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Modern software delivery has undergone a fundamental transformation. Agile development, DevOps practices, and cloud-native architectures have significantly reduced release cycles, increased deployment frequency, and distributed ownership across cross-functional teams. While development and infrastructure practices have evolved rapidly, quality assurance has often struggled to keep pace. Traditional QA automation approaches, which rely heavily on centralized test …

Cloud-native technologies have reshaped modern software delivery. Applications are no longer monolithic systems running on fixed infrastructure. Instead, they are composed of microservices deployed in containers, orchestrated by Kubernetes, and scaled dynamically based on demand. While this architectural shift has unlocked speed and scalability, it has also introduced significant operational complexity. A single user request …
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