Spinnakerで実現する、クラウド開発者のためのデプロイパターン入門 / Introduction to deployment patterns with Spinnaker

■イベント
イベント名 CloudNative Days Tokyo 2019
URL https://cloudnativedays.jp/cndt2019/

■登壇概要
タイトル：Spinnakerで実現する、クラウド開発者のためのデプロイパターン入門
登壇者： DSOC Infrastructure Group 大澤秀一

▼Sansan Builders Box
https://buildersbox.corp-sansan.com/

Transcript

1. 4QJOOBLFSͰ࣮ݱ͢Δ
   Ϋϥ΢υ։ൃऀͷͨΊͷσϓϩΠύλʔϯೖ໳
   %40$*OGSBTUSVDUVSF(SPVQେᖒलҰ
   4BOTBOגࣜձࣾ
   

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2. େᖒ लҰʢShuichi Ohsawaʣ
   DSOCʢData Strategy & Operation Centerʣ

   ɹInfrastructure Group ݉ CSIRT
   ID : @ohsawa0515
   Blog : https://blog.jicoman.info/
   աڈొஃྺ
   July Tech Festa 2017

   インフラエンジニアが Consul と Stretcher をつかったデプロイ改善で

   開発効率の向上に貢献した話
   Vuls 祭り #2

   サーバレスで Vuls スキャン on AWS
   Google Cloud INSIDE Digital #2

   Windows Server VM Migration & Continuous Delivery with Spinnaker
   

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3. Company Profile
   Sansanגࣜձ͕ࣾల։͢Δ2ͭͷࣄۀ
   ๏ਓ޲͚Ϋϥ΢υ໊ࢗ؅ཧαʔϏε ݸਓ޲໊͚ࢗΞϓϦ
   

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4. View Slide

5. Data Strategy and Operation Center
   ໊͕ࢗࣔ͢৘ใ
   ձࣾɾݸਓͷ৘ใ ͭͳ͕Γˠਓ຺ ڧΈ
   ۀछɺ৬छɺ໾৬ɺ஍Ҭ ͍ͭɺͲͷ෦ॺɾ໾৬ͷ

   ਓͱग़ձ͔ͬͨ
   ԣͷܨ͕Γͷ๛෋͔͞Βɺ

   ໊ࢗॴ༗ऀͷφϨοδɾܦݧ
   ͕͋ΔྖҬ͕ࣔࠦ͞Ε͍ͯΔ
   ໾৬໊
   ࢯ໊
   اۀ໊
   ϝʔϧΞυϨεి࿩൪߸63-
   1 2 3
   Sansanגࣜձࣾͷࣄۀ੒௕Λࠜװ͔Βࢧ͑Δ
   ʮग़ձ͍ʯͷσʔλϕʔεΛߏங
   

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6. Data Strategy and Operation Center
   ໊ࢗऔΓࠐΈ എܠ෼཭ ը૾ิਖ਼
   1
   ߲໨෼ׂ
   2
   ηΩϡϦςΟʔ߲໨ࡉ෼ׂɺ߲໨ೖྗ
   3
   νΣοΫˍิਖ਼
   5
   Ϛʔδ
   4
   ϚΠΫϩλεΫ×ϚϧνιʔγϯάʹΑΔಠࣗͷ໊ࢗσʔλԽγεςϜ
   ໊ࢗσʔλԽγεςϜʮGEESʯ
   ηΩϡΞͳ؀ڥΛߏங
   

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7. ࠓ೔ͷΰʔϧ
   - Spinnaker ͷϝϦοτΛ஌ͬͯ΋Β͏
   - Spinnaker Λ׆༻ͨ͠σϓϩΠύλʔϯΛ஌ͬͯ΋Β͏͜ͱͰɺ

   օ༷ͷγεςϜʹద༻Ͱ͖ͳ͍͔Λߟ͑Δ͖͔͚ͬʹͳͬͯ΋Β͏
   

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8. Agenda
   - Spinnaker ͷ֓ཁ
   - Spinnaker ͷίϯηϓτ
   - Spinnaker Λར༻ͨ͠σϓϩΠύλʔϯ
   - ͙͢ʹ࢝ΊΔʹ͸
   - ·ͱΊ
   

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9. ࿩͞ͳ͍͜ͱ
   - ଞύϒϦοΫΫϥ΢υɺϓϥΠϕʔτΫϥ΢υʹ͓͚ΔϢʔεέʔε
   - Microservies ΍ Service mesh ʹ͍ͭͯ
   

