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Security Logging Reference

Overview

Insufficient logging and monitoring failures allow attacks to go undetected. This includes missing audit trails, sensitive data in logs, log injection attacks, and inadequate alerting on security events.


Missing Security Event Logging

Events That Must Be Logged

# VULNERABLE: No logging of security events
def login(username, password):
    user = authenticate(username, password)
    if user:
        return create_session(user)
    return None  # Failed login not logged

def change_password(user, old_pass, new_pass):
    if verify_password(old_pass, user.password):
        user.password = hash_password(new_pass)
        user.save()  # Password change not logged

Required Security Events

import logging
from datetime import datetime

security_logger = logging.getLogger('security')

# Authentication events
def login(username, password):
    user = authenticate(username, password)
    if user:
        security_logger.info(
            "login_success",
            extra={
                'user_id': user.id,
                'username': username,
                'ip': request.remote_addr,
                'user_agent': request.user_agent.string,
                'timestamp': datetime.utcnow().isoformat()
            }
        )
        return create_session(user)
    else:
        security_logger.warning(
            "login_failure",
            extra={
                'username': username,
                'ip': request.remote_addr,
                'reason': 'invalid_credentials',
                'timestamp': datetime.utcnow().isoformat()
            }
        )
        return None

# Access control events
def access_resource(user, resource):
    if not user.can_access(resource):
        security_logger.warning(
            "access_denied",
            extra={
                'user_id': user.id,
                'resource': resource.id,
                'action': 'read',
                'ip': request.remote_addr
            }
        )
        raise PermissionDenied()

# Critical data changes
def update_user_role(admin, user, new_role):
    old_role = user.role
    user.role = new_role
    user.save()
    security_logger.info(
        "role_change",
        extra={
            'admin_id': admin.id,
            'target_user_id': user.id,
            'old_role': old_role,
            'new_role': new_role
        }
    )

Security Events Checklist

Event Type Must Log
Login success/failure User, IP, timestamp, method
Logout User, session duration
Password change User, IP, timestamp
Password reset request Email/user, IP
Account lockout User, reason, duration
MFA enrollment/removal User, method
Permission changes Admin, target, old/new
Access denied User, resource, action
Data export User, data type, volume
Admin actions Admin, action, target
API key creation/revocation User, key ID (not key)
Security setting changes User, setting, old/new

Sensitive Data in Logs

Dangerous Patterns

# VULNERABLE: Logging passwords
logger.info(f"User {username} login attempt with password {password}")
logger.debug(f"Auth request: {request.json}")  # Contains password

# VULNERABLE: Logging tokens/secrets
logger.info(f"API request with key: {api_key}")
logger.debug(f"JWT token: {token}")
logger.info(f"Session: {session_cookie}")

# VULNERABLE: Logging PII
logger.info(f"Processing payment for SSN: {ssn}")
logger.debug(f"User data: {user.__dict__}")  # May contain sensitive fields

# VULNERABLE: Logging credit card numbers
logger.info(f"Payment with card: {card_number}")

Secure Logging

# SAFE: Never log credentials
logger.info(f"Login attempt for user: {username}")  # No password

# SAFE: Mask sensitive data
def mask_token(token):
    if len(token) > 8:
        return token[:4] + '****' + token[-4:]
    return '****'

logger.info(f"API request with key: {mask_token(api_key)}")

# SAFE: Redact PII
def redact_pii(data):
    sensitive_fields = {'password', 'ssn', 'credit_card', 'api_key', 'token'}
    if isinstance(data, dict):
        return {k: '[REDACTED]' if k in sensitive_fields else v
                for k, v in data.items()}
    return data

logger.debug(f"Request data: {redact_pii(request.json)}")

# SAFE: Use structured logging with explicit fields
logger.info(
    "payment_processed",
    extra={
        'user_id': user.id,
        'amount': amount,
        'card_last_four': card_number[-4:],  # Only last 4
        'transaction_id': txn_id
    }
)

Log Injection

Attack Vector

Attackers inject malicious content into logs to: - Forge log entries - Exploit log viewers (XSS in log dashboards) - Manipulate log analysis tools - Hide malicious activity

Vulnerable Patterns

# VULNERABLE: Unsanitized user input in logs
logger.info(f"User search: {user_input}")
# Attack: user_input = "search\n2024-01-01 INFO admin logged in successfully"

# VULNERABLE: Direct interpolation
logger.info("Search query: " + query)
# Attack: query contains newlines and fake log entries

# VULNERABLE: Format string injection
logger.info("User %s performed action" % user_input)

Secure Logging

# SAFE: Sanitize input before logging
import re

def sanitize_log_input(value):
    """Remove newlines and control characters."""
    if isinstance(value, str):
        # Remove newlines and carriage returns
        value = value.replace('\n', '\\n').replace('\r', '\\r')
        # Remove other control characters
        value = re.sub(r'[\x00-\x1f\x7f-\x9f]', '', value)
    return value

logger.info(f"User search: {sanitize_log_input(user_input)}")

# SAFE: Use structured logging (JSON)
import json_logging
json_logging.init_non_web()

logger.info("search_performed", extra={
    'query': user_input,  # JSON encoding handles special chars
    'user_id': user.id
})

# SAFE: Use parameterized logging
logger.info("User %s searched for %s", user_id, sanitize_log_input(query))

Log Storage Security

Insecure Patterns

# VULNERABLE: World-readable log files
logging.basicConfig(filename='/var/log/app.log')
os.chmod('/var/log/app.log', 0o644)  # Anyone can read

