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Learn what SonarQube is and how it helps improve code quality by detecting bugs, security issues, and code smells before they reach production. In this beginner-friendly guide, we’ll walk through a simple Python example, explore common code smells, and show you how to run SonarQube locally using Docker Compose. Perfect for junior developers, students, and QA engineers looking to improve their code review process and CI pipeline.