This report examines the application of agile methodologies and cloud-based solutions within the context of an Auto-Parts Warehouse Management System (APWMS). The report begins by exploring the benefits of cloud computing, including Infrastructure-as-a-Service (IaaS), scalability, and security considerations for the APWMS. It then delves into agile methodologies, specifically comparing and contrasting Unified Process (UP) and Scrum. The analysis highlights the advantages of each approach, particularly emphasizing Scrum's iterative and client-focused nature. The report recommends Scrum for the APWMS, citing its ability to handle changes and direct client interaction. The report also references the importance of cloud-based services for data management and the adoption of agile methodologies in software development. References to relevant academic papers support the analysis.