Traffic
Traffic: product names people saw on video, then the routine step behind them
K-beauty search demand has two layers. The first is product-name demand: a specific essence, a specific sunscreen, a specific balm, searched by name with the brand attached, often within hours of a video going wide. The second is routine-step demand: what an essence does, which toner to use before a serum, how to double cleanse. Most importer stores rank for neither because the product pages carry a Korean product name transliterated three ways and the routine content lives on a blog nobody links to. We normalise product naming so the page matches what the shopper types, build a routine-step collection for every step from oil cleanser to sleeping mask, and link each product to the step it belongs in.
