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Technically, a talk | Ruby Day 2020

Technically, a talk | Ruby Day 2020

Peer deep into Rails' database handling and you may find the code overly complex, hard to follow, and full of technical debt. On the surface you're right - it is complex, but that complexity represents the strong foundation that keeps your applications simple and focused on your product code. In this talk we'll look at how to use multiple databases, the beauty (and horror) of Rails connection management, and why we built this feature for you.

Eileen M. Uchitelle

September 16, 2020
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  1. Technically,
    a Talk

    View Slide

  2. Ciao! Sono
    Eileen M. Uchitelle!
    Staff Engineer @GitHub
    Member of Rails Core
    Find me @eileencodes

    View Slide

  3. Technically,
    a Talk

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  4. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #35073
    #35130
    #35237
    #36469 #36834
    #36868
    #38042
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #33877
    #34052
    #34505
    #34054
    #34491
    #34632
    #34753
    #35042
    #35123
    #35089
    #35899 #36394 #37065 #37180
    #37199
    #37503
    #37296
    #37408
    #37622
    #37874
    #38258
    #38339
    #39190
    #38531
    #38580
    #38581
    #38672
    #38670
    #38920
    #38684
    #38770

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  5. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #38684

    View Slide

  6. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #38670
    #38920
    #38684

    View Slide

  7. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #38770
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #38684
    #38670
    #38920

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  8. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #33877
    #34052
    #34505
    #34054
    #34491
    #34632
    #34753
    #35042
    #35123
    #35089
    #35899 #36394 #37065 #37180
    #37199
    #37503
    #37296
    #37408
    #37622
    #37874
    #38258
    #38339
    #39190
    #38531
    #38580
    #38581
    #38672
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #38684
    #38670
    #38920
    #38770

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  9. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #35073
    #35130
    #35237
    #36469 #36834
    #36868
    #38042
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #33877
    #34052
    #34505
    #34054
    #34491
    #34632
    #34753
    #35042
    #35123
    #35089
    #35899 #36394 #37065 #37180
    #37199
    #37503
    #37296
    #37408
    #37622
    #37874
    #38258
    #38339
    #39190
    #38531
    #38580
    #38684
    #38670
    #38920
    #38770
    #38581
    #38672

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  10. a

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  11. What are
    multiple
    databases?

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  12. Application
    Setup

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  13. Design &
    Architecture

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  14. What are
    multiple
    databases?

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  15. PRODUCTION
    APPLICATION
    Standard setup

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  16. APPLICATION
    Horizontal sharding
    ROWS A-I
    ROWS J-R
    ROWS S-Z
    PRODUCTION

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  17. APPLICATION
    Functional partitioning
    PRODUCTION
    MEALS
    PRODUCTION
    SIDES
    PRODUCTION
    DESSERTS

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  18. APPLICATION
    Read replicas
    PRODUCTION
    REPLICA 1
    REPLICA 2
    REPLICA 3

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  19. Application
    Setup

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  20. Recipes Application

    APPLICATION

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  21. APPLICATION
    Recipes Application
    PRIMARY

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  22. Recipes Application
    MEALS

    APPLICATION PRIMARY

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  23. Recipes Application
    MEALS

    APPLICATION PRIMARY
    REPLICA
    REPLICAS

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  24. development:
    primary:
    database: recipes_development
    primary_replica:
    database: recipes_development
    replica: true
    meals_default:
    database: meals_default_development
    migrations_paths: db/meals_migrate
    meals_default_replica:
    database: meals_default_development
    replica: true
    meals_one:
    database: meals_one_development
    migrations_paths: db/meals_migrate
    meals_one_replica:
    database: meals_one_development
    replica: true
    meals_two:
    database: meals_two_development
    migrations_paths: db/meals_migrate
    meals_two_replica:
    database: meals_two_development
    replica: true

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  25. class ApplicationRecord < ActiveRecord::Base
    self.abstract_class = true
    connects_to database: {
    writing: :primary, reading: :primary_replica
    }
    end

