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Continuous Deployment
   of Architectural Change

                          Matt Graham
                 Core Engineer @ Etsy
                  Continuous Deployer
#iasany
September 27, 2011
A Brief History of
    Deployment
The Internet
Web Applications
Agility
Continuous
Database Deployment @ Etsy




        Thursday
What it's all about

●   Broadly Applicable
●   Tools Help
●   Enables the Unfeasible
MTTR   vs   MTTF
MTTR          vs   MTTF
●   Cheaper for
    electrons
MTTR          vs       MTTF
●   Cheaper for        ●   Cheaper for
    electrons              protons & neutrons
MTTR          vs       MTTF
●   Cheaper for        ●   Cheaper for
    electrons              protons & neutrons
●   Cost prohibitive
    for humans
MTTR          vs       MTTF
●   Cheaper for        ●   Cheaper for
    electrons              protons & neutrons
●   Cost prohibitive
    for humans
●   Necessitates low
    MTTD
The Case of Electrons
●   Consider a project that has 6 bugs
●   continuous deployment testing misses 4
    & deploys fixes in 4 hours
●   monthly release testing misses only 2
    & deploys fixes in 24 hours
●   16 hours of broken < 48 hours of broken
Good Excuses


●   Infrequent Changes
Good Excuses


●   Infrequent Changes
●   Infrequent Executions
Good Excuses


●   Infrequent Changes
●   Infrequent Executions
●   Life and Death
Good Excuses


●   Infrequent Changes
●   Infrequent Executions
●   Life and Death
●   Physical Investment
Deployment Tools @ Etsy
Culture Before Tools

●   No planned deploys; only on demand
Culture Before Tools

●   No planned deploys; only on demand
●   A positive change is ready & tested
Culture Before Tools

●   No planned deploys; only on demand
●   A positive change is ready & tested
●   Software is stable & supported
Jenkins

●   Unit Tests
Jenkins

●   Unit Tests
●   Functional Tests
Jenkins

●   Unit Tests
●   Functional Tests
●   Manual Testing
Nagios & Naglite2




github.com/lozzd/Naglite2
tail -f | grep
github.com/etsy/deployinator
IRC
Key Tools


Communication Tools
      Graphs
  Feature Flags
Feature Flags


Deploy != Product Launch
Dark Launch

def get_feature_a_link():
  return ...
Dark Launch

def get_feature_a_link():
  if enabled('NewFeatureA'):
   return new_feature_a_link()
  else:
   return old_feature_a_link()
Dark Launch

application_config
  - NewFeatureA: admin
  - NewFeatureB: off
  - NewFeatureC: on
Ramp Up

application_config
  - NewFeatureA: 1%
  - NewFeatureB: off
  - NewFeatureC: on
Ramp Up

application_config
  - NewFeatureA: 5%
  - NewFeatureB: off
  - NewFeatureC: on
Ramp Up

application_config
  - NewFeatureA: 25%
  - NewFeatureB: off
  - NewFeatureC: on
Ramp Up

application_config
  - NewFeatureA: 100%
  - NewFeatureB: off
  - NewFeatureC: on
AB Testing


●   Prove success of interface changes

●   Prove interest in new features
Graphs!!!
Ganglia
Graphite
Event Overlay
StatsD
if ($success) {
  StatsD::timing('feature.runtime', $time);
} else {
  StatsD::increment('feature.failure');
}



       github.com/etsy/statsd
github.com/etsy/logster
github.com/etsy/logster
Community Communication
Forums / Message Boards
etsystatus.com
twitter.com/etsystatus
twitter.com/etsystatus
Deployment is First Class



    Deployment is a
  First Class Feature
Engineers are Users Too
Enable Architectural Change
Architecture is Relative
Organic Architecture
Premature Architecture
Premature Architecture

               What now?
Passing Time => Change
●   Scale
●   Product
●   Technology
●   Engineering Team
Passing Time => Change
●   Scale
●   Product
●   Technology
●   Engineering Team
●   The Correct Architecture Changes
Examples
●   Images From Twisted to PHP
●   From PostgreSQL to MySQL Shards
From Twisted to PHP
●   Run Apache/PHP on a new port
From Twisted to PHP
●   Run Apache/PHP on a new port
●   Implement one service in PHP
From Twisted to PHP
●   Run Apache/PHP on a new port
●   Implement one service in PHP
●   Ramp up users on new service
From Twisted to PHP
●   Run Apache/PHP on a new port
●   Implement one service in PHP
●   Ramp up users on new service
●   Repeat for remaining services
From Twisted to PHP
●   Run Apache/PHP on a new port
●   Implement one service in PHP
●   Ramp up users on new service
●   Repeat for remaining services
●   Shut down Twisted version
PostgreSQL to MySQL Shards
●   Migrate table by table
PostgreSQL to MySQL Shards
●   Migrate table by table
●   Teed writes to MySQL
PostgreSQL to MySQL Shards
●   Migrate table by table
●   Teed writes to MySQL
●   Backfill old data from PostgreSQL
PostgreSQL to MySQL Shards
●   Migrate table by table
●   Teed writes to MySQL
●   Backfill old data from PostgreSQL
●   Verify data matches in both DBs
PostgreSQL to MySQL Shards
●   Migrate table by table
●   Teed writes to MySQL
●   Backfill old data from PostgreSQL
●   Verify data matches in both DBs
●   Ramp up users reading from MySQL
PostgreSQL to MySQL Shards
●   Migrate table by table
●   Teed writes to MySQL
●   Backfill old data from PostgreSQL
●   Verify data matches in both DBs
●   Ramp up users reading from MySQL
●   Stop Postgres writes & drop tables
Continuous Deploy Pattern
●   Change in small steps
Continuous Deploy Pattern
●   Change in small steps
●   Dark launch placeholder via config
Continuous Deploy Pattern
●   Change in small steps
●   Dark launch placeholder via config
●   Deploy to production while dark
Continuous Deploy Pattern
●   Change in small steps
●   Dark launch placeholder via config
●   Deploy to production while dark
●   Maintain old & new in parallel
Continuous Deploy Pattern
●   Change in small steps
●   Dark launch placeholder via config
●   Deploy to production while dark
●   Maintain old & new in parallel
●   Ramp up to new architecture
Continuous Deploy Pattern
●   Change in small steps
●   Dark launch placeholder via config
●   Deploy to production while dark
●   Maintain old & new in parallel
●   Ramp up to new architecture
●   Remove old architecture
Review
●   Broadly applicable
●   Key Tools: Feature Flags, Graphs,
    Communication
●   Enables Architectural Change
●   It's really fun!!!
Continuous Deployment
of Architectural Change
Matt Graham
         http://twitter.com/lapsu
                  http://lapsu.tv

Core Engineer @ Etsy
Continuous Deployer
      http://codeascraft.etsy.com
We're Hiring!
   http://bit.ly/etsywantsawesome

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