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Splicing and Dicing 2014
Examining this year’s Botnet attack trends
December 3, 2014
Nick Sullivan
@grittygrease
What this talk is about
• How bots are used to attack websites
• Examples of attacks
• New trends in 2014
2
What this talk is not about
• Malware analysis
• Botnet identification
3
Attack Landscape
Volumetric DDoS Low Routers/Switches
DNS Flood Medium DNS Infrastructure
HTTP Flood High HTTP Server
Weaponized High Backend
Software
4
Type Attribution Target
Simple
Complex
#savetheweb
CloudFlare
• Website protection & acceleration
• DNS & HTTP(S)
• Core technologies:
• Reverse proxy
• Anycast network
6
CloudFlare Reverse Proxy
7
CloudFlare Anycast Locations
8
Attack Map: Full Network
9
As Seen From Singapore
10
As Seen From Santiago
11
Not a “big data” company
• But we have a lot of data
• And we get attacked by botnets constantly
12
CDN or Reverse Proxy
13
Authoritative DNS
14
Volumetric DDoS Attacks
The brute force approach
15
Volumetric Attacks
• Large volume of traffic (number of IP packets, bytes)
• Goal: make a site unavailable through bandwidth
exhaustion
16
Reflection & Amplification Attacks
17
• DNS reflection attacks peaked in 2013 (300Gbps+)
18
IP Spoofing
19
IP Spoofing
• BCP 38 — egress filtering blocks spoofed packets
• Botnets on networks that allow IP spoofing are more
valuable
20
25% of networks allow IP spoofing
21
Trends
• DNS reflection attacks peaked in March 2013 (300Gbps+)
22
Trends
• NTP reflection attacks peaked in February 2014
(400Gbps+)
• ~200x amplification
23
Trends
• NTP reflection attacks
continue
• Smaller size due to
misconfigured
servers being shut down
24
History/Future
• 2013
• DNS (5-50x amplification)
• March: Spamhaus (300+Gbps)
• 2014
• NTP (~200x amplification)
• February: NTP attack
(400+Gbps)
• 2015
• SNMP (650x) ???
• 600+Gbps ???
25
DNS Infrastructure Attacks
Taking down the name servers
26
DNS Infrastructure Attacks
• Massive flood of DNS requests
• Started in January 2014
• DNS resolver cache-busting
27
DNS Infrastructure Attacks
• New trend in 2014
28
DNS Infrastructure Attacks
1. Frequency & Duration
2. Characteristics
3. Source
4. Trends
29
DNS Infrastructure Attacks - Frequency & Duration
• Multiple attacks per day
• From less than a minute to several days
30
DNS Infrastructure Attacks - Characteristics
• Random Prefix
• ask for “<random>.www.example.com”
• rotating random prefix forces resolvers to overload authoritative servers
• Single hostname flood
• ask for “www.example.com”
• Size
• Upwards of 100 Gbps
31
DNS Infrastructure Attacks - Source
• Coming from correct AS for IP
• Random IP from within an AS (partial spoofing)
• Majority of attacks from mainland China
32
DNS Infrastructure Attacks - Trends
• 2014: First large (100Gbps+) random prefix floods
• 2015: Increased complexity and sophistication
33
HTTP Attacks
Brute force against web servers
34
HTTP Attacks
• Attacks on Layer 7 Infrastructure
• Not spoofable due to TCP
• Botnets used for bandwidth, anonymity, and cost
35
Case Study 1 - Russian TV Site
• August 2014
• HTTP GET with identical URI
• Geo distribution
• Ukraine 32%
• Russian 19%
• 160,000 requests/sec for over 24 hours
36
Case Study 2 - Turkish Site
37
Case Study 2 - Turkish Site
• November 2014
• HTTPS attack
• 96% of requests from Thailand
• Random URI attack
• https://www.site.com/<random>
38
Case Study 3 - Geolocation
service
39
Case Study 3 - Geolocation
service• November 2014
• HTTP attack - empty User Agent
• 11795 nodes
• Wide geographical spread
1. Iran (23%)
2. Ukraine (12%)
3. Germany (8%)
40
Case Study 4 - Fake ID site
41
Case Study 4 - Fake ID site
• HTTP attack
• Only 458 nodes
• 43% from China
• Random valid User Agents
• Uniform distribution
42
Case Study 5 - AWS botnet
• September 13, 2014
• 40,000 nodes, 27,419 on Amazon Web Services
• 2 weeks before ShellShock released
• Not effective due to low volume
43
New trends
• Large botnets
• Typically 1,000 to 10,000 nodes
• Up to 50,000
• Unix botnets
• Compromised cloud services
• Referer headers & User agent strings
• Improved quality to mimic browsers
44
Potential trends
• IPv6 attacks
• Less than 0.05% of attacks
• HTTPS cipher choices
• Use expensive cipher suite in TLS connection (3DES)
45
Geographic breakdown
• Hard to definitively measure
• Many attacks are too small to notice
• Major November attacks: top countries (unique IPs)
1. Vietnam
2. China
3. Iran
4. United States
5. Phillipines
46
Weaponized Attacks
Exploiting backend vulnerabilities
47
Malicious Payload
• Requests sent to exploit vulnerability on server
• ShellShock is major example
• 1.2 billion requests per day blocked by WAF
48
Shellshock
• 10 to 15 attacks per second during first week
Top Countries
1. France (80%)
2. US (7%)
3. Netherlands (7%)
49
Shellshock
• Attacks per second
50
Weaponized attack trends
• Classics still prevalent
• SQLi
• OWASP top 20
• Attacks start immediately after vulnerability announced
• Heartbleed
• Wordpress and Drupal vulnerabilities
• Shellshock
51
Conclusions
52
Attacks are getting more sophisticated
• Volumetric DDoS evolving (NTP came and went)
• Larger botnets
• Cloud services used in botnets
• DNS floods on the rise
• Application-level attacks increasing
• >1% of requests are malicious
• Politically motivated attacks
53
We need you!
• Huge data set in need of expert analysis
54
Questions?
December 3, 2014
Nick Sullivan
@grittygrease

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