domains / families / security / vulnerability-csv-reporting

vulnerability-csv-reporting

separate

Generate structured CSV security audit reports from vulnerability data with proper filtering and formatting. This skill covers CSV schema design for security reports, using Python csv.DictWriter, severity-based filtering, and field mapping from JSON to tabular format.

When to use

• Compliance audits requiring tabular data
• Executive summaries for non-technical stakeholders
• Integration with ticketing systems (Jira, ServiceNow)
• Automated vulnerability tracking pipelines
• Data analysis in spreadsheet tools
• No hierarchical data (flat structure only)
• Limited support for nested information
• No standard for binary data

When not to use

• Hierarchical data
• Nested information
• Binary data
• JSON for APIs
• PDF for formal reports
• HTML for dashboards

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