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10. ࣭໰ᶃ
    Spinnaker ΛͲͷ͙Β͍஌ͬͯ·͔͢ʁ
    Α͘஌ͬͯΔ
    ໊લ͸ฉ͍ͨ
    ͜ͱ͋Δ
    ͳʹͦΕʁ
    ඒຯ͍͠ͷʁ
    ͳΜͱͳ͘
    ஌ͬͯΔ
    

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11. ࣭໰ᶄ
    ͲͷΫϥ΢υαʔϏεΛ͔͍ͭͬͯ·͔͢ʁ
    Amazon Web
    Services
    ʢAWSʣ
    Microsoft Azure
    ϓϥΠϕʔτΫϥ
    ΢υɾͦͷଞ
    Google Cloud
    Platoform
    ʢGCPʣ
    

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12. 4QJOOBLFSͷ֓ཁ
    

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13. Spinnaker ͱ͸
    - OSS ͷ ܧଓతσϦόϦʔ (Continuous Delivery; CD) ϓϥοτϑΥʔϜ
    - Netflix ͕։ൃɺ2015೥ʹOSSԽ
    - Netflix ͰഓΘΕͨܧଓతσϦόϦʔͷϓϥΫςΟε͕൓ө
    - GoogleɺMicrosoftɺPivotal ͱఏܞ͢Δ͜ͱͰɺϚϧνΫϥ΢υରԠͷՃ଎౓޲্
    - OracleɺTargetɺVeritasɺSchibstedɺArmoryɺKenzan ͳͲͷاۀ΋։ൃʹࢀՃ
    

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14. ௕ॴ
    - ϚϧνΫϥ΢υରԠ AWSɺGCPɺAzureɺOpenStack etc
    - ϚϧνϓϩόΠμରԠ Amazon EC2, Google Compute Engine, Kubernetes etc
    - ෳ਺ͷσϓϩΠઓུΛαϙʔτ
    - Red/BlackʢGlue/Greenʣ͕ඪ४αϙʔτɺCanary σϓϩΠ΍ΧελϚΠζ΋Մೳ
    - GUI ্ͰύΠϓϥΠϯʢϑϩʔʣΛ࡞ΕΔ
    - CI πʔϧͱͷ࿈ܞखஈ͕ଟ͍ɻCD ͱͯ͠ͷ໾ׂʹಛԽ͍ͯ͠Δ
    

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15. https://jp.techcrunch.com/2019/07/23/2019-07-22-google-cloud-makes-it-easier-to-set-up-continuous-delivery-with-spinnaker/
    

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16. ୹ॴ
    - ηϧϑϗεςΟϯά
    - Spinnaker ࣗ਎ͷσϓϩΠʹͦΕͳΓͷϚγϯϦιʔεΛཁ͢Δ
    - AWS: m5.xlarge, GCP: n1-highmem-4ʢCPU 4, Memory 16GBʣ
    - υΩϡϝϯτ͕গͳ͍ɻυΩϡϝϯτͱ࣮ࡍͷ UI ΍݁Ռ͕ҟͳΔ৔߹͕͋Δ
    - όά͕ଟ͍ʢύΠϓϥΠϯͷૢ࡞ܥɻσϓϩΠʹؔ͢Δόά͸͋·Γૺ۰͠ͳ͍ʣ
    - Spinnaker ಠࣗͷઃఆ͕ଟ͘ɺ࢖͍͜ͳ͢ͷ͕େม
    - Spinnaker ͓͡͞ΜΛੜΈग़͢ةݥੑ
    

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17. 4QJOOBLFSͷίϯηϓτ
    

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18. ίϯηϓτ - Application management -
    - ΞϓϦέʔγϣϯͷ֓೦ΛϞσϧԽ͢Δ͜ͱͰ

    ϚϧνΫϥ΢υͰ΋ಉ͡Α͏ʹѻ͑Δ
    - Instance: Amazon EC2, Google Compute
    Engine(GCE), Kubernetes Pod etc
    - Server Group: Instance ͷάϧʔϓԽ
    - Auto Scaling GroupʢAWSʣɺInstance Group
    ʢGCPʣɺReplicaSetʢKubernetesʣ
    - σϓϩΠՄೳͳΞʔςΟϑΝΫτ

    ʢVMΠϝʔδɺDockerΠϝʔδɺϚχϑΣετ etcʣɺ

    Πϯελϯε਺ɺΦʔτεέʔϦϯάϙϦγʔ͔Βߏ੒
    - Cluster: Server Group Λ࿦ཧతʹάϧʔϓԽ
    - Application: Cluster ͷू·Γ
    - Firewall
    - Load Balancer
    https://www.spinnaker.io/concepts/#application-management
    

