DDoS Mitigation for High-Traffic Sites
DDoS Mitigation for High-Traffic Sites
High-profile websites attract sophisticated DDoS attacks that require multi-layered defense strategies:
#!/usr/bin/env python3
# Advanced DDoS mitigation system
import asyncio
import aioredis
import numpy as np
from collections import defaultdict
import ipaddress
class DDoSMitigationSystem:
def __init__(self):
self.redis_pool = None
self.attack_patterns = {
'syn_flood': {'threshold': 1000, 'window': 60},
'http_flood': {'threshold': 5000, 'window': 60},
'slowloris': {'threshold': 100, 'window': 300},
'amplification': {'threshold': 10000, 'window': 60}
}
async def initialize(self):
"""Initialize Redis connection for distributed state"""
self.redis_pool = await aioredis.create_redis_pool(
'redis://localhost',
minsize=5,
maxsize=10
)
async def analyze_traffic_pattern(self, packet_data):
"""Analyze traffic for DDoS patterns"""
source_ip = packet_data['source_ip']
packet_type = packet_data['type']
timestamp = packet_data['timestamp']
# Update counters in Redis
key = f"ddos:{packet_type}:{source_ip}"
await self.redis_pool.incr(key)
await self.redis_pool.expire(key, 300) # 5 minute expiry
# Check against thresholds
count = await self.redis_pool.get(key)
if count and int(count) > self.attack_patterns.get(packet_type, {}).get('threshold', float('inf')):
return await self.mitigate_attack(source_ip, packet_type)
return None
async def mitigate_attack(self, source_ip, attack_type):
"""Implement mitigation strategies"""
mitigation_action = {
'source_ip': source_ip,
'attack_type': attack_type,
'actions': []
}
# Add to blacklist
await self.redis_pool.sadd('ddos:blacklist', source_ip)
mitigation_action['actions'].append('blacklisted')
# Null route at edge routers
if self.is_severe_attack(attack_type):
await self.null_route_ip(source_ip)
mitigation_action['actions'].append('null_routed')
# Enable challenged mode for subnet
subnet = str(ipaddress.ip_network(f"{source_ip}/24", strict=False))
await self.enable_challenge_mode(subnet)
mitigation_action['actions'].append('challenge_enabled')
return mitigation_action
async def enable_challenge_mode(self, subnet):
"""Enable JavaScript/CAPTCHA challenges for subnet"""
# Add to challenge list
await self.redis_pool.sadd('ddos:challenge_subnets', subnet)
await self.redis_pool.expire('ddos:challenge_subnets', 3600) # 1 hour
# Update edge configuration
edge_config = {
'subnet': subnet,
'challenge_type': 'js_challenge',
'duration': 3600
}
await self.update_edge_configuration(edge_config)