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  26. class MealApplicationRecord < ApplicationRecord
    self.abstract_class = true
    connects_to shards: {
    default: {
    writing: :meals_default, reading: :meals_default_replica
    },
    shard_one: {
    writing: :meals_one, reading: :meals_one_replica
    }
    shard_two: {
    writing: :meals_two, reading: :meals_two_replica
    }
    }
    end

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  27. Design &
    Architecture

    View Slide

  28. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    Migrations
    #38684

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  29. bin/rails g scaffold DinnerRecipe title:string recipe:text
    --database meals_default

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  30. development:
    primary:
    database: recipes_development
    primary_replica:
    database: recipes_development
    replica: true
    meals_default:
    database: meals_default_development
    migrations_paths: db/meals_migrate
    meals_default_replica:
    database: meals_default_development
    replica: true
    meals_one:
    database: meals_one_development
    migrations_paths: db/meals_migrate
    meals_one_replica:
    database: meals_one_development
    replica: true
    meals_two:
    database: meals_two_development
    migrations_paths: db/meals_migrate
    meals_two_replica:
    database: meals_two_development
    replica: true

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  31. View Slide

  32. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    Database Configurations
    #38670
    #38920

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  33. development:
    database: recipes_development
    test:
    database: recipes_test
    production:
    database: recipes_production

    View Slide

  34. {
    "development" => {
    "database" => "recipes_development"
    },
    "test" => {
    "database" => "recipes_test"
    },
    "production" => {
    "database" => "recipes_production"
    }
    }

    View Slide

  35. development:
    primary:
    database: recipes_development
    primary_replica:
    database: recipes_development
    replica: true
    test:
    primary:
    database: recipes_test
    primary_replica:
    database: recipes_test
    replica: true
    production:
    primary:
    database: recipes_production
    primary_replica:
    database: recipes_production
    replica: true

    View Slide

  36. {
    "development" => {
    "primary" => { "database" => "recipes_development" },
    "primary_replica" => {
    "database" => "recipes_development", "replica" => true
    },
    }
    "test" => {
    "primary" => { "database" => "recipes_test" },
    "primary_replica" => {
    "database" => "recipes_test", "replica" => true
    },
    },
    "production" => {
    "primary" => { "database" => "recipes_production" },
    "primary_replica" => {
    "database" => "recipes_production", "replica" => true
    },
    }
    }

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  37. Configuration as
    Objects

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  38. #@env_name = "production",
    @name = "primary",
    @configuration_hash = {
    :adapter => "mysql2",
    :database => "recipes_app_development"
    }
    >

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  39. DATABASE_URL=
    "postgres://root:pass123@localhost:9000/my_database"

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  40. DATABASE_URL="postgres://root:pass123@localhost:9000/my_database"
    #@env_name = "production",
    @name = "primary",
    @configuration_hash = {
    :adapter => "postgres",
    :database => "my_database",
    :host => "localhost",
    :username => "root",
    :password => "pass123"
    },
    @url = "postgres://root:pass123@localhost:9000/my_database"
    >

    View Slide

  41. initializer "active_record.initialize_database" do
    ActiveSupport.on_load(:active_record) do
    self.connection_handlers = {
    writing_role => ActiveRecord::Base.default_connection_handler
    }
    self.configurations =
    Rails.application.config.database_configuration
    establish_connection
    end
    end

    View Slide

  42. def self.configurations=(config)
    @@configurations = ActiveRecord::DatabaseConfigurations.new(config)
    end
    module ActiveRecord
    class DatabaseConfigurations
    def initialize(configurations = {})
    @configurations = build_configs(configurations)
    end
    end
    end

    View Slide

  43. #@configurations=[
    #@env_name = "production",
    @name = "primary",
    @configuration_hash = {
    :adapter => "mysql2",
    :database => "recipes_app_development"
    }
    >,
    #@env_name = "production",
    @name = "meals_one",
    @configuration_hash = {
    :adapter => "mysql2",
    :database => "meals_one_development"
    }
    >
    ]
    >