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19. ίϯηϓτ - Application deployment -
    - Pipeline: σϓϩΠϑϩʔΛߏ੒
    - Stage
    - Triggers
    - Notifications
    - Stage Pipeline ͷߏ੒ཁૉɻύΠϓϥΠϯ͕࣮ߦ͢ΔΞΫγϣϯΛهड़
    - Infrastructure Stagesʢج൫ͱͳΔΠϯϑϥετϥΫνϟΛߏஙʣ
    - External Systems Integrationsʢ֎෦γεςϜͱͷ࿈ܞʣ
    - Controlling FlowʢঝೝɺλΠϛϯάɺ෼ذϩδοΫͳͲɺύΠϓϥΠϯͷྲྀΕΛ੍ޚ͢Δʣ
    - Deployment strategies
    - Red/Black (Blue/Green)
    - Canary
    

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20. Infrastructure Stages
    - Ϧιʔε࡞੒ɺߋ৽ɺ࡟আͳͲج൫ͱͳΔΠϯϑϥετϥΫνϟΛߏங͢Δεςʔδ
    - ϚϧνΫϥ΢υΛར༻͍ͯ͠Δ৔߹ɺҰ؏ͨ͠ํ๏ͰͦΕͧΕͷΫϥ΢υʹల։Ͱ͖ΔͨΊɺ

    ೝ஌తͳෛՙ͕ܰݮ͞ΕΔ
    - Bake (VMΠϝʔδ, DockerΠϝʔδͷ࡞੒)
    - Find Image From {Cluster, Tag} ʢΠϝʔδΛಛఆ͢Δʣ
    - DeployʢRed/Black, ϚχϑΣετద༻ʣ
    - {Disable, Shrink, Scale Down, Rollback} ClusterʢClusterͷૢ࡞ʣ
    - {Clone, Enable, Disable, Resize, Destroy} Server GroupʢServer Groupͷૢ࡞ʣ
    - Run Job (ίϯςφ࣮ߦ)
    - Script (Jenkins্Ͱ೚ҙͷεΫϦϓτ࣮ߦ)
    ओͳεςʔδ
    

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21. External Systems Integrations
    - ֎෦γεςϜͱͷ࿈ܞ
    - Continuous IntegrationʢCIʣ
    - Jenkins / TravisCI / Wercker / Concourse CI
    - Webhook
    - CircleCIͳͲαϙʔτ͞Ε͍ͯͳ͍αʔϏεͷ৔߹ʹར༻
    

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22. Controlling Flow
    - ύΠϓϥΠϯͷྲྀΕΛ੍ޚ͢Δεςʔδ
    - Check Preconditions (৚݅෼ذ)
    - Manual Judgment (खಈঝೝ)
    - Waitʢࢦఆ͞Εͨඵ਺Λ଴ػ)
    - Pipeline (ผͷύΠϓϥΠϯΛ࣮ߦ)
    

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23. Triggers
    - ύΠϓϥΠϯͷ։࢝Λ੍ޚ
    - Time-based triggers
    - Manual
    - Cron
    - Event-based triggers
    - Git (GitHub, GitLab etc)
    - Continuous Integration (Jenkins etc)
    - Docker Registry (Docker Hub, GitLab Container Registry, Amazon ECR, Google Container Registry etc)
    - Pipeline
    - Pub/Sub (Cloud Pub/Sub, Amazon SNS etc)
    

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24. Notifications
    - Email
    - Slack
    - SMS via Twilio
    - Pub/Sub
    - Spinnaker ͔Β֎෦γεςϜ΁ͷ࿈ܞ΋Մೳ
    - ύΠϓϥΠϯͷ։࢝ɺ੒ޭɺࣦഊ࣌ʹ௨஌
    - ֤εςʔδͰ΋௨஌Մೳ
    ରԠ͍ͯ͠Δ௨஌ઌ
    

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25. Deployment strategies - Red/Black (Blue/Green)
    https://www.spinnaker.io/concepts/#deployment-strategies
    - ՔಇதʢBlueʣ͔Β৽όʔδϣϯʢGreenʣʹগͣͭ͠ೖΕସ͍͑ͯ͘
    - Blue γεςϜʹมߋΛՃ͑ͳ͍ʢImmutable Infrastructureʣ
    - ϩʔϧόοΫʢ੾Γ໭͠ʣ͕༰қ
    - ޓ׵ੑ͕ͳ͍มߋʢDBϚΠάϨʔγϣϯͳͲʣ͕͋Δ৔߹͸ผ్ରԠ͕ඞཁ
    

