Today, Android stands as one of the most prevalent operating systems in the realm of smartphone technology. This prominence has rendered Android a prime target for cybercriminals. Malicious entities are adeptly embedding harmful code into Android applications, making the detection of malware an increasingly formidable challenge for security experts.