    View Slide

  44. ActiveRecord::Base.configurations.configs_for(
    env_name: "production"
    )

    View Slide

  45. ActiveRecord::Base.configurations.configs_for(
    env_name: "production"
    )
    #@configurations=[
    #"production", @name = "primary", @configuration_hash = {
    :adapter => "mysql2", :database => "recipes_app_development"
    }>,
    #"production", @name = "meals_one", @configuration_hash = {
    :adapter => "mysql2", :database => "meals_one_development"
    }>,
    #"production", @name = "meals_two", @configuration_hash = {
    :adapter => "mysql2", :database => "meals_two_development"
    }>
    ]
    >

    View Slide

  46. ActiveRecord::Base.configurations.configs_for(
    env_name: "production",
    name: "meals_one"
    )

    View Slide

  47. ActiveRecord::Base.configurations.configs_for(
    env_name: "production",
    name: "meals_one"
    )
    #"production", @name = "meals_one", @configuration_hash = { :adapter
    => "mysql2", :database => "meals_one_development" }>

    View Slide

  48. Using Objects
    Everywhere

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  49. >> db_config.configuration_hash[:database]
    => "meals_one_development"

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  50. >> db_config.configuration_hash[:database]
    => "meals_one_development"
    >> db_config.database
    => "meals_one_development"

    View Slide

  51. { "database" => "recipes_development", "replica" => true
    "adapter" => "mysql2", "reaping_frequency" => 60,
    "username" => "user_ro", "password" => ENV["PASSWORD"]}

    View Slide

  52. { "database" => "recipes_development", "replica" => true
    "adapter" => "mysql2", "reaping_frequency" => 60,
    "username" => "user_ro", "password" => ENV["PASSWORD"]...}
    Values Rails Needs
    • database
    • host
    • adapter
    • replica
    • pool
    • reaping_frequency
    • checkout_timeout
    • idle_timeout

    View Slide

  53. { "database" => "recipes_development", "replica" => true
    "adapter" => "mysql2", "reaping_frequency" => 60,
    "username" => "user_ro", "password" => ENV["PASSWORD"]...}
    • database
    • host
    • adapter
    • replica
    • pool
    • reaping_frequency
    • checkout_timeout
    • idle_timeout
    • database
    • host
    • username
    • password
    • timeout
    • custom settings
    Values Rails Needs Values Clients Need

    View Slide

  54. class HashConfig
    ...
    def checkout_timeout
    (configuration_hash[:checkout_timeout] || 5).to_f
    end
    def reaping_frequency
    configuration_hash.fetch(:reaping_frequency, 60)&.to_f
    end
    def idle_timeout
    timeout = configuration_hash.fetch(:idle_timeout, 300).to_f
    timeout if timeout > 0
    end
    ...
    end

    View Slide

  55. - @checkout_timeout =
    (spec.db_config.configuration_hash[:checkout_timeout] &&
    spec.db_config.configuration_hash[:checkout_timeout].to_f) || 5
    - if @idle_timeout =
    spec.db_config.configuration_hash.fetch(:idle_timeout, 300)
    - @idle_timeout = @idle_timeout.to_f
    - @idle_timeout = nil if @idle_timeout <= 0
    - end
    - # default max pool size to 5
    - @size = (spec.db_config.configuration_hash[:pool] &&
    spec.db_config.configuration_hash[:pool].to_i) || 5
    + @checkout_timeout = spec.db_config.checkout_timeout
    + @idle_timeout = spec.db_config.idle_timeout
    + @size = spec.db_config.pool

    View Slide

  56. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    Rails Tasks
    #38770

    View Slide

  57. rails db:create
    rails db:drop
    rails db:migrate
    rails db:reset
    rails db:abort_if_pending_migrations
    rails db:migrate:status
    rails db:structure:dump
    rails db:schema:cache:dump

    View Slide

  58. task migrate: :load_config do
    original_db_config = ActiveRecord::Base.connection_db_config
    ActiveRecord::Base.configurations.configs_for(
    env_name: ActiveRecord::Tasks::DatabaseTasks.env
    ).each do |db_config|
    ActiveRecord::Base.establish_connection(db_config)
    ActiveRecord::Tasks::DatabaseTasks.migrate
    end
    db_namespace["_dump"].invoke
    ensure
    ActiveRecord::Base.establish_connection(original_db_config)
    end

