The world of mobile devices is incredibly diverse, offering users a plethora of applications to enhance their daily routines. However, this abundance also attracts malicious actors seeking to exploit vulnerabilities and compromise user information. Unmasking Android malware requires a comprehensive approach, encompassing both preventative measures