Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
Using Python to Fight Cybercrime
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Kyle Maxwell
April 26, 2015
Technology
240
2
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Using Python to Fight Cybercrime
A survey of the ways I use Python as a DFIR / threat intel professional
Kyle Maxwell
April 26, 2015
More Decks by Kyle Maxwell
See All by Kyle Maxwell
In the Lair of the Beholder
krmaxwell
0
120
Incident Patterns
krmaxwell
0
470
Hackertainment
krmaxwell
1
240
Threat Intelligence for Incident Response
krmaxwell
0
210
From Minion to Engineer
krmaxwell
0
140
Why XOR Crypto Sucks
krmaxwell
0
230
Open Source Threat Intelligence - Shakacon
krmaxwell
1
930
Secure Blogging
krmaxwell
0
150
Grabbing fresh evil bits: Maltrieve
krmaxwell
1
170
Other Decks in Technology
See All in Technology
Deploying a Full-Stack Bun-Native Framework on Cloudflare Workers
7nohe
0
170
AIを活用するために決めた "やらないこと" - 価値に注目する / Not betting on AI
soudai
PRO
1
530
顧客に向き合う開発組織へ。リアーキテクチャとフィーチャーチーム化で挑む組織改革
safie
0
1.9k
20260912_スクフェス三河
kgnkhkr
0
380
Minecraft JavaのMODをSwiftで作る
1mash0
0
160
HRC_Frontend_Conference_Fukuoka_2026.pdf
ts020
0
730
AI時代の「技術的負債」の変質ー概念の終焉と再解釈、エージェントと共に向かう先
nwiizo
0
2.6k
Amazon Quick on DesktopがIAM Identity Centerで動かない理由
yukiogawa
0
190
日経電子版を支えていく Kasane Design System/fec_fukuoka
nikkei_engineer_recruiting
0
1.5k
Claude Code本って、 読む必要あるの?
oikon48
2
460
データ_AIの事業の勝敗をわけるもの
nek0128
0
370
例外の正しい扱い方 そのエラー try-catchして大丈夫?
jinwatanabe
3
510
Featured
See All Featured
GraphQLの誤解/rethinking-graphql
sonatard
75
12k
実際に使うSQLの書き方 徹底解説 / pgcon21j-tutorial
soudai
PRO
203
76k
Agile that works and the tools we love
rasmusluckow
331
22k
Introduction to Domain-Driven Design and Collaborative software design
baasie
1
990
AI: The stuff that nobody shows you
jnunemaker
PRO
10
1k
Navigating Algorithm Shifts & AI Overviews - #SMXNext
aleyda
1
1.6k
Avoiding the “Bad Training, Faster” Trap in the Age of AI
tmiket
0
240
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
4.6k
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
tammyeverts
11
1k
From Legacy to Launchpad: Building Startup-Ready Communities
dugsong
0
330
4 Signs Your Business is Dying
shpigford
187
23k
Between Models and Reality
mayunak
4
460
Transcript
Using Python to Fight Cybercrime Kyle Maxwell, PyData Dallas April
26, 2015 @kylemaxwell http://goo.gl/oPQ8k2
What I Do Incident Response Threat Intelligence
What I Don’t Do Application Security Penetration Testing
Areas of Interest Reverse-engineer malware Analyze incidents for trends Track
bad guys
Triage Malware What is it? ➔ hashing ➔ IOC matching
What does it do? ➔ behavioral analysis
Manage Malware Maltrieve [ maltrieve.org ] ➔ web crawler to
fetch malware Viper [ viper.li ] ➔ store and classify malware
Cuckoo Sandbox [ cuckoosandbox.org ] “Throw any suspicious file at
it and in a matter of seconds Cuckoo will provide you back some detailed results outlining what such file did when executed inside an isolated environment.” Analyze Malware
Track bad guys Moving beyond technical indicators (IOCs) Enumerate infrastructure
Attribution (with caveats) Describe methods
All About the APIs
Passive DNS What resolutions were seen, and when?
WHOIS Historical: ➔ registrant changes over time Reverse: ➔ domains
with same registrant
Image credit The MITRE Corporation STIX
VERIS Image credit Verizon Communications
Python Bindings # extra changes to the template for this
specific campaign template['campaign_id' ] = "104874B4-3EC7-4B09-95F1-930F007487B0" template['reference' ] = "http://www.fireeye.com/blog/technical/targeted-attack/2014/08/operation-poisoned- hurricane.html " template['reference' ] += ";http://blog.trendmicro.com/trendlabs-security-intelligence/unplugging-plugx- capabilities/ " template['actor']['external'] = {'variety':['Unknown'], 'motive':['Espionage' ], 'country':['Unknown']} template['attribute' ] = {'integrity' :{'variety':['Software installation' ]}} template['discovery_method' ] = "Ext - monitoring service" template['plus']['timeline'] = {'notification' :{'day':6, 'month':8, 'year':2014}} template['timeline']['incident'] = {'year':2014, } template['notes'] = "Operation Poisoned Hurricane" template['summary'] = "Targeted malware campaign targeting Internet infrastructure providers, a media organization, a financial services company, and an Asian government organization." Code clipped from http://nbviewer.ipython.org/gist/blackfist/b7a3e5bfbae571d8e024
Data Science Statistics! Image credit Kevin Thompson (@bfist)
So much else! ➔ Log analysis ➔ Web interfaces ➔
Forensic examinations ➔ Red teaming / pentesting
What you can do Image credit David Whittaker (@rundavidrun)
Q&A @kylemaxwell || xwell.org github.com/krmaxwell Icons made by Freepik from
www.flaticon.com and used under Creative Commons license