This paper proposes Talent Track, a centralized web-based placement portal designed to streamline and digitize campus recruitment for colleges and universities. The platform allows students to create profiles, upload academic records, resumes, and certificates, which are securely stored and accessible only to verified recruiters. By integrating web data mining techniques, the portal enhances the recruitment process by enabling recruiters to search, filter, and match student profiles based on specific skills, qualifications, and academic performance. This data-driven approach saves time and helps companies identify the most suitable candidates efficiently. College staff and administrators can monitor placement activities through a dashboard, generate reports, and track student performance, reducing paperwork and improving coordination. Overall, the system automates key operations, ensures secure data handling, and bridges the gap between education and employment through smart, data-centric recruitment.