A method and a system dynamically generates an advertisement based on one or more tokens distilled from information about a web session that requested a web page. For example, a token is distilled from information about a web session. Data is retrieved from a commerce database based on the token. The retrieved data is assembled into an advertisement, which is then supplied for rendering with the web page.