Developing scalable software solutions is a critical aspect of building robust applications in today's dynamic technological landscape. Scalability enables systems to efficiently handle increasing workloads and data demands. To achieve this, developers must adopt a thoughtful approach that encompasses various engineering principles. A key emphasis