Journal of Cybersecurity and Information Management JCIM 2690-6775 2769-7851 10.54216/JCIM https://www.americaspg.com/journals/show/3981 2019 2019 Software Department, College of Information Technology, University of Babylon, Babylon 51001, Iraq Zeyd Zeyd College of Media, Al-Iraqia University, Baghdad, Iraq Mustafa Ismael Khudair University Presidency, Department of Internal Affairs, University of Iraqia, Baghdad, Iraq Ahmed Khader Ali Ibrahim College of Nursing, University of Babylon, Babylon 51001, Iraq Rahman Nahi Abid In modern software engineering, monolithic code structures are increasingly incompatible with the flexibility demanded by today’s platforms. These tightly coupled systems pose challenges for scalability, integration, and secure deployment. This paper presents a method for restructuring monolithic Java classes into optimized, reusable software components. We analyze each class using 19 object-oriented metrics from the CKJM suite, evaluating cohesion and coupling properties. Using our proposed framework—Good Global Optimization Dynamic Weighted Metrics (GGODWM)—we cluster interrelated classes and transform them into high-level components suitable for microservice environments. These components are evaluated within a Component Base Redesign Structure (CBRS) environment to measure reusability. Our experimental results show a 52% improvement in cohesion and coupling balance, outperforming traditional Turbo_MQ-based metrics. By enhancing component modularity and reducing interdependencies, the proposed approach contributes to more secure and maintainable code, thus supporting cybersecurity goals such as reduced attack surface and easier vulnerability management. 2026 2026 81 102 10.54216/JCIM.170108 https://www.americaspg.com/articleinfo/2/show/3981