[DPE Summit] How Improving the Testing Experience Goes Beyond Quality: A Developer Productivity Point of View

Roberto Pérez Alcolea
Roberto Pérez AlcoleaSenior Software Engineer / Groovy Enthusiast em Target
[DPE Summit] How Improving the Testing Experience Goes Beyond Quality: A Developer Productivity Point of View
— Why improving the Testing
Experience?
— Day in life of a developer
— Netflix JVM Build Landscape
— Common problems in the software
testing experience
— Improving the testing experience
for developers
— Learnings along the way
— Q&A
Agenda
Why focus on
improving
the Testing
Experience?
Flow state
Image from https://about.sourcegraph.com/blog/developer-productivity-thoughts
Mental context switches = out of
Flow state
Image from https://about.sourcegraph.com/blog/developer-productivity-thoughts
Image from https://about.sourcegraph.com/blog/developer-productivity-thoughts
Image from https://about.sourcegraph.com/blog/developer-productivity-thoughts
⚠ ⚠ ⚠ ⚠ ⚠ ⚠ ⚠ ⚠ ⚠ ⚠
⚠
Testing is crucial in the inner
loop and suboptimal
experience leads to context
switching and losing flow state
Day in the life of
a developer
(Low productive environment…)
Tuesday Afternoon
Wednesday Morning
The developer:
The developer doesn’t achieve much, is frustrated and unmotivated
Netflix JVM
Build
Landscape
Builds executing tests
14 Million test cases executed in 28 days
Let’s focus
on testing…
at the
project level
Common
problems in
the software
testing
experience
Testing becomes difficult
— Hard to write tests with provided
tools
— Lack of actionable feedback from
outputs
— Test suites evolution
— Lack of documentation or examples
There are tests, but they
are flaky
— Asynchronous waits, concurrency
— Test Order Dependency
— Poorly modeled tests
Flaky tests fail to produce the same outcome
with each individual test run.
Potential reasons:
Results of having flaky
tests
— Delete the test
— Ignore the test and might never revisit it
… versus
— Identify the flaky test and fix it in the
moment
This can and will frustrate developers.
In order to ship a change, folks might:
In any case, they might start losing
confidence in the test suite
Images from https://dribbble.com/shots/2953817-delete-animation and
https://blog.crisp.se/2019/12/05/yassalsundman/how-are-you-feeling
There are tests, but they
are slow
Variety in
— Test setup time
— Shared resources
— Parallelization
There are tests, but they
are inconsistent
Variety in
— Local Mac machines
— CI Linux machines
— Network and security access
Are these issues
causing problems
in my
organization?
Most likely,
yes!
😱 😱 😱
Unwanted situations
— Avoid writing tests
— Ignore or remove tests in order to verify their
changes
— Avoid running tests locally and wait for CI job
executions to provide feedback for every single
small change
Developers will be frustrated and it is possible to fall into
the following traps:
Images from https://about.sourcegraph.com/blog/developer-productivity-thoughts
And…
“It is staggering how
tolerant engineers are of
toil and frustration and
friction.”
At Netflix, we are
not immune to that
And we have
invested on it…
Improving the
testing
experience for
developers
Faster test
startup
🔎 Let’s look at
a real world
example 🔎
Project setup
Great tools!!
but…
Running a single test class
was slow
The actual bottlenecks
49 seconds applying flyway migrations!
13 seconds waiting for crdb to be ready in Docker on M1!
The tools were not
the problem, but
how we used them!
Why so slow?
— Many migration files with
multiple SQL statements
— Docker in ARM based Mac
— Not reusing containers
Faster tests -> faster builds
What did we change?
— Database migrations
baselines
— Testcontainers singleton
pattern
— Testcontainers Cloud
Other suggestions
— Test slicing (reduced application context and
data)
— Context initialization
— Invest on application startup time
• Better modularization
• Trim dependencies
You might find
opportunities to
standardize tools
across teams!
Flaky Test
Detection &
remediation
Flaky Test Detection
When a test fails, how do we determine if it’s flaky
or not?
Why is this important?
From https://medium.com/contino-engineering/knowthe-testing-pyramid-42a4b3573988
Flaky Test Visualization
We use Gradle’s Test Retry Gradle plugin with
Gradle Enterprise to catch and visualize flakiness.
Flaky Test Detection
In a month, 5.6k Builds (1%) have flaky tests, not good!