    View Slide

  59. task migrate: :load_config do
    original_db_config = ActiveRecord::Base.connection_db_config
    ActiveRecord::Base.configurations.configs_for(
    env_name: ActiveRecord::Tasks::DatabaseTasks.env
    ).each do |db_config|
    ActiveRecord::Base.establish_connection(db_config)
    ActiveRecord::Tasks::DatabaseTasks.migrate
    end
    db_namespace["_dump"].invoke
    ensure
    ActiveRecord::Base.establish_connection(original_db_config)
    end

    View Slide

  60. task migrate: :load_config do
    original_db_config = ActiveRecord::Base.connection_db_config
    ActiveRecord::Base.configurations.configs_for(
    env_name: ActiveRecord::Tasks::DatabaseTasks.env
    ).each do |db_config|
    ActiveRecord::Base.establish_connection(db_config)
    ActiveRecord::Tasks::DatabaseTasks.migrate
    end
    db_namespace["_dump"].invoke
    ensure
    ActiveRecord::Base.establish_connection(original_db_config)
    end

    View Slide

  61. task migrate: :load_config do
    original_db_config = ActiveRecord::Base.connection_db_config
    ActiveRecord::Base.configurations.configs_for(
    env_name: ActiveRecord::Tasks::DatabaseTasks.env
    ).each do |db_config|
    ActiveRecord::Base.establish_connection(db_config)
    ActiveRecord::Tasks::DatabaseTasks.migrate
    end
    db_namespace["_dump"].invoke
    ensure
    ActiveRecord::Base.establish_connection(original_db_config)
    end

    View Slide

  62. task migrate: :load_config do
    original_db_config = ActiveRecord::Base.connection_db_config
    ActiveRecord::Base.configurations.configs_for(
    env_name: ActiveRecord::Tasks::DatabaseTasks.env
    ).each do |db_config|
    ActiveRecord::Base.establish_connection(db_config)
    ActiveRecord::Tasks::DatabaseTasks.migrate
    end
    db_namespace["_dump"].invoke
    ensure
    ActiveRecord::Base.establish_connection(original_db_config)
    end

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  63. rails db:create:primary
    rails db:create:meals_default
    rails db:create:meals_one
    rails db:create:meals_two
    rails db:drop:primary
    rails db:drop:meals_default
    rails db:drop:meals_one
    rails db:drop:meals_two
    rails db:migrate:primary
    rails db:drop:meals_default
    rails db:migrate:meals_one
    rails db:migrate:meals_two

    View Slide

  64. namespace :migrate do
    ActiveRecord::Tasks::DatabaseTasks.for_each(databases) do |name|
    desc "Migrate #{name} database for current environment"
    task name => :load_config do
    original_db_config = ActiveRecord::Base.connection_db_config
    db_config = ActiveRecord::Base.configurations.configs_for(
    env_name: Rails.env, name: name
    )
    ActiveRecord::Base.establish_connection(db_config)
    ActiveRecord::Tasks::DatabaseTasks.migrate
    db_namespace["_dump:#{name}"].invoke
    ensure
    ActiveRecord::Base.establish_connection(original_db_config)
    end
    end
    end

    View Slide

  65. namespace :migrate do
    ActiveRecord::Tasks::DatabaseTasks.for_each(databases) do |name|
    desc "Migrate #{name} database for current environment"
    task name => :load_config do
    original_db_config = ActiveRecord::Base.connection_db_config
    db_config = ActiveRecord::Base.configurations.configs_for(
    env_name: Rails.env, name: name
    )
    ActiveRecord::Base.establish_connection(db_config)
    ActiveRecord::Tasks::DatabaseTasks.migrate
    db_namespace["_dump:#{name}"].invoke
    ensure
    ActiveRecord::Base.establish_connection(original_db_config)
    end
    end
    end

    View Slide

  66. def load_database_yaml
    if path = paths["config/database"].existent.first
    require "rails/application/dummy_erb_compiler"
    yaml = Pathname.new(path)
    erb = DummyERB.new(yaml.read)
    YAML.load(erb.result) || {}
    else
    {}
    end
    end

