
Modern software engineering has progressed to a point where traditional human-led intervention can no longer keep pace with the sheer velocity of cloud-native data streams. DevOps is undergoing a fundamental metamorphosis as it moves away from manual script-writing toward autonomous, AI-driven automation. This integration into the Software Development Lifecycle is not merely a convenience but a mandatory requirement for organizational










