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Build Confidence in your
System with Chaos
Engineering
Try, Learn, Adapt
2017 - Sylvain Hellegouarch - http://chaosiq.io CHAOSIQ
Where we started...
To build this
What we tend to actually build
The environment matters... not?
Well, yes it does!
But, I’m prepared!
Even prepared, things may go wrong...
Kudos for
the report!
Everything changes and nothing stands still
Heraclitus - 402BC
Non-functional is a force towards change
It’s fine, we
have
microservices
Adapt
Things are fine… so far
As soon as you are launched you are at
the mercy of your environment
Environment is full of unknowns
"It's just one of these cases where Mars is going to give us
a new deal, and we're going to have to play the cards we
get, not the ones we want”
Jim Erickson / Project Manager at Nasa for Mars Rovers missions
Strategies?
Robustness
Resist to change
Redundancy
Duplicate Components
Adaptation
Dynamic Response to Environment
One might rephrase “calculation and
correction of error”
One might rephrase “calculation and
correction of error” as “recognition of
and response to difference”.Jeff Sussna / Designing Delivery: Rethinking IT in the Digital Service Economy
Your System is dynamic and fluid
Recognition
Environment is not stable
Recognition
Users do not care
Recognition
Accept you do not control everything
Recognition
Double-learning loop
Response
Be creative when you explore but seek
evidence
Response
Learn
What to learn?
Look for deviation from normal
Context sensitive
Strategies to learn
It’s not about breaking stuff you fool!
Open Ended Questions
Chaos Engineering
Probe your system for data
Chaos Engineering
Chaos Engineering is about trying
controlled change to observe system
availability deviation
Game Days
Planned experiments of realistic events
Collective Effort
Shared Understanding
Communication is key
No surprises
Generate a Playbook
Automation helps confidence
Observability is Key
Collect Metrics
Never enough logging
Be careful when interpreting data
Be Creative
You can't always get what you want
But if you try sometimes you might find
The Rolling Stones
Try
chaostoolkit.org
Chaos as a Code
What normal looks like? Your steady state
{
"probes": {
"steady": {
"title": "All services must be healthy before we begin",
"layer": "application",
"type": "python",
"module": "chaosk8s.probes",
"func": "all_microservices_healthy"
}
}
}
Add sources of information with probes
"probes": {
"close": {
"title": "Fetch the CPU usage for our service",
"layer": "application",
"type": "python",
"module": "chaosprometheus.probes",
"func": "query",
"arguments": {
"query": "process_cpu_seconds_total{job='websvc'}",
"when": "2 minutes ago"
}
}
}
Set the condition for change in normality
"action": {
"title": "Let's max out the CPU of a node",
"layer": "application",
"type": "python",
"module": "chaosgremlin.actions",
"func": "attack",
"secrets": "gremlin",
"arguments": {
"command": {
"type": "cpu"
},
"target": {
"type": "Random"
}
}
}
Before learning
$ chaos run experiment.json
[2017-10-06 17:37:33 INFO] Running experiment: System is resilient to provider's failures
[2017-10-06 17:37:33 INFO] Observing steady state: All services must be healthy before we begin
[2017-10-06 17:37:33 INFO] Steady State succeeded
[2017-10-06 17:37:33 INFO] Observing steady state: Before we kill it, our microservice should be alive
[2017-10-06 17:37:33 INFO] Steady State succeeded
[2017-10-06 17:37:33 INFO] Observing action: Let's stop our provider
[2017-10-06 17:37:33 INFO] Action succeeded
[2017-10-06 17:37:33 INFO] Observing close state: All services must be healthy before we begin
[2017-10-06 17:37:33 INFO] Close State succeeded
[2017-10-06 17:37:33 INFO] Observing steady state: Consumer should respond as if nothing
[2017-10-06 17:37:44 ERROR] Steady State failed: {"timestamp":1507304264100,"status":500,"error":"Internal
Server Error","exception":"feign.RetryableException","message":"connect timed out executing GET http://my-
provider-service:8080/","path":"/invokeConsumedService"}
[2017-10-06 17:37:44 INFO] Experiment is now complete
Respond to the non-functional force of
change
Do not merely correct the error
Adaptation
$ chaos run experiment.json
[2017-10-06 17:40:25 INFO] Running experiment: System is resilient to provider's failures
[2017-10-06 17:40:25 INFO] Observing steady state: All services must be healthy before we begin
[2017-10-06 17:40:25 INFO] Steady State succeeded
[2017-10-06 17:40:25 INFO] Observing steady state: Before we kill it, our microservice should be alive
[2017-10-06 17:40:26 INFO] Steady State succeeded
[2017-10-06 17:40:26 INFO] Observing action: Let's stop our provider
[2017-10-06 17:40:26 INFO] Action succeeded
[2017-10-06 17:40:26 INFO] Observing close state: All services must be healthy before we begin
[2017-10-06 17:40:26 INFO] Close State succeeded
[2017-10-06 17:40:26 INFO] Observing steady state: Consumer should respond as if nothing
[2017-10-06 17:40:30 INFO] Steady State succeeded
[2017-10-06 17:40:30 INFO] Experiment is now complete
CHAOSIQ
Chaos Engineering for Cloud Native
SaaS & On-Premises
Thank You
Sylvain Hellegouarch
CTO ChaosIQ
@lawouach / sylvain@chaosiq.io

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muCon 2017 - Build Confidence in your System with Chaos Engineering