Developed a Group-IB DRP integration with violation handling for the chronicle/marketplace repository, focusing on automating risk processing and reducing manual remediation. The work introduced new actions for violation approvals and rejections, implemented with robust error handling and standardized JSON outputs to improve auditability and reliability. Leveraging Python for backend development, the integration included expanded unit test coverage across all new logic, a tightened Python version range, and the addition of SSL verification parameters. Documentation was refreshed to streamline developer onboarding, while default ontology mapping rules and improved CI lint/test alignment enhanced maintainability and consistency throughout the codebase.