Automated Compliance and Security Scanning Pipeline

Develop a comprehensive security scanning pipeline that integrates static code analysis, dependency vulnerability checking, and compliance validation across multiple programming languages and infrastructure configurations. Create a modular Python framework that supports custom rule generation, generates detailed compliance reports, and provides actionable remediation strategies for identified security risks.