Security auditing is essential for identifying vulnerabilities, enforcing security policies, and ensuring compliance with security standards. Python provides powerful automation capabilities for security auditing, helping cybersecurity professionals conduct regular and efficient security assessments.
What You’ll Learn
✔ Understanding automated security auditing
✔ Setting up a security auditing environment
✔ Performing network and system audits
✔ Detecting vulnerabilities in web applications
✔ Log analysis for security monitoring
✔ Automating compliance checks
🔹 1. Setting Up an Automated Security Auditing Environment
Before starting, install the required Python libraries:
pip install nmap python-whois requests beautifulsoup4 shodan paramiko
Essential Tools & Libraries
- Nmap (python-nmap) – Network scanning
- Shodan API – Internet-wide scanning
- Scapy – Packet analysis
- Paramiko – SSH security auditing
- Requests & BeautifulSoup – Web vulnerability scanning
- OS & Logging Modules – System log analysis
2. Network Security Auditing
Network auditing identifies open ports, running services, and potential misconfigurations.
Scanning Open Ports with Nmap
import nmap
scanner = nmap.PortScanner()
scanner.scan("192.168.1.1", "22-443")
for host in scanner.all_hosts():
print(f"Host: {host} ({scanner[host].hostname()})")
print(f"State: {scanner[host].state()}")
for proto in scanner[host].all_protocols():
print(f"Protocol: {proto}")
for port in scanner[host][proto]:
print(f"Port: {port} - State: {scanner[host][proto][port]['state']}")
Finds open ports that could be exploited.
3. Web Application Security Auditing
Web applications are common attack targets. Python can automate testing for vulnerabilities.
Detecting SQL Injection Vulnerabilities
import requests
url = "http://example.com/login.php"
payload = {"username": "admin' OR '1'='1", "password": "password"}
response = requests.post(url, data=payload)
if "Welcome" in response.text:
print("Potential SQL Injection vulnerability detected!")
Identifies weak authentication and SQL injection risks.
Detecting XSS (Cross-Site Scripting) Vulnerabilities
xss_payload = "<script>alert('XSS')</script>"
xss_test_url = f"http://example.com/search?q={xss_payload}"
response = requests.get(xss_test_url)
if xss_payload in response.text:
print("Potential XSS vulnerability detected!")
Detects reflected XSS vulnerabilities.
4. SSH Security Auditing
Weak SSH configurations can lead to unauthorized access.
Checking for Weak SSH Passwords
import paramiko
def check_ssh_password(ip, username, password):
try:
client = paramiko.SSHClient()
client.set_missing_host_key_policy(paramiko.AutoAddPolicy())
client.connect(ip, username=username, password=password, timeout=5)
print(f"Weak credentials found: {username}:{password}")
client.close()
except:
print("No weak credentials found.")
check_ssh_password("192.168.1.1", "admin", "admin123")
Detects weak SSH credentials that attackers might exploit.
5. Log File Analysis for Security Auditing
Log files provide insights into unauthorized access attempts and anomalies.
Detecting Failed Login Attempts in Linux Authentication Logs
log_file = "/var/log/auth.log"
with open(log_file, "r") as f:
for line in f:
if "Failed password" in line:
print(line.strip()) # Potential brute-force attack
Finds brute-force attacks on SSH or system logins.
6. Automated Compliance Auditing
Security compliance ensures adherence to industry standards like ISO 27001, NIST, CIS Benchmarks, etc.
Checking File Permissions for Security Compliance
import os
def check_permissions(file_path):
permissions = oct(os.stat(file_path).st_mode)[-3:]
if permissions != "600":
print(f"Warning: {file_path} has insecure permissions ({permissions})")
check_permissions("/etc/shadow")
Identifies files with weak permissions that could be exploited.
7. Automating Security Audits with Python
Regular security audits should be automated to ensure consistency and efficiency.
Automating a Periodic Security Audit
import subprocess
def run_security_audit():
print("Starting security audit...")
# Check open ports
subprocess.run(["nmap", "-sS", "192.168.1.1"])
# Check system logs
subprocess.run(["grep", "Failed", "/var/log/auth.log"])
# Check weak SSH passwords
check_ssh_password("192.168.1.1", "admin", "admin123")
print("Security audit completed.")
run_security_audit()
Runs multiple security checks automatically.