Discover how an edge first Digital Twin enables real time intelligence, reduces cloud dependency, and helps OEMs build scalable, resilient products.
In traditional software development, Quality Assurance (QA) was treated as a final phase after coding was complete. This siloed approach caused defects to appear late in the cycle, resulting in costly fixes, delayed releases, and workflow bottlenecks. In fast-paced digital environments, the pressure to deliver quickly often came at the expense of software quality.

To solve these challenges, organizations adopted DevOps, a culture and set of practices that integrates development and operations teams to enable faster, more reliable software delivery. DevOps shifts QA from a reactive checkpoint to a continuous, shared responsibility. Through shift-left testing, quality checks are embedded into every stage of the CI/CD pipeline, enabling rapid feedback and early defect detection.