
In recent years, the incorporation of automation within software development has offered myriad ways to streamline processes, increase efficiency, and foster collaboration between development and operations teams. Specifically, DevOps practices have significantly benefited from these advances. However, achieving optimal results often requires a well-thought-out approach, particularly a layered automation strategy that addresses various complexities inherent in DevOps. By implementing layered