A Crawler-based Study of Spyware on the Web - PowerPoint PPT Presentation

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A Crawler-based Study of Spyware on the Web

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Title: A Crawler-based Study of Spyware on the Web


1
A Crawler-based Study of Spyware on the Web
Authors Alexander Moshchuk, Tanya Bragin,
Steven D.Gribble, and Henry M. LevyUniversity
of Washington13th Annual Network and Distributed
System Security Symposium (NDSS 2006)Presented
by Hao Cheng, 2006.03
2
What is Spyware?
  • Spyware (wiki) a broad category of malicious
    software designed to intercept or take partial
    control of a computers operation without the
    informed consent of that machines owner or
    legitimate user.
  • no self-replica
  • keylogging, dialer, Trojan downloader, browser
    hijacker, adware.

3
  • Two types of spyware
  • spyware-infected executables piggy-backed
    spyware code attached.
  • drive-by download exploit vulnerability in
    users browser.

from wiki
4
Contribution
  • A quantitative analysis of the extent of spyware
    content in the Web.
  • Internet point of view, study websites.
  • have answers to below questions

5
.
  • Crawl webpages
  • May 2005, 18.2 millions URL
  • Oct 2005, 21.8 millions URL
  • Virtual Machine (VM) to sandbox and analyze
    malicious content
  • spyware-infected executables commercial
    anti-spyware tools
  • Drive-by download heuristic triggers

6
Spyware-Infected
  • automated solution
  • determine whether a web object has executable
    software
  • download, install, and execute in VM
  • analyze, identify.
  • .

7
steps
  • Finding executables in web
  • HTTP header
  • content-type application/octet-stream
  • URL has extension (.exe, .cab, .msi)
  • After downloading, the beginning bits in a file
    to identify file type.
  • Automatic Install
  • use heuristic to simulate common user interaction
    during the process of installation.

8
steps
  • The last step- Analyze
  • Lavasoft AdAware anti-spyware tool. (use
    signature within its detection database).
  • script to launch the installed software and
    collect the logs generated by the anti-spyware
    tool.
  • identify functions of those spywares.
  • .

9
Drive-by Download
  • automated solution
  • visit potential malicious webpage in unmodified
    browser in a clean VM
  • any attempt to break out of security sandbox of
    browser- suspicious
  • perform AdAware scan to detect installed
    spyaware.
  • .

10
Complex web content
  • Complex web content (JavaScript)
  • Time bomb code (occur in some future) accelerate
    OS wall-clock 15 times
  • Page-close code, simulate page-close by fetching
    a clear webpage to cause code insurgence.
  • Pop-up code, wait for all pop-up window to finish
    loading and then closed them in order to trigger
    any potential codes.

11
Browser Configuration
  • IE 6.0 on unpatched XP.
  • cfg_y, when IE ask for permission, all approved.
  • cfg_n, refuse all requests for permission.
  • most malicious, simple visit a webpage will cause
    infection.
  • also study Firefox, basically more secure.

12
System
  • 10-node cluster
  • dual-processor, 4GB RAM, 80GB disk
  • one VM per processor

13
Performance
  • 92 second- 1st type spyware
  • 1-2 second creating a VM
  • 55 seconds installing and running executables
  • 35 seconds AdAware Sweep
  • Analyze 18,782 spywares per day
  • 11.7 second- 2nd type spyware
  • 6.3 second- restart a browser and load a single
    webpage.
  • 108 second- AdAware pages with trigger (5)
  • Analyze 14,768 pages per CPU per day

14
Executable
  • over 2,500 web sites
  • 8 different categories
  • for each web site, crawl to a depth 3 from the
    top page.
  • Average 6,577 pages per site.
  • Also crawl random selected web sites.

15
.
16
.
  • some spyware has multiple functions.
  • Summary
  • around 90 distinct executable spyware.
  • instances spread 4 of domains.
  • 1 out of 20 executables in web are spyware.
  • 2 new executable spywares come out per month.

17
Drive-by Download
  • webpages selected from different categories,

18
.
19
limitation
  • heavily rely on commercial anti-spyware software.
  • Many computers are patched, and now less
    vulnerabilities.

20
  • Questions?
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