In today's volatile digital landscape, fraudsters continuously seek to exploit vulnerabilities and compromise sensitive information. As technology advances, so too must our strategies for detection and prevention transform. A comprehensive approach is essential to mitigate the effects of fraud. One key pillar is the adoption of advanced analytics