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Emily Nakashima
Director, Engineering
Honeycomb.io
Building & Deploying Resilient Products: How Feature Flags
and Observability Can Help Teams Ship Faster & Safer
Tune in on Twitter: #testandlearn19
Building & Deploying Resilient Products
@eanakashima
about://
Emily Nakashima
dir. engineering @ honeycomb.io
“Resilient deploys with
feature flags”
What is resilience?
• A system that can adjust its functioning
• … in response to events (changes, disturbances, opportunities)
• … and continue to sustain required operations
• … in both expected or unexpected conditions
http://erikhollnagel.com/ideas/resilience-engineering.html
What is resilience?
What is resilience?
resilience
!=
reliability
Resilient Products
Remember Chaos Monkey?
As software engineers, we make our own chaos!
As software engineers, we make our own chaos!
unique Honeycomb web application releases deployed over the past week
What is resilience for application code?
• A resilient software application continues to sustain required operations
• … even when we deploy code with logical errors
• … or UI with an imperfect design
• … to a heterogenous, changing client environment
What is resilience for application code?
And why do we care? If we have a resilient application, we can:
• spend less time in QA and deliver faster
• offer a higher-quality experience to customers
• reduce support & ops pain
What is resilience for application code?
either customers don’t notice issues
or
we fix them really, really fast
Feature Flags
What is a feature flag?
/* Feature flag for new home page experience */
if FeatureFlags.instantGratification {
return <NewHomeView team={team} datasetTypes={datasetTypes} />;
} else {
return (
<div>
<h2>Honeycomb Home</h2>
<LegacyGraphs {...this.props} />
</div>
What is a feature flag?
FeatureFlagly
What is a feature flag?
FeatureFlagly
New home page experience
Old page layout
New page layout (work in progress!)
Find issues early
Find issues early
Solicit feedback
Benefits
• Avoid long-running branches
• Allow early feedback (from employees AND customers)
• Find bugs before customers do (using production data)
• Enable quick fixes
• Componentize design & code and allow iteration
Feature Flags:
Not just for UI changes
Varstring compression change
Varstring compression change
Varstring compression change
Varstring compression change
Varstring compression change
Varstring compression change
Varstring compression change
Varstring compression change
Observability
Observability != Dashboards & Graphs
Instrumenting your code so that
you can deeply understand the
state of your system just by
observing its outputs
Observability
What is an event?
1 event
==
1 unit of work
~=
1 request
What’s in an event?
{
"GojiPattern": "/user_event/:event_type",
"Header.Content-Type": "["application/json"]",
"Header.Cookie": "["_ga=GA1.2.2033006133.1516389900;",
"Header.User-Agent": "["Mozilla/5.0 (Macintosh; Intel Mac OS X 10_13_1)…”]”,
"Host": "127.0.0.1:8080",
"IsXHR": true,
"Method": "POST",
"RequestURI": "/user_event/page-unload",
"ResponseContentLength": 443,
"ResponseHttpStatus": 200,
"ResponseTime_ms": 123,
"Timestamp": "2018-03-02T06:14:57.206349701Z",
"UserEmail": "nathan@honeycomb.io",
"UserID": 18,
"availability_zone": "us-east-1b",
"build_id": "6552",
"env": "dogfood",
Observability != Dashboards & Graphs
Where do I start instrumenting?
Start at the edge.
Instrument the surfaces
customers touch first.
Observability: ask any question
Observability: ask any question
Observability: ask any question
“Nines don’t matter if users
aren’t happy.”
- Charity Majors, all the time
Code Ownership
Everyone works with production
Everyone’s on call now
Everyone has autonomy to make the product
better
Deploy on Friday afternoons!
https://charity.wtf/2019/05/01/friday-deploy-freezes-are-exactly-like-murdering-puppies/
Thank you!
@eanakashima
honeycomb.io
Next Session
Creating a Data-Informed Culture on Your
Product Team
Moderated by Claire Vo, Optimizely
Lauren Schuman, Sr. Director Product Insights, Mailchimp
Tune in on Twitter: #testandlearn19

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