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Big Data Intelligence
Or Katz, Principal Security Researcher
Tsvika Klein, Security Product Manager
August 30 2013
Cyber Attack
Origin:
target:
type:

syria
major US media sites
Orchestrated & synced recon
scan & d.d.o.s

outcome: attacks blocked by akamai kona
analysis: further analysis made using
Akamai’s
security big data platform...
©2013 AKAMAI | FASTER FORWARDTM
Avg. Attacks from Syria (2013)
Attacks from Syria (Aug-Oct)

‫( سوريا‬Syria) Google Trends
Attacks from TOR Network

Aug-20

Aug-30

Sep-4

Sep-11
©2013 AKAMAI | FASTER FORWARDTM
The AUG-30 Syrian Attack Deconstructed…

©2013 AKAMAI | FASTER FORWARDTM
Big Data - Introduction

©2013 AKAMAI | FASTER FORWARDTM
Akamai is Big Data

30% of Internet traffic

Delivered by Akamai

100K+ Edge servers

Collecting data in real time

734 Million

IPv4 addresses seen by Akamai (quarterly)

30 Billion

Security events logged

260 Terabytes

Compressed daily logs
©2013 AKAMAI | FASTER FORWARDTM
Security Big Data
Challenge #1
Security Big Data
Challenge #2
Akamai’s Big Data Platform – High Level Architecture
IP Table
Logs
HTTP

WAF
Triggers

Rate
Triggers

IP
Geo Info

Big Data Platform

SARA

Client Reputation

Client
Reputatio
n

Threat Reports
©2013 AKAMAI | FASTER FORWARDTM
Security Analytics with SARA
• Interactive Tool to
Analyze Kona Events
• Reporting Engine to
generate the WAF
Analysis Report

©2013 AKAMAI | FASTER FORWARDTM
Client Reputation
Record past behavior and use the data to protect
everyone
• Analyze activity over the Internet
• We see majority of all Web users over period of one month

• Focus on the source of the attack
• Identify good and bad clients based on past behavior
• Define an attack reputation score for clients
• Filter malicious client based on reputation score
• Distributed to over 100K Edge servers
• Shared across our customers

©2013 AKAMAI | FASTER FORWARDTM
Client Reputation Definition

“To provide security intelligence … a reputation provider must take
action in three phases. It must collect relevant data, it must analyze this
data for security intelligence … and it must distribute the results quickly
and efficiently to security policy enforcement ...”
Source:
Gartner, Dec 2012

©2013 AKAMAI | FASTER FORWARDTM
Big Data analysis – Use cases

•
•
•

©2013 AKAMAI | FASTER FORWARDTM
Web LOIC

©2013 AKAMAI | FASTER FORWARDTM
Web LOIC Attack

Attackers!
©2013 AKAMAI | FASTER FORWARDTM
Grow revenue opportunities with fast, personalized
web experiences and manage complexity from peak
demand, mobile devices and data collection.

©2013 AKAMAI | FASTER FORWARDTM
Scraping Bot Net

Attacker - $?$?$

©2013 AKAMAI | FASTER FORWARDTM
Anonymous Networks

•
•
•
•

Tor
Opera mini (cloud browsing)
Blackberry infrastructure
Cloud services

©2013 AKAMAI | FASTER FORWARDTM
Big Data - Summary
• Insight like never before
• Helps to address the evolving threat landscape
• Innovative security solutions to protect our customers

©2013 AKAMAI | FASTER FORWARDTM
Glance into the Future

Fraud Prevention
Risk Based Authentication
Adaptive Security Controls
Simplified Configuration

©2013 AKAMAI | FASTER FORWARDTM

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Big Data Intelligence - Or Katz, Akamai and Tsvika Klein, Akamai

  • 1. Big Data Intelligence Or Katz, Principal Security Researcher Tsvika Klein, Security Product Manager
  • 2. August 30 2013 Cyber Attack Origin: target: type: syria major US media sites Orchestrated & synced recon scan & d.d.o.s outcome: attacks blocked by akamai kona analysis: further analysis made using Akamai’s security big data platform... ©2013 AKAMAI | FASTER FORWARDTM
  • 3. Avg. Attacks from Syria (2013) Attacks from Syria (Aug-Oct) ‫( سوريا‬Syria) Google Trends Attacks from TOR Network Aug-20 Aug-30 Sep-4 Sep-11 ©2013 AKAMAI | FASTER FORWARDTM
  • 4. The AUG-30 Syrian Attack Deconstructed… ©2013 AKAMAI | FASTER FORWARDTM
  • 5. Big Data - Introduction ©2013 AKAMAI | FASTER FORWARDTM
  • 6. Akamai is Big Data 30% of Internet traffic Delivered by Akamai 100K+ Edge servers Collecting data in real time 734 Million IPv4 addresses seen by Akamai (quarterly) 30 Billion Security events logged 260 Terabytes Compressed daily logs ©2013 AKAMAI | FASTER FORWARDTM
  • 9. Akamai’s Big Data Platform – High Level Architecture IP Table Logs HTTP WAF Triggers Rate Triggers IP Geo Info Big Data Platform SARA Client Reputation Client Reputatio n Threat Reports ©2013 AKAMAI | FASTER FORWARDTM
  • 10. Security Analytics with SARA • Interactive Tool to Analyze Kona Events • Reporting Engine to generate the WAF Analysis Report ©2013 AKAMAI | FASTER FORWARDTM
  • 11. Client Reputation Record past behavior and use the data to protect everyone • Analyze activity over the Internet • We see majority of all Web users over period of one month • Focus on the source of the attack • Identify good and bad clients based on past behavior • Define an attack reputation score for clients • Filter malicious client based on reputation score • Distributed to over 100K Edge servers • Shared across our customers ©2013 AKAMAI | FASTER FORWARDTM
  • 12. Client Reputation Definition “To provide security intelligence … a reputation provider must take action in three phases. It must collect relevant data, it must analyze this data for security intelligence … and it must distribute the results quickly and efficiently to security policy enforcement ...” Source: Gartner, Dec 2012 ©2013 AKAMAI | FASTER FORWARDTM
  • 13. Big Data analysis – Use cases • • • ©2013 AKAMAI | FASTER FORWARDTM
  • 14. Web LOIC ©2013 AKAMAI | FASTER FORWARDTM
  • 15. Web LOIC Attack Attackers! ©2013 AKAMAI | FASTER FORWARDTM
  • 16. Grow revenue opportunities with fast, personalized web experiences and manage complexity from peak demand, mobile devices and data collection. ©2013 AKAMAI | FASTER FORWARDTM
  • 17. Scraping Bot Net Attacker - $?$?$ ©2013 AKAMAI | FASTER FORWARDTM
  • 18. Anonymous Networks • • • • Tor Opera mini (cloud browsing) Blackberry infrastructure Cloud services ©2013 AKAMAI | FASTER FORWARDTM
  • 19. Big Data - Summary • Insight like never before • Helps to address the evolving threat landscape • Innovative security solutions to protect our customers ©2013 AKAMAI | FASTER FORWARDTM
  • 20. Glance into the Future Fraud Prevention Risk Based Authentication Adaptive Security Controls Simplified Configuration ©2013 AKAMAI | FASTER FORWARDTM