    View Slide

  67. class DummyERB < ERB # :nodoc:
    def make_compiler(trim_mode)
    DummyCompiler.new trim_mode
    end
    end
    class DummyCompiler < ERB::Compiler # :nodoc:
    def compile_content(stag, out)
    if stag == "<%="
    out.push "_erbout << ''"
    end
    end
    end

    View Slide

  68. namespace :migrate do
    ActiveRecord::Tasks::DatabaseTasks.for_each(databases) do |name|
    desc "Migrate #{name} database for current environment"
    task name => :load_config do
    original_db_config = ActiveRecord::Base.connection_db_config
    db_config = ActiveRecord::Base.configurations.configs_for(
    env_name: Rails.env, name: name
    )
    ActiveRecord::Base.establish_connection(db_config)
    ActiveRecord::Tasks::DatabaseTasks.migrate
    db_namespace["_dump:#{name}"].invoke
    ensure
    ActiveRecord::Base.establish_connection(original_db_config)
    end
    end
    end

    View Slide

  69. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    Connection APIs
    #33877
    #34052
    #34505
    #34054
    #34491
    #34632
    #34753
    #35042
    #35123
    #35089
    #35899 #36394 #37065 #37180
    #37199
    #37503
    #37296
    #37408
    #37622
    #37874
    #38258
    #38339
    #39190
    #38531
    #38580
    #38581
    #38672

    View Slide

  70. connects_to API

    View Slide

  71. initializer "active_record.initialize_database" do
    ActiveSupport.on_load(:active_record) do
    self.connection_handlers = {
    writing_role => ActiveRecord::Base.default_connection_handler
    }
    self.configurations =
    Rails.application.config.database_configuration
    establish_connection
    end
    end

    View Slide

  72. class ApplicationRecord < ActiveRecord::Base
    self.abstract_class = true
    connects_to database: {
    writing: :primary, reading: :primary_replica
    }
    end

    View Slide

  73. class ApplicationRecord < ActiveRecord::Base
    self.abstract_class = true
    connects_to database: {
    writing: :primary, reading: :primary_replica
    }
    end
    Role

    View Slide

  74. class ApplicationRecord < ActiveRecord::Base
    self.abstract_class = true
    connects_to database: {
    writing: :primary, reading: :primary_replica
    }
    end
    Name

    View Slide

  75. class ApplicationRecord < ActiveRecord::Base
    self.abstract_class = true
    connects_to database: {
    writing: :primary, reading: :primary_replica
    }
    end

    View Slide

  76. class MealApplicationRecord < ApplicationRecord
    self.abstract_class = true
    connects_to shards: {
    default: {
    writing: :meals_default, reading: :meals_default_replica
    },
    shard_one: {
    writing: :meals_one, reading: :meals_one_replica
    }
    shard_two: {
    writing: :meals_two, reading: :meals_two_replica
    }
    }
    end

    View Slide

  77. class MealApplicationRecord < ApplicationRecord
    self.abstract_class = true
    connects_to shards: {
    default: {
    writing: :meals_default, reading: :meals_default_replica
    },
    shard_one: {
    writing: :meals_one, reading: :meals_one_replica
    }
    shard_two: {
    writing: :meals_two, reading: :meals_two_replica
    }
    }
    end
    Shard key

    View Slide

  78. class MealApplicationRecord < ApplicationRecord
    self.abstract_class = true
    connects_to shards: {
    default: {
    writing: :meals_default, reading: :meals_default_replica
    },
    shard_one: {
    writing: :meals_one, reading: :meals_one_replica
    }
    shard_two: {
    writing: :meals_two, reading: :meals_two_replica
    }
    }
    end
    Role

    View Slide

  79. class MealApplicationRecord < ApplicationRecord
    self.abstract_class = true
    connects_to shards: {
    default: {
    writing: :meals_default, reading: :meals_default_replica
    },
    shard_one: {
    writing: :meals_one, reading: :meals_one_replica
    }
    shard_two: {
    writing: :meals_two, reading: :meals_two_replica
    }
    }
    end
    Name

