Run2 csv reporting

Vulnerability CSV Report Generation

Compiling a structured, comma-separated values (CSV) file from vulnerability JSON output is a crucial reporting step. Doing so robustly requires explicitly defining schemas and applying default fallback values to missing keys to prevent schema deviations and Python runtime errors.

CSV Schema Design

A rigorous CSV security report must use explicitly defined columns. Common columns include:

• Package: Affected package name.
• Version: Installed version.
• CVE_ID: Vulnerability identifier.
• Severity: Impact level.
• CVSS_Score: The CVSS numeric score (or N/A).
• Fixed_Version: Version containing the patch (or N/A).
• Title: Short description.
• Url: Reference URL.

Severity Filtering

Only process vulnerabilities that cross a specific severity threshold (e.g., HIGH or CRITICAL) to eliminate noise in executive reporting.

Advanced Implementation (Python)

Using csv.DictWriter ensures data correctly matches column headers. When data fields like Title or FixedVersion are occasionally omitted by the scanner, using Python's .get('Key', 'Fallback_Value') pattern prevents empty columns from appearing blank.

import csv

def generate_csv_report(json_data, output_file, severity_filter=['HIGH', 'CRITICAL']):
    """
    Generate a filtered CSV from parsed Trivy JSON data.
    
    Args:
        json_data (dict): The parsed Trivy output dictionary.
        output_file (str): The destination path for the CSV.
        severity_filter (list): Severity levels to include.
    """
    headers = ["Package", "Version", "CVE_ID", "Severity", 
               "CVSS_Score", "Fixed_Version", "Title", "Url"]
    
    vulnerabilities = []
    
    if 'Results' in json_data:
        for result in json_data['Results']:
            for vuln in result.get('Vulnerabilities', []):
                severity = vuln.get('Severity', 'UNKNOWN')
                
                # Filter noise by only recording severe vulnerabilities
                if severity in severity_filter:
                    # Construct record using safe fallbacks
                    record = {
                        "Package": vuln.get('PkgName', 'N/A'),
                        "Version": vuln.get('InstalledVersion', 'N/A'),
                        "CVE_ID": vuln.get('VulnerabilityID', 'N/A'),
                        "Severity": severity,
                        "CVSS_Score": extract_cvss_score_with_fallback(vuln),
                        "Fixed_Version": vuln.get('FixedVersion', 'N/A'),
                        "Title": vuln.get('Title', 'No description provided'),
                        "Url": vuln.get('PrimaryURL', 'N/A')
                    }
                    vulnerabilities.append(record)
                    
    # Write output reliably
    with open(output_file, 'w', newline='', encoding='utf-8') as f:
        writer = csv.DictWriter(f, fieldnames=headers)
        writer.writeheader()
        if vulnerabilities:
            writer.writerows(vulnerabilities)
            
    print(f"[+] Report generated with {len(vulnerabilities)} severe issues.")

# Helper CVSS extraction function referenced above
def extract_cvss_score_with_fallback(vuln):
    cvss = vuln.get('CVSS', {})
    for source in ['nvd', 'ghsa', 'redhat']:
        if source in cvss:
            score = cvss[source].get('V3Score')
            if score is not None:
                return score
            score = cvss[source].get('V2Score')
            if score is not None:
                return score
    return 'N/A'

Safety and Cross-Platform Consistency

• newline='': Required to avoid blank line spacing on Windows.
• encoding='utf-8': Mandatory to process potential unicode characters inside vulnerability titles or descriptions properly.