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Yan Cui
http://theburningmonk.com
@theburningmonk
Principal Engineer @
“Netflix for sports”
offices in London, Leeds, Katowice and Tokyo
available on 30+ platforms
~500,000 concurrent viewers
available in Austria, Switzerland,
Germany, Japan, Canada and Italy
USA coming soon ;-)
“Netflix for sports”
offices in London, Leeds, Katowice and Tokyo
We’re hiring! Visit
engineering.dazn.com to
learn more.
follow @dazneng for updates
about the engineering team.
AWS user for 10 years
2009…
DevOps!
as in.. devs doing ops?
let’s rebrand the ops team
Time
Time
it’s working!!!
a set of practices to reduce the time
between committing a change to a system
and the change being placed into normal
production, while ensuring high quality
a set of practices to reduce the time
between committing a change to a system
and the change being placed into normal
production, while ensuring high quality
DevOps toolchain
http://bit.ly/2MNoRaY
http://bit.ly/2MNoRaY
FOCUS
one of the biggest distraction
for tech teams has been the
endless tinkering
of tools
simple. does the job. gets out of my way.
tools not gadgets
http://serverless.com/framework
+
Code Test Deploy
{}
Code Test Deploy
{}
github
repo
github
repo
github
repo
github
repo
user-api
timeline-api
relationship-api
search-api
Code Test Deploy
{}
infrastructure-as-code
Code Test Deploy
{}
infrastructure-as-code
CloudFormation
Code Test Deploy
{}
https://amzn.to/29Lxuzu
Level of Testing
1.Unit
do our objects do the right thing?
are they easy to work with?
https://amzn.to/29Lxuzu
Level of Testing
1.Unit
2.Integration
does our code work against code we
can’t change?
https://amzn.to/29Lxuzu
handler
handler
test by invoking
the handler
Level of Testing
1.Unit
2.Integration
3.Acceptance
does the whole system work?
https://amzn.to/29Lxuzu
Level of Testing
unit
integration
acceptance
feedback
confidence
“…We find that tests that mock external
libraries often need to be complex to
get the code into the right state for the
functionality we need to exercise.
The mess in such tests is telling us that
the design isn’t right but, instead of
fixing the problem by improving the
code, we have to carry the extra
complexity in both code and test…”
Don’t Mock Types You Can’t Change
https://amzn.to/29Lxuzu
“…The second risk is that we have to be
sure that the behaviour we stub or mock
matches what the external library will
actually do…
Even if we get it right once, we have to
make sure that the tests remain valid
when we upgrade the libraries…”
Don’t Mock Types You Can’t Change
https://amzn.to/29Lxuzu
Don’t Mock Types You Can’t Change
Services
https://amzn.to/29Lxuzu
Paul Johnston
The serverless approach to
testing is different and may
actually be easier.
http://bit.ly/2t5viwK
LambdaAPI Gateway DynamoDB
LambdaAPI Gateway DynamoDB
Unit Tests
LambdaAPI Gateway DynamoDB
Unit Tests
Mock/Stub
is our request correct?
is the request mapping
set up correctly?is the API resources
configured correctly?
are we assuming the
correct schema?
LambdaAPI Gateway DynamoDB
is Lambda proxy
configured correctly?
is IAM policy set
up correctly?
is the table created?
what unit tests will not tell you…
most Lambda functions are simple
have single purpose, the risk of
shipping broken software has largely
shifted to how they integrate with
external services
observation
optimize towards shipping working
software, even if it means slowing
down your feedback loop…
…if a service can’t provide
you with a relatively easy
way to test the interface in
reality, then you should
consider using another one.
Paul Johnston
“…Wherever possible, an acceptance
test should exercise the system end-to-
end without directly calling its internal
code.
An end-to-end test interacts with the
system only from the outside: through
its interface…”
Testing End-to-End
Legacy Monolith Amazon Kinesis Amazon Lambda
Amazon CloudSearchAmazon API Gateway Amazon Lambda
Legacy Monolith Amazon Kinesis Amazon Lambda
Amazon CloudSearchAmazon API Gateway Amazon Lambda
Test Input
Legacy Monolith Amazon Kinesis Amazon Lambda
Amazon CloudSearchAmazon API Gateway Amazon Lambda
Test Input
Validate
integration tests exercise
system’s Integration with its
external dependencies
my code
acceptance tests exercise
system End-to-End from
the outside
my code
integration tests differ from
acceptance tests only in HOW the
Lambda functions are invoked
observation
Code Test Deploy
{}
Code Test Deploy
{}
serverless.yml
{}
Code
{}
Code
serverless.yml
serverless.yml
{}
Code
S3
{}
Code
serverless.yml
S3 CloudFormation
{}
Code
serverless.yml
S3 CloudFormation
request
blue-green deployment
request
blue-green deployment
request
blue-green deployment
request
blue-green deployment
req/s
auto-scaling
request
blue-green deployment
req/s
auto-scaling
us-east-1a
us-east-1b
us-east-1c
multi-AZ
request
blue-green deployment
req/s
auto-scaling
us-east-1a
us-east-1b
us-east-1c
multi-AZ
Code Test Deploy
{}
simple. does the job. gets out of my way.
