In the dynamic landscape of the United Arab Emirates, organizations are continually seeking innovative solutions to enhance operational efficiency and productivity. A key area of focus is workforce management, where accurate tracking of employee attendance plays a crucial role. Modern time and attendance systems have emerged as indispensable tools