Flaky Test Detection by class
We know which tests are constantly reported as flaky
And with how long they usually take to run, this test
used over 17 hours for the 296 retries
Flaky Test Detection by class
Detection != Solving
the problem 😔
What can we do about it?
— Surface this information to project
owners on a friendly way
— Culture change
— Quarantine the tests
The goal…
Hopefully one day!
Predictive
Test
Selection
Predictive Test Selection
Increases developer productivity
by automatically and intelligently
selecting and executing the
subset of tests that are most
relevant to a code change,
providing faster feedback.
Popularized by Meta. Read the
paper!
How does PTS work?
— Predictive model by observing code changes and
test outcomes from your Build Scan data
— Predictive Test Selection will not attempt to make
predictions for test tasks or goals for which fewer
than 14 days of code
— Tests will always be chosen if they are recently new,
recently changed, recently failed, or recently flaky.
NOTE: We are trading testing comprehensiveness for
faster feedback, making it worthwhile for many test
executions where reducing feedback time is critical,
such as local and pre-merge/pull-request builds
Monthly PTS Simulations for local and CI builds
Local
CI
💸 30,684 potential
hour savings
in a year 💸
We rolled it out
to all compatible
projects
🚢🚢🚢🚢
How did we roll out PTS?
Image from https://www.drawio.com/feature-flag-devops-whitepaper
PTS results the first month
But not
everything goes
as expected,
unfortunately
Learnings
— Developers might not like trading testing
comprehensiveness for speed
— Missing inputs/outputs in test configurations
— Impact on code coverage tooling
Remote
Test
Execution
Remote Test Execution
Take existing test suites and distribute them across
remote agents to execute them faster
The tests and their supporting files are transferred
to each agent and executed, with their logging and
results streamed back to the build in real time.
Why Remote Test Execution?
Image from https://about.sourcegraph.com/blog/developer-productivity-thoughts
Build time chart from Netflix build data
Why Remote Test Execution?
— Consistent experience between local and CI
— Better compute resource usage
— Faster feedback
— Run more tests locally
Image from https://about.sourcegraph.com/blog/developer-productivity-thoughts
Build time chart from Netflix build data
Life before remote test execution
Life after remote test execution
Be aware of potential
limitations
— Network or security access
— Different environment debugging
— Network traffic and slow connections
Current use as a Beta offering
We are working to close our gaps
Learnings
along the way
Sure, there are
😃😃!
Technological
solutions
We improved other experiences, too
- Enabled CI jobs parallel executions
- Increase on testing against real
datastores and AWS cloud resources
- Reduction on CI agents failures due to
misconfigured Test Suites
- Reduce CI compute resource usage
Social solutions
Abstracting tooling where
appropriate
— All the solutions discussed can be applied on a small
scope of project-by-project to a large scope of all
projects at once
— Use good judgement to determine if the solution
should be targeted to a select set of repositories
versus applied for all
Make it simple
— Be clear on what is changing, when and what to
expect.
— Over-communicate the ways folks can find useful
information.
— Prevent migration fatigue. Enable low-effort opt-in or
opt-out.
— Judiciously decide when to require user changes.
Understandability, documentation,
and tracking
— Provide actionable error messages that point to
further documentation where needed
— Provide actionable Pull Requests with informative
messages that are tracked in a campaign
— Spread awareness of the new features that save
them time and energy! Newsletters and townhall
feature reviews are great for this
Beta test this features with your team
and/or close partners
— Find customers who would benefit the most from this
to work with and help lead this effort
— Sharing with close partners helps uncover scenarios
that you probably didn’t think of
— Communicate expected outcomes and risks
— Measure before and after a feature has been
introduced
Request feedback, feedback is key
Request feedback, feedback is key
[DPE Summit] How Improving the Testing Experience Goes Beyond Quality: A Developer Productivity Point of View
Last thoughts…
— Scale doesn’t matter
— Treat the testing process well!
— Invest on testing experience
— Enable fast testing cycles
— Treat test suites like production
code
Image from https://about.sourcegraph.com/blog/developer-productivity-thoughts
How?
Questions?
Roberto Perez Alcolea
rperezalcolea@netflix.com
Aubrey Chipman
achipman@netflix.com
Thank
you!
Roberto Perez Alcolea
rperezalcolea@netflix.com
Aubrey Chipman
achipman@netflix.com
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