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Chaos Engineering
When should you release the monkeys?
Steve Upton
What is Chaos Engineering?
Why Chaos Engineering?
Getting started with Chaos Engineering
What is Chaos
Engineering?
Netflix Principles
Netflix Principles
1. No service should be a Single Point Of Failure
Netflix Principles
1. No service should be a Single Point Of Failure
2. Never trust that you’ve done #1 correctly
"It is better to be in a constant
state of minor failure [than
occasionally catastrophic failure]”
- Richard Rodger, CEO @ nearForm
Principles of Chaos Engineering
source: principlesofchaos.org
Principles of Chaos Engineering
source: principlesofchaos.org
1. Start by defining ‘steady state’ as some measurable output of a system that
indicates normal behavior.
Principles of Chaos Engineering
source: principlesofchaos.org
1. Start by defining ‘steady state’ as some measurable output of a system that
indicates normal behavior.
2. Hypothesize that this steady state will continue in both the control group and
the experimental group.
Principles of Chaos Engineering
source: principlesofchaos.org
1. Start by defining ‘steady state’ as some measurable output of a system that
indicates normal behavior.
2. Hypothesize that this steady state will continue in both the control group and
the experimental group.
3. Introduce variables that reflect real world events like servers that crash, hard
drives that malfunction, network connections that are severed, etc.
Principles of Chaos Engineering
1. Start by defining ‘steady state’ as some measurable output of a system that
indicates normal behavior.
2. Hypothesize that this steady state will continue in both the control group and
the experimental group.
3. Introduce variables that reflect real world events like servers that crash, hard
drives that malfunction, network connections that are severed, etc.
4. Try to disprove the hypothesis by looking for a difference in steady state
between the control group and the experimental group.
source: principlesofchaos.org
Principles of Chaos Engineering
1. Make sure your system is working.
2. Try to break it.
3. Did it break?
4. Repeat.
Principles of Chaos Engineering
Principles of Chaos Engineering
Chaos Engineering needs...
A way of validating that
the system is working
and
a way of inducing failures.
“Isn’t this just
stress testing?”
- Everyone
Real world
failure modes
Real world
failure modes
Real world
failure modes
“Everything fails all the time”
- Werner Vogels, VP + CTO @ AWS
“A distributed system is one in
which the failure of a computer you
didn't even know existed can render
your own computer unusable.”
- Leslie Lamport
Decoupled cause and effect
Emphasis on monitoring
Why Chaos
Engineering?
Image credit: UX Brighton
Cynefin
Framework
Simple
Sense
Categorize
Respond
Best Practice
Simple
Sense
Categorize
Respond
Best Practice
Complicated
Sense
Analyze
Respond
Good Practice
Simple
Sense
Categorize
Respond
Best Practice
Complicated
Sense
Analyze
Respond
Good Practice
Simple
Sense
Categorize
Respond
Best Practice
Complex
Probe
Sense
Respond
Emergent
Complicated
Sense
Analyze
Respond
Good Practice
Simple
Sense
Categorize
Respond
Best Practice
Complex
Probe
Sense
Respond
Emergent
Complicated
Sense
Analyze
Respond
Good Practice
Simple
Sense
Categorize
Respond
Best Practice
Complex
Probe
Sense
Respond
Emergent
Complicated
Sense
Analyze
Respond
Good Practice
Chaotic
Act
Sense
Respond
Novel
Simple
Sense
Categorize
Respond
Best Practice
Complex
Probe
Sense
Respond
Emergent
Complicated
Sense
Analyze
Respond
Good Practice
Chaotic
Act
Sense
Respond
Novel
Simple
Sense
Categorize
Respond
Best Practice
credit: @johncutlefish
Complex
Probe
Sense
Respond
Emergent
Complicated
Sense
Analyze
Respond
Good Practice
Chaotic
Act
Sense
Respond
Novel
Simple
Sense
Categorize
Respond
Best Practice
Complex Complicated
Chaotic Simple
Complex Complicated
Chaotic Simple
Chaos Engineering
Complex Complicated
Chaotic Simple
Complex
Chaotic
?
Complex Complicated
Chaotic Simple
Unified Logging
Complex Complicated
Chaotic Simple
Code Freeze
“An evolving [software] system
increases in complexity unless
work is done to reduce it.”
- Lehman's laws of software evolution
Complex Complicated
Chaotic Simple
Where are
you today?
Complex Complicated
Chaotic Simple
Where will
you be
tomorrow?
Getting started with
Chaos Engineering
{
"version": "1.0.0",
"title": "What is the impact of an expired certificate on our application chain?",
"description": "If a certificate expires, we should gracefully deal with the issue.",
"steady-state-hypothesis": {
"title": "Application responds",
"probes": [
{
"type": "probe",
"name": "we-can-request-sunset",
"tolerance": 200,
"provider": {
"type": "http",
"timeout": 3,
"verify_tls": false,
"url": "https://localhost:8443/city/Paris"
}
}
]
}
"method": [
{
"type": "action",
"name": "swap-to-expired-cert",
"provider": {
"type": "process",
"path": "cp",
"arguments": "expired-cert.pem cert.pem"
}
},
{
"type": "action",
"name": "restart-astre-service-to-pick-up-certificate",
"provider": {
"type": "process",
"path": "pkill",
"arguments": "--echo -HUP -F astre.pid"
}
}
],
"rollbacks": [
{
"type": "action",
"name": "swap-to-vald-cert",
"provider": {
"type": "process",
"path": "cp",
"arguments": "valid-cert.pem cert.pem"
}
},
{
"ref": "restart-astre-service-to-pick-up-certificate"
},
{
"ref": "restart-sunset-service-to-pick-up-certificate"
}
]
Chaos Engineering
You must be
this tall to use
Microservices
Chaos Engineering
You must be
this tall to use
Chaos Engineering
monitoring
https://artillery.io/chaos-lambda/
Steve Upton
Thank you
@Steve_Upton

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