The fast rise in smartphone usage has coincided with an upsurge in malicious attacks targeting Android mobile devices. Android systems provide several significant methods, such as banking apps; as a result, malware that takes advantage of security flaws in systems targets them. Throughout the last ten years, the cyber threat has increased dramatically.