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© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Transforming Product
Development in the Cloud
AWS Enterprise Strategy Team
E N T 3 0 6
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Hitting
roadblocks trying
to drive change
Best practices
review
Development
practices need
a refresh
Reduce cost
of failure and
experimentation
Motivators?
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
What we’ll cover:
How the cloud is changing
product development
Modern product
development toolkit
Achieving organizational flow
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Design thinking
Interface to customer
and feedback loop
DevOps
Interface for getting
stuff built and released
Agile teaming
The organizational glue that
keeps release cycle moving
continuously
Methods and principles of modern
product development
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Design thinking is just …
User-centered design
FeedbackIdeas
Experiment
Innovation
flywheelUser
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Practical principles: Design thinking
User-centered design
Bring the outside in 1. First gain empathy
Pinpoint the pain point 2. Then frame the problems
Radical ideas, real impact 3. Now you can ideate
Build to learn 4. Run simple, fast, frugal tests
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Agile teaming
Focus: respond quickly to feedback
SCRUM
Continuously groomed backlog
No changes to work plan made during sprint
Product increment: must be completed, integrated,
and tested
Agile principle
Learning over
following a plan
Each agile framework has a way of bringing feedback into its workstream
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Agile teaming
Focus: respond quickly to feedback
XP—extreme programming
Emphasizes technical excellence as a way to remain agile
Pair programming and code reviews are common methods
Frequent checkpoints—allows for constant feedback on
customer requirements
Agile principle
Learning over
following a plan
Each agile framework has a way of bringing feedback into its workstream
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Agile teaming
Focus: respond quickly to feedback
KANBAN
Finish task and pull forward next work item
Uses work-in-progress (WIP) limits and cycle-time to manage
flow of new development
Adapted from Toyota Production System
Agile principle
Learning over
following a plan
Each agile framework has a way of bringing feedback into its workstream
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Practical principles: Agile
Use release maps 1. Rip the band-aid off, but have mercy
Two-pizza team model 2. Keeping it real … and small
Power of the demo 3. Show something every sprint
Find your agile center 4. Trap: agile by the book
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
DevOps
Focus: promote and enable fast feedback
DevOps principles
Automate all things
If it hurts, you should do it as often as possible
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
DevOps
Focus: promote and enable fast feedback
If it hurts, you should do it as often as possible
DevOps principles
Automate all things
No more hot potato between dev, QA, and ops
Eliminate handoffs
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
DevOps
Focus: promote and enable fast feedback
If it hurts, you should do it as often as possibleDevOps principles
Automate all things
Establish guardrails
Eliminate handoffs Integrated security (DevSecOps), not infosec
toll gates
No more hot potato between dev, QA, and ops
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
DevOps
Focus: promote and enable fast feedback
DevOps principles
Automate all things
Establish guardrails
Eliminate handoffs
All of these reduce cycle time and allow builders
to focus on product, quickly deploying, and
collecting feedback
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
DevOps
Companies that practice CI/CD ship code faster
and with more confidence
5x
Lower change
failure rate
440x
Faster from
commit to deploy
46x
More frequent
deployments
44%
More time spent
on new features
and code
Source: Puppet 2017 State of DevOps Report
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Putting the pieces together: Finding
organizational flow
Design thinking DevOpsAgile teaming
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
MVP
Minimum viable product: what is the smallest thing
you can test to prove the unproven parts of your idea?
Start with value hypothesis and growth
hypothesis
Run small experiments to see if there is both value
and demand
Bias toward many small tests vs. larger, extended ones
Persevere or pivot early based on results
“One accurate measurement is worth more than a thousand expert opinions.”
—Admiral Grace Hopper
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Project teams or product teams
Methods to manage your product/technology portfolio
PRODUCT
Continuous development
Customer defines roadmap
Measured by output and outcomes
PROJECT
Pre-defined requirements, scope,
and schedule
Deliver what was planned
Measured by output
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Project teams or product teams
Methods to manage your product/technology portfolio
PRODUCT
Continuous development
Customer defines roadmap
Measured by output and outcomes
PROJECT
Pre-defined requirements, scope,
and schedule
Deliver what was planned
Measured by output
BUSINESS OBJECTIVE
Maximize a strategic KPI
Types of KPIs: reduce churn,
increase conversion
Measured by outcomes
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Typical release testing
Most tests occur late in process
Concept Dev Deployment
Functional
Acceptance
Performance
Security/Compliance
Production
Monitor
Respond to defects/incidents
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Continuous testing
Always be testing
Development
Functional
Acceptance
Performance
Security/Compliance
Concept
Hypothesis
A/B
MVP
Deployment
Functional
Acceptance
Performance
Security/Compliance
Canary
Production
Prod testing
Chaos engineering
User testing feedback
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
How Amazon achieves flow
Working backwards
from the customer
Microservices
Speed and agility
Two-pizza teams
Run what you build
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Working backwards
from the customer
Define the user interaction
and write the manual
Write the press release: think big
and focus on the customer need
Write the FAQ: customer
and internal stakeholder?
