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Vansh Khandelwal

Full Stack Web Devel... • 26d

Automated code quality assurance should be integrated at the architectural level to reduce defects, boost productivity and collaboration—over 50% of software project failures are linked to poor code quality. Design choices like microservices and event-driven architectures enable isolated testing and fault isolation. Combine unit, integration and end-to-end tests in CI/CD pipelines to run automated checks on every change. Leverage tools such as SonarQube, JUnit and Selenium. Firms like Spotify use these patterns to move fast while preserving reliability. Adopt ML/AI to predict issues and continuously refine tests, frameworks and architecture.

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