    View Slide

  80. connected_to API

    View Slide

  81. ActiveRecord::Base.connected_to(role: :reading) do
    User.first
    DinnerRecipe.first
    end

    View Slide

  82. ActiveRecord::Base.connected_to(role: :reading) do
    DinnerRecipe.create! # boom
    end
    => ActiveRecord::ReadOnlyError

    View Slide

  83. ActiveRecord::Base.connected_to(role: :writing, prevent_writes: true) do
    DinnerRecipe.create! # boom
    end
    => ActiveRecord::ReadOnlyError

    View Slide

  84. ActiveRecord::Base.connected_to(shard: :shard_two) do
    DinnerRecipe.create!
    end

    View Slide

  85. ActiveRecord::Base.connected_to(
    shard: :shard_two, role: :reading
    ) do
    DinnerRecipe.create!
    end

    View Slide

  86. :writing

    View Slide

  87. :writing
    ActiveRecord::Base

    View Slide

  88. :writing
    ActiveRecord::Base
    PoolConfig

    View Slide

  89. :writing
    ActiveRecord::Base
    conn_spec_name
    PoolConfig

    View Slide

  90. :writing
    ActiveRecord::Base
    conn_spec_name
    db_config
    PoolConfig

    View Slide

  91. :writing
    ActiveRecord::Base
    conn_spec_name
    db_config
    schema_cache
    PoolConfig

    View Slide

  92. :writing
    ActiveRecord::Base
    conn_spec_name
    db_config
    schema_cache
    PoolConfig
    ConnectionPool

    View Slide

  93. :writing
    ActiveRecord::Base
    PoolConfig
    ConnectionPool
    MealApplicationR...
    PoolConfig
    ConnectionPool

    View Slide

  94. :writing
    ActiveRecord::Base
    :writing
    MealApplicationR...
    :reading
    ActiveRecord::Base
    PoolConfig
    MealApplicationR...
    PoolConfig
    ConnectionPool ConnectionPool
    PoolConfig
    ConnectionPool
    PoolConfig
    ConnectionPool

    View Slide

  95. :writing
    ActiveRecord::Base MealApplicationR...
    PoolConfig
    ConnectionPool
    PoolConfig
    ConnectionPool

    View Slide

  96. :writing
    ActiveRecord::Base
    PoolConfig
    MealApplicationR...
    PoolConfig
    ConnectionPool ConnectionPool
    MealApplicationR...
    PoolConfig
    ConnectionPool

    View Slide

  97. :writing
    ActiveRecord::Base MealApplicationR... MealApplicationR...
    PoolConfig
    ConnectionPool
    MealApplicationR...
    PoolConfig
    ConnectionPool
    PoolConfig
    ConnectionPool
    PoolConfig
    ConnectionPool

    View Slide

  98. :writing
    ActiveRecord::Base
    Pool Config
    Connection Pool
    :default
    PoolConfig
    ConnectionPool
    ActiveRecord::Base

    View Slide

  99. :writing
    :default
    PoolConfig
    ConnectionPool
    :shard_one
    PoolConfig
    ConnectionPool
    :shard_two
    PoolConfig
    ConnectionPool
    MealApplicationBase
    ActiveRecord::Base
    Pool Config
    Connection Pool
    :default
    PoolConfig
    ActiveRecord::Base
    ConnectionPool

    View Slide

  100. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #35073
    #35130
    #35237
    #36469 #36834
    #36868
    #38042
    Automatic connection
    swapping

    View Slide

  101. Rails.application.configure do
    config.active_record.database_selector = { delay: 2.seconds }
    config.active_record.database_resolver =
    ActiveRecord::Middleware::DatabaseSelector::Resolver
    config.active_record.database_resolver_context =
    ActiveRecord::Middleware::DatabaseSelector::Resolver::Session
    end

    View Slide

  102. class DatabaseSelector
    def initialize(app, resolver_klass = nil,
    context_klass = nil, options = {})
    @app = app
    @resolver_klass = resolver_klass || Resolver
    @context_klass = context_klass || Resolver::Session
    @options = options
    end
    ...
    end

    View Slide

  103. class DatabaseSelector
    def call(env)
    request = ActionDispatch::Request.new(env)
    select_database(request) do
    @app.call(env)
    end
    end
    ...
    end