Jeff Bezos
Founder and Chief Executive Officer
Amazon.com, Inc.
“
”
Most companies write
the software, they get it
all working, and then
they throw it over the
wall to the marketing
department, saying ‘here
is what we built, go
write the press release.’
That process is the
one that’s actually
backwards.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon achieves speed and agility with
two-pizza teams
Small, decentralized
teams are nimble
Own/Run what you build
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Monoliths: Slow and rigid
Delivery pipelineMonolithic applicationDevelopers
…{ } …{ } …{ }
…{ } …{ } …{ }
…{ } …{ } …{ }
Build Test Release
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Microservices: Speed and agility
Delivery pipelineMicroservicesDevelopers
…{ } …{ } …{ }
…{ } …{ } …{ }
…{ } …{ } …{ }
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Microservices principles
Highly decoupled
Single purpose
API-basedhttp://
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Impact of cloud on product development
Reducing cost
of failure
Rapid adoption of
new capabilities
Quickly scaling
winning ideas
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Reducing time-to-market for new ideas
Agero created the MileUp app and used crash prediction models to speed
up emergency response
Cloud enables quick testing of unproven
concepts
Quick time to market: eight weeks from conception
to production
Continuous scale: seamlessly ramps up to peak traffic
of 22k concurrent requests
Event-driven architecture maximizes resource efficiency
Reducing cost
of experiment
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Devote more resources to customer value
Mapbox adds location services to any application with mapping,
navigation, and location search SDKs
Cloud reduces undifferentiated
infrastructure focus
Productivity: allowed developers to focus more on runtime
functionality and less on infrastructure management
Cleaner separation of logging, metrics, and security
infrastructure from application code base
Cost: Spot Instances and containers cut Amazon Elastic
Compute Cloud (Amazon EC2) cost in half
Reducing cost of new
development
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Cloud-native architectures
Accelerates adoption and innovation of new capabilities
Amazon Rekognition use case: automated
footage tagging
API access to advanced service capabilities
Built in three weeks
Index against 99,000 people
Saving 9,000 hours a year in labor
Rapid adoption of
new capabilities
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Bad state predictor model
Indicates which containers should be removed before failure
App and system logs used to train model
Developed by cloud team with no ML/DL experience
Outcomes:
Improved user
experience
95% reduction in on-call
App container failure prediction
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Enterprises are achieving massive scale with
cloud-native architectures
Processes
4,000 requests
per second
Processes
half a trillion
validations of
stock trades daily
Reduced the time
to ingest and
process data
for its analytics
pipeline by 97%
Can handle
spikes of 80x
normal traffic
Triggers 1.2 billion
AWS Lambda requests
each month
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Develop new ideas without limits
Natural language processing on 1.1 million
concurrent vCPUs using EC2 Spot Instances
1.2M
200k
06:38 21:40
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
FPGA world record genome analysis
Cloud enables the massive scaling of big ideas
Immediate access to programmable hardware-acceleration
using FPGAs at cloud scale
Utilized AWS Batch to provision and orchestrate compute
jobs across 1,000 Amazon EC2 F1 instances
Compute infrastructure cost to analyze genome reduced
to staggeringly low ~$3 per whole human genome
Quickly scaling
winning ideas
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Achieving massive scale, not massive cost
FICO Decision Management Suite (DMS) runs on the
AWS serverless architecture
Serverless enables quick and agile
product development
>95% decrease in overall deployment and operational costs
Scales up or down for variation in customer request volume
Migrating tasks to Lambda took only a few weeks
Quickly scaling
winning ideas
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Thank you!
Ahead in the Cloud
Stephen Orban
The Art of
Business Value
Mark Schwartz
A Seat at the Table
Mark Schwartz
Enterprise
Strategy Blog
https://aws.amazon.com/
blogs/enterprise-strategy
More learning and best practices:
Thank you!
