Worked on the DefectDojo/django-DefectDojo repository to enhance the Trivy Operator parser, focusing on improving vulnerability reporting accuracy and data quality. Applied Python and backend development skills to refine compliance severity logic, ensuring check-level severity is prioritized and fallback mechanisms are robust. Addressed issues with checkID handling to prevent erroneous reference URLs and vulnerability IDs, increasing data integrity. Added mappings for remediation, messages, category, and published dates, normalizing findings and supporting better triage and filtering. Emphasized unit testing throughout, resulting in more reliable compliance checks, stable deduplication, and improved reporting structure for governance and remediation workflows.