In the modern software development lifecycle (SDLC), Continuous Integration and Continuous Deployment (CI/CD) pipelines are central to building, testing, and deploying code efficiently. However, their increasing adoption brings heightened risks—security vulnerabilities, misconfigurations, hardcoded secrets, and dependency flaws can be unintentionally pushed into production.