal requests

For copyright/DMCA notices, see the DMCA page for the required elements of a valid notice.