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Join the conversation #DevSecCon
The Flaws in Hordes,

The Security in Crowds
MIKE SHEMA
MIKE@COBALT.IO
– Clint Eastwood, The Good, the Bad, and the Ugly.
“You see, in this world there’s
two kinds of people, my friend:
Those with loaded guns and
those who dig. You dig.”
– Eli Wallach, The Good, the Bad, and the Ugly.
“There are two kinds of spurs,
my friend. Those that come in
by the door; those that come in
by the window.”
Uneasy Alliances
“What’s the price for this vuln?”

— Bounties
“What’s the cost to fix this vuln?”

— DevOps
“What’s the value of finding vulns?”

— CSOs
Disclosure Happens
Some Observations of Swarms of Strange
Insects, and the Mischiefs done by them.
Bounties are an imperfect proxy for risk,
where price implies impact.
$0 — $15K
~$800 avg.
$50
XSS self,
no auth
$10,000
XSS any auth’d user,

access sensitive info
Bounties are an imperfect proxy for work,
where earnings often diverge from effort.
Noise increases
cost of discovery
and reduces
efficiency.
Volume—

Reports/day

Percent valid
Triage—
Time/report

People/report +

[Baseline]
-cost

+time
-cost

-time
+cost

+time
+cost

-time
Scanners
Overlaps, gaps, and
ceilings in capabilities.
Fixed-cost, typically
efficient, but still require
triage and maintenance.
Days Since Valid (Any) Report
2016 7 (4) 16 (8) 33 (14)
2015 4 (1) 10 (5) 23 (11)
50% 80% 95%
Days since any report:
2, 5, 11
Public, Private Bounties
Pen Tests
– Mike’s Axiom of AppSec
“We’ll always have bugs.

Eyes are shallow.”
BugOps vs. DevOps
Chasing bugs isn’t a strategy.
As we move to
security as code,
code moves to
inevitable legacy.
Threat Modeling
DevOps exercise guided by security.
Influences design.
Informs implementation.
Increases security awareness.
Risk Reduction
“You’re not using HTTPS.”
“Use HTTPS.”
“Seriously. Please use HTTPS.”
Let’s Encrypt.
Bounty ranges as a proxy for SDL,

where price implies maturity.
$ 1 Experimenting
$ 1,000 Enumerating
$ 10,000 Exterminating
$ 100,000 Extinct-ifying
Security from Inventory
Enumerate your apps.
Generate their
dependency graphs.
Identify ownership.
Security from Crowds
Provide reasonable
threat models.
Report via issue
trackers.
Automate
reproduction steps.
Measure vuln discovery effort
Monitor risk for trends
Illuminate brittle design
Security from DevSecOps
Join the conversation #DevSecCon
Thank You!
Join the conversation #DevSecCon
Questions?
@CodexWebSecurum
deadliestwebattacks.comblog.cobalt.io
R —

www.r-project.org
RStudio —

www.rstudio.com
data.table
ggplot
A cacophony of hordes.
A scrutiny of crowds.

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DevSecCon London 2017: The flaws in hordes, the security in crowds by Mike Shema