I had the privilege of attending the Sans Threat Hunting and Incident Response Summit a few weeks ago as a volunteer for Sans. I also volunteered as an in-class simulcast moderator for Matt Bromiley’s Forensics 508 class
as I shared a couple weeks ago. This is the first of 3 diaries I’d like to share with you over the next few months, of some ideas I’ve brought back to community at large.
There was no official “theme” of the Summit, but I would summarize the most important take-away as “
Stay Focused.”
Use your creativity to chase threats down rabbit-holes, but stay focused on the correct rabbit-holes at the right times, and do not deviate
even when you see something else that may be interesting. In other words, in your daily work, analysis, managing, or hunting...
work innovatively but not recklessly. If you work in a very large organization, this is especially crucial.
Today I’m going to briefly share with you knowledge and links from a talk which I found very valuable, suggest a few ways you might apply this at a high-level to your daily work, and point to a few ideas which I’m researching further, which may also spur your own creativity.
David Pearson, currently working at a company called Awake Security, shared a talk he called “Remote Access Tools: Thee Hidden Threats Inside Your Network.” Here is a link to
his slides. I was happy to spend some time with David after his talk, and gain more insight into his ideas. I’d recommend for you to read the following highly technical posts if you are interested specifically in his security research on the
hazards of TeamViewer and
LogMeIn, as well as this historical, 3-part-series from Optiv on the
TeamViewer Application.
The below image is a great illustration of the differences of traditional defense, such as trying to block a specific file-executable or hash (which is a very “painful,” infinitely-changeable type of telemetry, see David Bianco's work on the
pyramid of pain if you are new to this concept):
![why behavior-based threat hunting versus vs traditional](data:image/png;base64,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) 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credit: David Pearson |
You can see also in this specific example below, the striking difference between RDP traffic at rest, and a file-upload, which may be an indicator of mal-activity vs an administrator doing their daily work.
File ex-filtration stands out like a toddler writing all-over the wall with a bright red crayola:
![file exfiltration example chart - RDP exfil versus vs normal traffic at rest](data:image/png;base64,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) |
credit: David Pearson |
Three open-source tools were mentioned with which anyone could use to effectively perform behavior-based hunting: Wireshark, (and writing
Lua Dissectors for Wireshark), as well as the browser-based tool
Cyberchef (you'll want to host your own version internally). There is a great example of writing custom Lua dissectors also in the book
Attacking Network Protocols by
James Forshaw, which we've been reading this year in the
InfoSec Book Club.
In most organizations, innovation and supporting your developers and/or customers must take priority over actions like simply blocking applications.
This then, is a perfect example of where advanced defenses like behavior-based threat hunting can be used. Behavior-based analysis is a key concept to brainstorm about, and use to stomp out similar threats of unwanted or potentially unwanted aka “pup” applications, before they become malicious, regardless of your exact job function
Threat-hunting has been a buzzword in the past few years in InfoSec--but in reality,
you can employ behavior-based analysis to almost any area of work. A personal favorite resource of mine, if you’d like a strong, classic example of anomaly-based threat hunting is “
Threat-hunting using 16th Century Math and Sesame Street” from the RSA Conference this year by
Vernon Habersetzer.
If you’d like to be in touch feel free to DM me on the
Brakeing Down Security [sic] Slack,
DShield / Internet Storm Center Community Slack,
Threat Hunters' Guild or on twitter, all as
@cherokeejb_.
Please also let me know if you’ve ever written Lua dissectors for Wireshark as well; this is something that currently I’m looking into with renewed interest, along with a few other members of the security community.