In an era marked by rapid internet expansion, domain classification has become essential for ensuring online safety, security, and ethical standards. With the internet hosting over 50 billion web pages and witnessing the daily emergence of hundreds of thousands of new websites, the task of classifying domains is increasingly complex. This process, vital for identifying and neutralizing online risks, employs a hybrid approach that combines the speed of AI with human expertise to maintain accurate and dynamic classifications. Such efforts are crucial across various industries, including cybersecurity, digital marketing, e-commerce, financial services, and healthcare, where domain classification helps manage threats, boost visibility, assess vendor credibility, ensure regulatory compliance, and guide informed health decisions. Bright Data exemplifies this approach by integrating AI technology with human oversight to enhance accuracy and address the ever-evolving digital landscape. As technology advances, domain classification is poised to play an even more significant role, promising a more secure and personalized online experience by integrating emerging technologies and enhancing regulatory compliance, predictive analytics, and adaptive security measures.