Website categorization has become a vital tool in response to the increasing demand, influencing how we move around the digital world. Beyond simple organization, its importance has grown to include safeguarding digital experiences, enabling parental control measures, improving ad placement, maximizing online analytics and marketing tactics, and safeguarding company reputation. Moreover, website classification technologies are critical to developing modern cybersecurity defenses and facilitating regulatory compliance across the sector.