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.

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Transforming Product Development in the Cloud (ENT306) - AWS re:Invent 2018

  • 1.
  • 2. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Transforming Product Development in the Cloud AWS Enterprise Strategy Team E N T 3 0 6
  • 3. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Hitting roadblocks trying to drive change Best practices review Development practices need a refresh Reduce cost of failure and experimentation Motivators?
  • 4. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. What we’ll cover: How the cloud is changing product development Modern product development toolkit Achieving organizational flow
  • 5. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Design thinking Interface to customer and feedback loop DevOps Interface for getting stuff built and released Agile teaming The organizational glue that keeps release cycle moving continuously Methods and principles of modern product development
  • 6. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Design thinking is just … User-centered design FeedbackIdeas Experiment Innovation flywheelUser
  • 7. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Practical principles: Design thinking User-centered design Bring the outside in 1. First gain empathy Pinpoint the pain point 2. Then frame the problems Radical ideas, real impact 3. Now you can ideate Build to learn 4. Run simple, fast, frugal tests
  • 8. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Agile teaming Focus: respond quickly to feedback SCRUM Continuously groomed backlog No changes to work plan made during sprint Product increment: must be completed, integrated, and tested Agile principle Learning over following a plan Each agile framework has a way of bringing feedback into its workstream
  • 9. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Agile teaming Focus: respond quickly to feedback XP—extreme programming Emphasizes technical excellence as a way to remain agile Pair programming and code reviews are common methods Frequent checkpoints—allows for constant feedback on customer requirements Agile principle Learning over following a plan Each agile framework has a way of bringing feedback into its workstream
  • 10. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Agile teaming Focus: respond quickly to feedback KANBAN Finish task and pull forward next work item Uses work-in-progress (WIP) limits and cycle-time to manage flow of new development Adapted from Toyota Production System Agile principle Learning over following a plan Each agile framework has a way of bringing feedback into its workstream
  • 11. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Practical principles: Agile Use release maps 1. Rip the band-aid off, but have mercy Two-pizza team model 2. Keeping it real … and small Power of the demo 3. Show something every sprint Find your agile center 4. Trap: agile by the book
  • 12. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. DevOps Focus: promote and enable fast feedback DevOps principles Automate all things If it hurts, you should do it as often as possible
  • 13. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. DevOps Focus: promote and enable fast feedback If it hurts, you should do it as often as possible DevOps principles Automate all things No more hot potato between dev, QA, and ops Eliminate handoffs
  • 14. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. DevOps Focus: promote and enable fast feedback If it hurts, you should do it as often as possibleDevOps principles Automate all things Establish guardrails Eliminate handoffs Integrated security (DevSecOps), not infosec toll gates No more hot potato between dev, QA, and ops
  • 15. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. DevOps Focus: promote and enable fast feedback DevOps principles Automate all things Establish guardrails Eliminate handoffs All of these reduce cycle time and allow builders to focus on product, quickly deploying, and collecting feedback
  • 16. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. DevOps Companies that practice CI/CD ship code faster and with more confidence 5x Lower change failure rate 440x Faster from commit to deploy 46x More frequent deployments 44% More time spent on new features and code Source: Puppet 2017 State of DevOps Report
  • 17. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Putting the pieces together: Finding organizational flow Design thinking DevOpsAgile teaming
  • 18. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. MVP Minimum viable product: what is the smallest thing you can test to prove the unproven parts of your idea? Start with value hypothesis and growth hypothesis Run small experiments to see if there is both value and demand Bias toward many small tests vs. larger, extended ones Persevere or pivot early based on results “One accurate measurement is worth more than a thousand expert opinions.” —Admiral Grace Hopper
  • 19. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Project teams or product teams Methods to manage your product/technology portfolio PRODUCT Continuous development Customer defines roadmap Measured by output and outcomes PROJECT Pre-defined requirements, scope, and schedule Deliver what was planned Measured by output
  • 20. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Project teams or product teams Methods to manage your product/technology portfolio PRODUCT Continuous development Customer defines roadmap Measured by output and outcomes PROJECT Pre-defined requirements, scope, and schedule Deliver what was planned Measured by output BUSINESS OBJECTIVE Maximize a strategic KPI Types of KPIs: reduce churn, increase conversion Measured by outcomes
  • 21. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Typical release testing Most tests occur late in process Concept Dev Deployment Functional Acceptance Performance Security/Compliance Production Monitor Respond to defects/incidents
  • 22. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Continuous testing Always be testing Development Functional Acceptance Performance Security/Compliance Concept Hypothesis A/B MVP Deployment Functional Acceptance Performance Security/Compliance Canary Production Prod testing Chaos engineering User testing feedback
  • 23. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. How Amazon achieves flow Working backwards from the customer Microservices Speed and agility Two-pizza teams Run what you build
  • 24. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Working backwards from the customer Define the user interaction and write the manual Write the press release: think big and focus on the customer need Write the FAQ: customer and internal stakeholder?