# VULNERABLE: Logs in web-accessible directory
logging.basicConfig(filename='/var/www/html/logs/app.log')

# VULNERABLE: No log rotation (can fill disk)
logging.basicConfig(filename='app.log')  # Grows forever

Secure Log Configuration

# SAFE: Restricted permissions
import os
from logging.handlers import RotatingFileHandler

log_file = '/var/log/app/security.log'
handler = RotatingFileHandler(
    log_file,
    maxBytes=10*1024*1024,  # 10MB
    backupCount=10
)

# Set restrictive permissions
os.chmod(log_file, 0o600)  # Owner only

# SAFE: Centralized logging with encryption
import logging.handlers

syslog_handler = logging.handlers.SysLogHandler(
    address=('secure-syslog.company.com', 514),
    socktype=socket.SOCK_STREAM  # TCP for reliability
)
# Use TLS for syslog transport

Missing Alerting

Security Events Requiring Alerts

# These should trigger immediate alerts, not just logging

ALERT_THRESHOLDS = {
    'failed_logins': 5,        # Per user per hour
    'access_denied': 10,       # Per user per hour
    'admin_login': 1,          # Any admin login from new IP
    'privilege_escalation': 1, # Any role change
    'data_export': 1,          # Large data exports
}

def check_alert_threshold(event_type, user_id):
    count = get_recent_event_count(event_type, user_id, hours=1)
    if count >= ALERT_THRESHOLDS.get(event_type, float('inf')):
        send_security_alert(
            event_type=event_type,
            user_id=user_id,
            count=count,
            severity='high' if event_type in ['admin_login', 'privilege_escalation'] else 'medium'
        )

Alert Configuration

# Security monitoring rules
MONITORING_RULES = [
    {
        'name': 'brute_force_detection',
        'condition': 'failed_logins > 5 in 5 minutes from same IP',
        'action': 'block_ip, alert_security_team'
    },
    {
        'name': 'impossible_travel',
        'condition': 'login from geographically impossible location',
        'action': 'require_mfa, alert_user'
    },
    {
        'name': 'off_hours_admin',
        'condition': 'admin action outside business hours',
        'action': 'alert_security_team'
    },
    {
        'name': 'mass_data_access',
        'condition': 'data export > 10000 records',
        'action': 'alert_security_team, require_approval'
    }
]

Audit Trail Requirements

Immutable Audit Logs

# VULNERABLE: Mutable logs
def delete_audit_log(log_id):
    AuditLog.query.filter_by(id=log_id).delete()  # Can be deleted

# SAFE: Append-only audit logs
class AuditLog(db.Model):
    id = db.Column(db.Integer, primary_key=True)
    timestamp = db.Column(db.DateTime, nullable=False)
    event_type = db.Column(db.String, nullable=False)
    user_id = db.Column(db.Integer)
    details = db.Column(db.JSON)
    checksum = db.Column(db.String)  # Hash of previous entry

    @classmethod
    def create(cls, event_type, user_id, details):
        # Get previous entry's checksum for chain
        prev = cls.query.order_by(cls.id.desc()).first()
        prev_checksum = prev.checksum if prev else 'genesis'

        entry = cls(
            timestamp=datetime.utcnow(),
            event_type=event_type,
            user_id=user_id,
            details=details
        )
        # Chain checksum
        entry.checksum = hashlib.sha256(
            f"{prev_checksum}{entry.timestamp}{entry.event_type}".encode()
        ).hexdigest()
        db.session.add(entry)
        db.session.commit()
        return entry

# No delete method - audit logs are immutable

Retention Requirements

# Configure retention based on compliance requirements
LOG_RETENTION = {
    'security_events': 365,      # 1 year
    'authentication': 90,         # 90 days
    'access_logs': 30,           # 30 days
    'debug_logs': 7,             # 7 days
    'audit_trail': 2555,         # 7 years (compliance)
}

def cleanup_old_logs():
    for log_type, days in LOG_RETENTION.items():
        cutoff = datetime.utcnow() - timedelta(days=days)
        delete_logs_before(log_type, cutoff)

Grep Patterns for Detection

# Missing security logging
grep -rn "def login\|def authenticate" --include="*.py" | xargs -I {} grep -L "logger\|logging" {}

# Sensitive data in logs
grep -rn "logger.*password\|logging.*password\|log.*password" --include="*.py"
grep -rn "logger.*token\|logger.*secret\|logger.*key" --include="*.py"

# Unsanitized log input
grep -rn "logger.*f\"\|logger.*%s.*%" --include="*.py"

# Missing log rotation
grep -rn "basicConfig.*filename\|FileHandler" --include="*.py" | grep -v "Rotating"

# World-readable logs
grep -rn "chmod.*644\|chmod.*755" --include="*.py" | grep -i log

Testing Checklist

  • [ ] Authentication events (success/failure) logged
  • [ ] Authorization failures logged
  • [ ] Sensitive operations logged (password change, role change)
  • [ ] No passwords/tokens/secrets in logs
  • [ ] Log injection prevented (newlines sanitized)
  • [ ] Logs have restricted file permissions
  • [ ] Log rotation configured
  • [ ] Centralized logging for production
  • [ ] Alerts configured for security events
  • [ ] Audit trail is immutable
  • [ ] Log retention meets compliance requirements

References