In which stage should scanning jobs typically belong?

Scanning jobs are typically integrated into the testing stage of the CI/CD pipeline. This placement is critical because the primary goal of the testing stage is to ensure that the code is functioning as intended and to identify any vulnerabilities or issues before deployment. Scanning jobs focus on analyzing the codebase for security vulnerabilities, license compliance, and other quality metrics, making them integral to evaluating the readiness of the application.

By including scanning jobs in the testing phase, teams can catch potential problems early in the development cycle, allowing developers to address issues while still in the same iterative process. This proactive approach to quality assurance ultimately enhances the security and stability of the application before it progresses to later stages like deployment and release. Failing to incorporate scanning during testing might result in undetected vulnerabilities, which could affect the application's performance and security post-deployment.