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This!
domain name!
will!
self-destruct!
tomorrow
Frank Denis
!

OpenDNS Security Labs
!

frank@opendns.com
!

@jedisct1
OpenDNS
•

Open DNS resolvers:

208.67.220.220 & 208.67.222.222

•

Can be used to block malware,
botnets, phishing.

•

Security Graph: DNSDB + reputation
systems
</marketing>
Reputation

trust level
IP reputation:
just one of the many features
used for classification
price(IP) > price(domain)
> price(subdomain)
l7099.com
q8940.com
s5416.com
u1105.com
v9054.com
w1130.com
w9148.com
x1132.com
y1149.com
z0338.com
z2837.com
a0257.com
f0390.com
h9169.com
t7149.com
penispaldevice.com
beautifulwebcamsgirls.com

Ransomware

Malvertising
count(items known to be malicious)

count(full set) + C
Co-occurrence relation
between queries
Useful to extend
existing lists
What if we didn’t label
anything before?
DGA pattern
dwayoq.gkxvxvtoq.biz
33qd6r.trdtffxya.biz
5vdckg.ohtnaoani.biz
bcx5nd.mrelvrobu.biz
duf2jj.ohtnaoani.biz
jf2mkk.aaefpbrwf.biz
ow6vt1.ojdomjbri.biz
u49zqt.hslrnwqtr.biz
x71goh.ohtnaoani.biz
05w2p4.xjlwqsshk.biz
0lkvfq.wcjlbyikh.biz
163em8.kpoisetkp.biz
1r9a3p.bucbbqswa.biz
2y4hdx.qeqfofqil.biz

Blackhat SEO
CDNs
Mobile sites

06vjbb.eiclpilgp.biz
3h31h3.ohtnaoani.biz
8i7ugu.eiclpilgp.biz
dckc3d.trdtffxya.biz
htzcni.eiclpilgp.biz
mqihxp.xyevppjpw.biz
q1kfvx.eiclpilgp.biz
v9lpyh.mrelvrobu.biz
ygig8u.trdtffxya.biz
0c7d7i.ljabojeag.biz
0ln3gs.bucbbqswa.biz
1n2rw9.ljabojeag.biz
23b8fw.xjlwqsshk.biz
34uzo7.jhbleynam.biz

0vq1ol.egivdjpyb.biz!
4trmrj.trdtffxya.biz!
b0tse7.eiclpilgp.biz!
dlvmsz.eiclpilgp.biz!
hwsotz.ojdomjbri.biz!
nfq70m.huiabgkfh.biz!
qbjp6w.aaefpbrwf.biz!
wn2xci.mpnlnwnbd.biz!
01lt9k.ljabojeag.biz!
0l3grl.qeqfofqil.biz!
0tg47r.bucbbqswa.biz!
1njh89.kpoisetkp.biz!
2684sc.jpitlicla.biz!
36vgh9.pwrueetru.biz!

Not

always malicious
Fast flux pattern
californiyaslososemk.com
!

8,855 unique IPs
564 ASNs!
45 countries
!

over a 5 months period
But a lot of malicious IPs
are not part of a fast-flux
infrastructure.
!

Example:

DGA-based C&Cs
Another IP reputation system:
Dorothy

Because there is no place like 127.0.0.1
Constantly moving to new
subdomains, new
domains, new IPs makes
malware more resistant to
takedown.
Subdomain rotation is
free
Domain rotation happens
at regular intervals or
shortly after a domain
has been flagged by
some security products.
IP rotation happens as
well, but is usually slower
than domain rotation.
Hosting a C&C on a
compromised host would
be a terrible idea.
price(IP) > price(domain)
> price(subdomain)
t-6

t-5

t-4

t-3

t-2

N1
X

N3

X
X

N5

X

X

N6

X

N7
N8
N9

t

X

N2

N4

t-1

X
X

X
X

X : Ni resolves to this IP and real client queries were
observed for this (name, IP, time window) tuple
t-6
N1

t-5

t-4

t-3

t-2

t-1

t

X

X

X

X

X

X

X

X

X

X

X

X

X

N2
N3

X

X

X

X

X

X

N4

X

X

X

X

X

X

X

N5

X

X

X

X

X

X

X

X

X

X

X

X

X

X

X

X

X

N6
N7

X

X

X

N8

X

X

X

N9

X

X : Ni resolves to this IP and real client queries were
observed for this (name, IP, time window) tuple
92.48.122.132
Names

19993

Median lifetime (days)

1.0

Median client IPs/name/day

1.0
208.73.211.247
Names

15964

Median lifetime (days)

1.0

Median client IPs/name/day

10.0
198.27.90.196
Names

244

Median lifetime (days)

1.0

Median client IPs/name/day

1.0
193.169.86.247
Names

19069

Median lifetime (days)

1.0

Median client IPs/name/day

1.0
100.2.24.243
Names

135

Median lifetime (days)

3.65

Median client IPs/name/day

10953.0
A lot of names on a single
IP is not necessarily bad.
A lot of names only active for
a very short period of time on
a single IP looks pretty bad.
count(domains)

x

(max_lifetime median_lifetime(domains))
88.208.18.34! -99.99994344508787!
66.6.40.14! -99.99991902141797!
66.6.40.41! -99.99991881331263!
66.6.40.38! -99.99991849346496!
66.6.40.40! -99.99991847539887!
66.6.40.58! -99.99991843314294!
66.6.40.55! -99.99991764598933!
92.48.122.132! -99.9999137065818!
107.20.206.69! -99.99990925954143!
198.52.243.229!-99.99990697303538!
181.41.202.249!-99.99990279989224!
208.93.0.128! -99.99990129681458!
109.123.127.228! -99.99989610061355!
208.73.211.247!-99.99989518133837!
10.0.15.201!-99.99989386815456!
208.73.211.249!-99.99989356270828!
208.73.211.230!-99.9998933650058!
208.73.211.246!-99.99989335858926!
168.63.160.30! -99.99989324720488!
75.98.17.61!-99.99988611752897!
62.149.128.160!-99.9998744487991!
62.149.128.151!-99.99987442160271!
62.149.128.154!-99.99987441006259!
62.149.128.157!-99.99987419281405
88.208.18.34!

-99.99994344508787

DGAs
66.6.40.14! -99.99991902141797

Tumblr
92.48.122.132! -99.9999137065818

Caphaw banking trojan
Immediately followed by:
•

Parked domains

•

More Caphaw!

•

Livejournal subdomains

•

Malicious redirection service!

•

Nuclear Exploit kit!

•

Microsoft CDN (msedge.net)

•

Browlock ransomware!

•

Sinkhole

•

Fast flux (Rogue pharmacies)
t-6

t-5

t-4

t-3

t-2

N1
X

N3

X
X

N5

X

X

N6

X

N7
N8
N9

t

X

N2

N4

t-1

X
X

X
X

X : Ni resolves to this IP and real client queries were
observed for this (name, IP, time window) tuple
X
•

Ni resolves to this IP

•

number of real client queries

> (median(number of queries per day) / 4)

for this (name, ip, time window) tuple
92.48.122.132! -79.552485207211

Active Cryptolocker domains
Dorothy
•

A simple IP reputation model, reflecting the
stability of an IP address.

•

Not a replacement for your current models, but
another feature worth considering to help
researchers to spot C&Cs, hosts serving exploit
kits and massive spam campaigns.
Thanks!
•

This is slide #42

•

OpenDNS: http://opendns.com

•

Umbrella Security Labs: http://labs.umbrella.com

•

frank@opendns.com

•

Github/Twitter/Flickr: @jedisct1

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