https://amzn.to/2wb9kbt
multi-region active-active
canary deployment
http://bit.ly/2OXd6fn
Code Test Deploy
{}
CI/CD Monitor
CI/CD Monitor
drone circleci
if [ "$1" = "deploy" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE 'node_modules/.bin/sls' deploy -s $STAGE -r $REGION
elif [ "$1" = "int-test" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE npm run int-$STAGE
elif [ "$1" = "acceptance-test" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE npm run acceptance-$STAGE
else
usage
exit 1
fi
if [ "$1" = "deploy" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE 'node_modules/.bin/sls' deploy -s $STAGE -r $REGION
elif [ "$1" = "int-test" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE npm run int-$STAGE
elif [ "$1" = "acceptance-test" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE npm run acceptance-$STAGE
else
usage
exit 1
fi
install Serverless framework
as dev dependency
if [ "$1" = "deploy" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE 'node_modules/.bin/sls' deploy -s $STAGE -r $REGION
elif [ "$1" = "int-test" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE npm run int-$STAGE
elif [ "$1" = "acceptance-test" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE npm run acceptance-$STAGE
else
usage
exit 1
fi
install Serverless framework
as dev dependency
mitigate version conflicts
if [ "$1" = "deploy" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE 'node_modules/.bin/sls' deploy -s $STAGE -r $REGION
elif [ "$1" = "int-test" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE npm run int-$STAGE
elif [ "$1" = "acceptance-test" ] && [ $# -eq 4 ]; then
STAGE=$2
REGION=$3
PROFILE=$4
npm install
AWS_PROFILE=$PROFILE npm run acceptance-$STAGE
else
usage
exit 1
fi
build.sh allows repeatable builds on both local & CI
Auto Auto Manual
CI/CD Monitor
CI/CD Monitor
logging
2016-07-12T12:24:37.571Z 994f18f9-482b-11e6-8668-53e4eab441ae
GOT is off air, what do I do now?
2016-07-12T12:24:37.571Z 994f18f9-482b-11e6-8668-53e4eab441ae
GOT is off air, what do I do now?
UTC Timestamp API Gateway Request Id
your log message
Me
Logs are not easily searchable
in CloudWatch Logs.
CloudWatch Logs
AWS Lambda
invokes
AWS Lambda
stdout
asynchronously
any log aggregation service
CloudWatch Logs
CloudWatch Logs
AWS Lambda
AWS Lambda
stdout
any log aggregation service
asynchronously
invokes
…
CloudWatch Events
CI/CD Monitor
logging tracing
a user
my followers didn’t receive
my new post!
where could the
problem be?
correlation IDs*
* eg. request-id, user-id, yubl-id, etc.
wrap HTTP client & AWS SDK clients
to forward captured correlation IDs
kinesis client
http client
sns client
use X-Ray for performance tracing
Amazon X-Ray
Amazon X-Ray
CI/CD Monitor
logging tracing metrics
no place to install agents/daemons
• invocation Count
• error Count
• latency
• throttling
• granular to the minute
• invocation Count
• error Count
• latency
• throttling
• granular to the minute
• support custom metrics
• AWS integration
• support custom metrics
https://www.datadoghq.com/blog/monitoring-lambda-functions-datadog/
Monitor CI/CD
Code Test Deploy
{}
“Netflix for sports”
offices in London, Leeds, Katowice and Tokyo
We’re hiring! Visit
engineering.dazn.com to
learn more.
follow @dazneng for
updates about the
engineering team.
API Gateway and Kinesis
Authentication & authorisation (IAM, Cognito)
Testing
Running & Debugging functions locally
Log aggregation
Monitoring & Alerting
X-Ray
Correlation IDs
CI/CD
Performance and Cost optimisation
Error Handling
Configuration management
VPC
Security
Leading practices (API Gateway, Kinesis, Lambda)
Canary deployments
http://bit.ly/production-ready-serverless
get 40% off
with: ytcui
@theburningmonk
theburningmonk.com
github.com/theburningmonk

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TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 

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