Article Content: Introduction In an era where privacy regulations are reshaping how marketers target audiences, contextual advertising has emerged as a powerful and compliant solution. Instead of relying on third-party cookies or user-tracking data, contextual advertising places ads based on the content of the webpage a user is currently viewing