  • 25. Jeff Bezos Founder and Chief Executive Officer Amazon.com, Inc. “ ” Most companies write the software, they get it all working, and then they throw it over the wall to the marketing department, saying ‘here is what we built, go write the press release.’ That process is the one that’s actually backwards.
  • 26. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon achieves speed and agility with two-pizza teams Small, decentralized teams are nimble Own/Run what you build
  • 27. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Monoliths: Slow and rigid Delivery pipelineMonolithic applicationDevelopers …{ } …{ } …{ } …{ } …{ } …{ } …{ } …{ } …{ } Build Test Release
  • 28. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Microservices: Speed and agility Delivery pipelineMicroservicesDevelopers …{ } …{ } …{ } …{ } …{ } …{ } …{ } …{ } …{ }
  • 29. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Microservices principles Highly decoupled Single purpose API-basedhttp://
  • 30. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Impact of cloud on product development Reducing cost of failure Rapid adoption of new capabilities Quickly scaling winning ideas
  • 31. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Reducing time-to-market for new ideas Agero created the MileUp app and used crash prediction models to speed up emergency response Cloud enables quick testing of unproven concepts Quick time to market: eight weeks from conception to production Continuous scale: seamlessly ramps up to peak traffic of 22k concurrent requests Event-driven architecture maximizes resource efficiency Reducing cost of experiment
  • 32. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Devote more resources to customer value Mapbox adds location services to any application with mapping, navigation, and location search SDKs Cloud reduces undifferentiated infrastructure focus Productivity: allowed developers to focus more on runtime functionality and less on infrastructure management Cleaner separation of logging, metrics, and security infrastructure from application code base Cost: Spot Instances and containers cut Amazon Elastic Compute Cloud (Amazon EC2) cost in half Reducing cost of new development
  • 33. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Cloud-native architectures Accelerates adoption and innovation of new capabilities Amazon Rekognition use case: automated footage tagging API access to advanced service capabilities Built in three weeks Index against 99,000 people Saving 9,000 hours a year in labor Rapid adoption of new capabilities
  • 34. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Bad state predictor model Indicates which containers should be removed before failure App and system logs used to train model Developed by cloud team with no ML/DL experience Outcomes: Improved user experience 95% reduction in on-call App container failure prediction
  • 35. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Enterprises are achieving massive scale with cloud-native architectures Processes 4,000 requests per second Processes half a trillion validations of stock trades daily Reduced the time to ingest and process data for its analytics pipeline by 97% Can handle spikes of 80x normal traffic Triggers 1.2 billion AWS Lambda requests each month
  • 36. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Develop new ideas without limits Natural language processing on 1.1 million concurrent vCPUs using EC2 Spot Instances 1.2M 200k 06:38 21:40
  • 37. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. FPGA world record genome analysis Cloud enables the massive scaling of big ideas Immediate access to programmable hardware-acceleration using FPGAs at cloud scale Utilized AWS Batch to provision and orchestrate compute jobs across 1,000 Amazon EC2 F1 instances Compute infrastructure cost to analyze genome reduced to staggeringly low ~$3 per whole human genome Quickly scaling winning ideas
  • 38. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Achieving massive scale, not massive cost FICO Decision Management Suite (DMS) runs on the AWS serverless architecture Serverless enables quick and agile product development >95% decrease in overall deployment and operational costs Scales up or down for variation in customer request volume Migrating tasks to Lambda took only a few weeks Quickly scaling winning ideas
  • 39. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Thank you! Ahead in the Cloud Stephen Orban The Art of Business Value Mark Schwartz A Seat at the Table Mark Schwartz Enterprise Strategy Blog https://aws.amazon.com/ blogs/enterprise-strategy More learning and best practices:
  • 40. Thank you! © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 41. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.