Towards a Holistic Approach in Building Intelligence to Fight Crimeware

Black Hat USA 2016

Presented by: Dhia Mahjoub (@DhiaLite), Thomas Mathew, Mykhailo Sakaly
Date: Wednesday August 03, 2016
Time: 13:50 - 14:40
Location: Mandalay Bay BCD

To defeat your adversaries, it is crucial to understand how they operate and to develop a comprehensive view of their playing field. In this talk, we describe a holistic and scalable approach to investigating and combating cybercrime. Our strategy focuses on two perspectives: the network attack surface and the actors. The network attack surface exploited by malware manifests itself through various aspects such as hosting IP space, DNS traffic, open ports, BGP announcements, ASN peerings, and SSL certificates. The actors' view tracks trends, motivations, and TTPs of cyber criminals by infiltrating and maintaining access to closed underground forums where threat actors collaborate to plan cyber attacks. Crimeware campaigns nowadays rely heavily on bulletproof hosting for scalable deployment. We distinguish two types of such hosting infrastructures: the first consists of a large number of infected residential hosts scattered geographically that are leveraged to build a fast flux proxy network. This network is a hosting-as-a service platform for various malware and ransomware C2, phishing, carding, and botnet panels. The second type exists in dedicated servers acquired from rogue hosting companies or large abused hosting providers with the purpose of hosting exploit kits, phishing, malware C2, and other gray content. We start by using DNS traffic analysis and passive DNS mining algorithms to massively detect malware domains. After we identify the hosting IPs of these domains, we will demonstrate novel methods using DNS PTR data to further map out the entire IP space of bulletproof hosters serving these attacks. In the case of fast flux proxy networks, we leverage SSL data to map out larger sets of compromised hosts. Concurrently, we investigate underground forums for emerging signals about bulletproof hosters just about to be employed for malware campaigns.

The talk describes how to proactively bridge the gap between the actors and network views by identifying the IP space of the mentioned hosters given very few initial indicators and predictively block it. This is made possible thanks to the deployment at large scale of DNS PTR, SSL, and HTTP data provided by Project Sonar datasets and our own scanning of certain IP regions. It is undoubtedly a serious challenge facing security researchers to devise means to quickly index and search through vast quantities of security related log data. Therefore, we will also describe the backend architecture, based on HBase and ElasticSearch, that we use to index global Internet metadata so it is easily searchable and retrievable. Join us in this talk to learn about effective methods to investigate malware from both network and actors' perspectives and hear about our experience on how to deploy and mine large scale Internet data to support threat research.

Dhia Mahjoub

Dhia Mahjoub is the Technical Leader at OpenDNS Research Labs (now part ofCisco) with more than 10 years of technology research experience in networkprotocols, graph theory, sensor networks, and security. Dhia is the firstmember of the OpenDNS research team and over the past four years, has beenbuilding threat detection systems at global scale and leading researchprojects while providing expert advice on strategic directions. He has abackground in Computer Networks and holds a PhD in Computer Science fromSouthern Methodist University with a specialty in graph theory applied onWireless Sensor Networks. Dhia presented at conferences worldwide includingAPWG eCrime, BSides, Botconf, ISOI, SOURCE Boston, Black Hat, Defcon, VirusBulletin, ShmooCon, Kaspersky SAS, Infosecurity Europe, InfosecurityIntelligent Defence, BruCon, Hack.lu, FloCon and RSA.

Mykhailo Sakaly

Mykhailo Sakaly is the Cyber Threat Research Unit Lead for the Russianlanguage underground at Intel 471. At Intel 471, Mykhailo proactivelymonitors, tracks and attributes cyber threat actors, predominantly those, whooriginate from a Russian language underground. He has previously served at theCybercrime Department of the Security Service of Ukraine. He made his waythrough various investigative roles, where he organized and directly conductedinvestigations of computer-related crimes, up to the level of the Deputy Chiefof the Unit, tasked with intelligence gathering and coordination of analyticaland investigative efforts of the Department's Headquarters and regionalcybercrime teams. He also provided computer forensic support to keyinvestigations, carried out by other branches of the Service, includingterrorism and organized crime and participated in numerous joint operationswith foreign Law Enforcement partners.

Thomas Mathew

Thomas Mathew is a Security Researcher at OpenDNS (now part of Cisco) where heworks on implementing pattern recognition algorithms to classify malware andbotnets. His main interest lies in using various time series techniques onnetwork sensor data to identify malicious threats. Previously, Thomas was aresearcher at UC Santa Cruz, the US Naval Postgraduate School, and as aProduct and Test Engineer at handsfree streaming video camera company Looxcie,Inc. He presented at ISOI APT, BruCon, FloCon and Kaspersky SAS.


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