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Experimentation-Driven
Product Development
Robin Pam
Sr. Product Marketing Manager
Optimizely
Product Manager
Optimizely
Jamie Connolly
With Optimizely X Full Stack
Robin Pam
Sr. Product Marketing Manager
Optimizely
Product Manager
Optimizely
Jamie Connolly
Agenda
● Why Experimentation Matters
● What Is Experimentation-Driven
Product Development?
● How to Build an Experimentation
Platform
● Full Stack Demo
• We are recording today’s presentation
• You will receive a copy of the slides after the webinar
• Please submit questions via the text box
Housekeeping
Innovation in the physical world can take decades
3 YEARS LATER
Innovation by the hour
At any given point in time, there isn't just one version
of Facebook running, there are probably 10,000.
Mark Zuckerberg
“
“
A B
A
B
9,800Google search experiments in 2016
www.google.com/search/howsearchworks/
1,653Google search launches in 2016
www.google.com/search/howsearchworks/
I haven’t failed.
I’ve just found
10,000 ways that
won’t work.”
Thomas Edison
“
Experimentation-Driven
Product Development
medium.com/netflix-techblog
uber.com/blog/colorado
LAUNCHBUILD
DESIGN
PRAY
EXPERIMENT
ITERATE
LAUNCH
BUILD
DESIGN PRAY
EXPERIMENT
ITERATE
LAUNCH
BUILDDESIGN PRAY
EXPERIMENT
ITERATE
LAUNCHBUILDDESIGN
PRAY
EXPERIMENT
ITERATE
LAUNCHBUILDDESIGN PRAY
EXPERIMENT
ITERATE
DESIGN BUILD EXPERIMENT ITERATE
LAUNCH
PRAY
How to build an experimentation
platform that is fast and scales
// ab testing is
easy
if random() < 0.5:
var = ‘a’
else:
var = ‘b’
PlanOut
SixPack
Proctor
phpA/B
Convert
Airlock
Genetify
FeatureBee
Abba
AlephBet
abclub
Confidence
FluidFeatures
Gertrude
Rollout
Split
Trebuchet
Vanity
Wasabi
from planout.experiment import SimpleExperiment

from planout.ops.random import *



class FirstExperiment(SimpleExperiment):

def assign(self, params, userid):

params.button_color = UniformChoice(choices=['#ff0000', '#00ff00'], unit=userid)

params.button_text = WeightedChoice(

choices=['Join now!', 'Sign up.'],

weights=[0.3, 0.7], unit=userid)



my_exp = FirstExperiment(userid=12)

# parameters may be accessed via the . operator

print my_exp.get('button_text'), my_exp.get('button_color')
medium.com/netflix-techblog
medium.com/netflix-techblog
Analytics
medium.com/netflix-techblog
medium.com/netflix-techblog
eng.uber.com/data-viz-intel/
Traffic Splitting Remote Configuration Analytics
Traffic Sampling
Audience Targeting
Mutual Exclusion
State Persistence
Multivariate Treatment
Global Holdout
QA Tool
Automation
Whitelisting
Logging
Permissions
Feature Toggles
Feature Rollouts
Kill Switch
Scheduling
Staging Environments
Audience Definitions
Webhooks
REST API
Audit Trail
Event Dispatching
Event Storage
Sessionization
Statistical Methods
Metric Definitions
User Aliasing
Segmentation
DW Integration
Notifications
Visualizations
3 key ingredients for robust experimentation
1. Trust

“How can I trust the experiment was set up and tracked correctly?”
2. Process

“What are the best instrumentation practices to minimize technical debt?”
3. Maintenance

“The engineer who built this left the company… now what?”
Three key challenges with experimentation
Demo
Full Stack Use Cases
Feature Flags Performance
Optimization
Algorithms
User Experience Roll outs Pricing
$$
Marketing Channels
How many experiments do you run per year?
How many changes do you launch per year?
Your Product
Roadmap is your
Experiment Roadmap
Join our next webinar:
Getting Started with
Server-Side Testing
December 13, 2017
https://optimize.ly/serversidewebinar
Q&A
Robin Pam Jamie Connolly

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