    View Slide

  104. class DatabaseSelector
    def select_database(request, &blk)
    context = context_klass.call(request)
    resolver = resolver_klass.call(context, options)
    response = if reading_request?(request)
    resolver.read(&blk)
    else
    resolver.write(&blk)
    end
    resolver.update_context(response)
    response
    end
    end

    View Slide

  105. class DatabaseSelector
    def select_database(request, &blk)
    context = context_klass.call(request)
    resolver = resolver_klass.call(context, options)
    response = if reading_request?(request)
    resolver.read(&blk)
    else
    resolver.write(&blk)
    end
    resolver.update_context(response)
    response
    end
    end

    View Slide

  106. class Resolver # :nodoc:
    ...
    def read(&blk)
    if read_from_primary?
    read_from_primary(&blk)
    else
    read_from_replica(&blk)
    end
    end
    end

    View Slide

  107. class Resolver
    ...
    def read_from_primary?
    !time_since_last_write_ok?
    end
    def time_since_last_write_ok?
    Time.now - context.last_write_timestamp >= delay
    end
    end

    View Slide

  108. class Resolver
    ...
    def read_from_primary(&blk)
    ActiveRecord::Base.connected_to(
    role: ActiveRecord::Base.writing_role,
    prevent_writes: true
    ) do
    instrumenter.instrument("database_selector") do
    yield
    end
    end
    end
    end

    View Slide

  109. class Resolver
    ...
    def read_from_replica(&blk)
    ActiveRecord::Base.connected_to(
    role: ActiveRecord::Base.reading_role,
    prevent_writes: true
    ) do
    instrumenter.instrument("database_selector") do
    yield
    end
    end
    end
    end

    View Slide

  110. class Resolver
    ...
    def write_to_primary(&blk)
    ActiveRecord::Base.connected_to(
    role: ActiveRecord::Base.writing_role,
    prevent_writes: false
    ) do
    instrumenter.instrument("database_selector") do
    yield
    ensure
    context.update_last_write_timestamp
    end
    end
    end
    end

    View Slide

  111. class Resolver
    class Cookie
    def self.call(request)
    new(request.cookies)
    end
    def initialize(cookies)
    @cookies = cookies
    end
    def update_last_write_timestamp
    @cookies[:last_write] =
    self.class.convert_time_to_timestamp(Time.now)
    end
    end
    end

    View Slide

  112. Rails.application.configure do
    config.active_record.database_selector = { delay: 2.seconds }
    config.active_record.database_resolver =
    ActiveRecord::Middleware::DatabaseSelector::Resolver
    config.active_record.database_resolver_context =
    ActiveRecord::Middleware::DatabaseSelector::Resolver::Cookies
    end

    View Slide

  113. Thank You

    View Slide

  114. @tenderlove
    @seejohnrun

    View Slide

  115. And all of you

    View Slide

  116. Extracting
    to Upstream
    a

    View Slide

  117. View Slide

  118. View Slide

  119. Migrations didn’t run,

    View Slide

  120. Migrations didn’t run,
    configurations were broken,

    View Slide

  121. Rails
    tasks didn’t work correctly,
    Migrations didn’t run,
    configurations were broken,

    View Slide

  122. Migrations didn’t run,
    configurations were broken, Rails
    tasks didn’t work correctly, no
    way for models to establish
    multiple connections,

    View Slide

  123. no
    API or pattern for auto-switching
    connections...
    Migrations didn’t run,
    configurations were broken, Rails
    tasks didn’t work correctly, no
    way for models to establish
    multiple connections,

    View Slide

  124. View Slide

  125. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #38684

    View Slide

  126. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #38670
    #38920
    #38684

    View Slide

  127. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #38770
    #38684
    #38670
    #38920

    View Slide

  128. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #33877
    #34052
    #34505
    #34054
    #34491
    #34632
    #34753
    #35042
    #35123
    #35089
    #35899 #36394 #37065 #37180
    #37199
    #37503
    #37296
    #37408
    #37622
    #37874
    #38258
    #38339
    #39190
    #38531
    #38580
    #38581
    #38672
    #38684
    #38670
    #38920
    #38770

    View Slide

  129. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #33877
    #34052
    #34505
    #34054
    #34491
    #34632
    #34753
    #35042
    #35123
    #35089
    #35899 #36394 #37065 #37180
    #37199
    #37503
    #37296
    #37408
    #37622
    #37874
    #38258
    #38339
    #39190
    #38531
    #38580
    #35073
    #35130
    #35237
    #36469 #36834
    #36868
    #38042
    #38684
    #38670
    #38920
    #38770
    #38581
    #38672

    View Slide

  130. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #35073
    #35130
    #35237
    #36469 #36834
    #36868
    #38042
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #33877
    #34052
    #34505
    #34054
    #34491
    #34632
    #34753
    #35042
    #35123
    #35089
    #35899 #36394 #37065 #37180
    #37199
    #37503
    #37296
    #37408
    #37622
    #37874
    #38258
    #38339
    #39190
    #38531
    #38580
    #38581
    #38672
    #38670
    #38920
    #38684
    #38770
    Public APIs /
    User Experience

    View Slide

  131. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #35073
    #35130
    #35237
    #36469 #36834
    #36868
    #38042
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #33877
    #34052
    #34505
    #34054
    #34491
    #34632
    #34753
    #35042
    #35123
    #35089
    #35899 #36394 #37065 #37180
    #37199
    #37503
    #37296
    #37408
    #37622
    #37874
    #38258
    #38339
    #39190
    #38531
    #38580
    #38581
    #38672
    #38670
    #38920
    #38684
    #38770
    Private APIs /
    Internals

    View Slide

  132. Rails already has
    a strong foundation

    View Slide

  133. Don't build for perfect,
    imaginary cases

    View Slide

  134. We built Rails
    for you

    View Slide

  135. We optimize for
    your happiness

    View Slide

  136. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #35073
    #35130
    #35237
    #36469 #36834
    #36868
    #38042
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #33877
    #34052
    #34505
    #34054
    #34491
    #34632
    #34753
    #35042
    #35123
    #35089
    #35899 #36394 #37065 #37180
    #37199
    #37503
    #37296
    #37408
    #37622
    #37874
    #38258
    #38339
    #39190
    #38531
    #38580
    #38581
    #38672
    #38670
    #38920
    #38684
    #38770

    View Slide

  137. Technically,
    a Talk

    View Slide

  138. But actually,
    a love letter

    View Slide

  139. Jan 18
    Feb 18
    Mar 18
    Apr 18
    May 18
    Jun 18
    Jul 18
    Aug 18
    Sep 18
    Oct 18
    Nov 18
    Dec 18
    Jan 19
    Feb 19
    Mar 19
    Apr 19
    May 19
    Jun 19
    Jul 19
    Aug 19
    Sep 19
    Oct 19
    Nov 19
    Dec 19
    Jan 20
    Feb 20
    Mar 20
    Apr 20
    May 20
    #31727
    #33760 #36439
    #36371
    #36886 #38235
    #38444
    #32075
    #32271
    #32396
    #32274
    #33637
    #33770
    #34495 #34969
    #35102
    #35242
    #36560
    #36565
    #36756
    #36770
    #36814
    #37185
    #37182
    #37231
    #37276
    #37277
    #37279
    #37280
    #37695
    #37873
    #37963
    #38008
    #38004
    #34495
    #38536
    #38609
    #32774 #33748 #35479
    #35663
    #36023
    #36039
    #36237 *d83ab
    #36824
    #37223
    #37242
    #37291
    #37230
    #37365
    *48d58
    *0a353
    #35073
    #35130
    #35237
    #36469 #36834
    #36868
    #38042
    #37298
    #37364
    #37368
    #37443
    #38011
    #37280
    #38209
    #33877
    #34052
    #34505
    #34054
    #34491
    #34632
    #34753
    #35042
    #35123
    #35089
    #35899 #36394 #37065 #37180
    #37199
    #37503
    #37296
    #37408
    #37622
    #37874
    #38258
    #38339
    #39190
    #38531
    #38580
    #38581
    #38672
    #38670
    #38920
    #38684
    #38770

    View Slide