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26. Deployment strategies - Canary
    - 3ͭͷΫϥελΛߏ੒͠ɺͦΕͧΕʹτϥϑΟοΫΛྲྀ͢
    - Production: ຊ൪Ϋϥελʢෳ਺Πϯελϯε)
    - Baseline: ຊ൪Ϋϥελͱಉ͡όʔδϣϯͷίʔυɻCanary ͱൺֱ͢Δʢ௨ৗ 3Πϯελϯεʣ
    - Canary: ৽όʔδϣϯͷίʔυ΍৽ߏ੒ʢBaseline ͱಉ͘͡ 3Πϯελϯεʣ
    Load Balancer
    Production (v1)
    Traffic
    Many Instances
    Baseline (v1)
    3+ Instances
    Canary (v2)
    3+ Instances
    Metrics
    Canary
    Analysis
    Refer: https://medium.com/netflix-techblog/automated-canary-analysis-at-netflix-with-kayenta-3260bc7acc69
    

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27. Deployment strategies - Canary (Evaluation)
    - Baseline ͱ Canary ͸ಉ͡৚݅Ͱἧ͑ͯධՁ͢Δඞཁ͕͋Δ
    - ಉ࣌ؒ͡
    - ಉ͡αΠζ
    - ಉ͡τϥϑΟοΫྔ
    - े෼ͳ͕࣌ؒඞཁ
    - ධՁ࣌ؒ: 3࣌ؒ
    - ΧφϦΞ෼ੳִؒ: 1࣌ؒ
    - ࣌ܥྻσʔλ: 50ݸ+ Load Balancer
    Baseline (v1)
    3+ Instances
    Canary (v2)
    3+ Instances
    Traffic
    

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28. Deployment strategies - Canary (Judgement)
    - ϝτϦΫεΛऩूʢlatency, errors, saturation etcʣ
    - ෳ਺ϝτϦΫεΛάϧʔϓԽͰ͖Δ
    - ϝτϦΫεͷऩूઌͱͯ͠ɺStackdriver, Prometheus, Datadog ͕αϙʔτ͞Ε͍ͯΔ
    - Τϥʔ਺ɺࣦഊ਺Λ௚઀ධՁͤͣɺϝτϦΫεͷภࠩΛධՁ͢Δ
    - Canary ͕ Baseline ͱಉ౳Ͱ͋Δ͔ or ѱ͘ͳ͍ͬͯͳ͍͔
    - ͖͍͠஋ʹରͯ͠ɺͦͷϝτϦΫε͕ʮ߹֨ʯ͍ͯ͠Δ͔Λ൑அ
    - ࣗಈΧφϦΞ෼ੳʢKayenta) ͰείΞϦϯάͯ͠ϦϦʔε͢΂͖͔Λࣗಈ൑அ
    - ϝτϦΫεͷ૯਺ʹରͯ͠ʮ߹֨ʯ͍ͯ͠ΔϝτϦΫεͷׂ߹Λܭࢉ
    - ྫʣ10 ϝτϦΫεதɺ߹֨ϝτϦΫε͕ 8 ͷ৔߹ɺ80 ͱͯ͠ࢉग़
    - ϝτϦΫεάϧʔϓຖʹॏΈ෇͚͢Δ͜ͱ΋Ͱ͖Δ
    

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29. Pipeline ྫ
    https://www.spinnaker.io/concepts/#pipeline
    - TEST ؀ڥͰطʹσϓϩΠ͞Ε͍ͯΔΠϝʔδΛར༻͠ɺCanary ͰগྔͷτϥϑΟοΫΛςετͯ͠
    ͔ΒɺPROD ʹ Red/Black σϓϩΠ͕࣮ߦ͞ΕΔ
    - Canary ͷϝτϦοΫऩूʢWait 30 mins) ͱ खಈঝೝͷ྆ํ͕׬ྃ͢ΔͱσϓϩΠ͕࣮ߦ͞ΕΔ
    - σϓϩΠ׬ྃޙɺCanary ༻ Server Group ͷఀࢭͱ 2࣌ؒ଴͔ͬͯΒݹ͍ Server Group Λഁغ͢Δ
    

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30. Spinnaker Λར༻ͨ͠σϓϩΠύλʔϯ
    

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31. σϓϩΠύλʔϯ
    1. Triggering pipeline using GitHub
    2. Triggering pipeline using Pub/Sub
    3. Triggering pipeline using Docker Registry
    1. VM machine deployment pipeline
    - AWS, GCP
    2. Kubernetes deployment pipeline
    3. Multi-Cloud, Multi-Region deployment pipeline
    4. Canary deployment pipeline
    Integration ͲͷΑ͏ʹ֎෦γεςϜͱ࿈ܞ͢Δ͔
    Pipeline ͲͷΑ͏ʹύΠϓϥΠϯΛߏங͢Δ͔
    

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32. 1. Triggering pipeline using GitHub
    2. Triggering pipeline using Pub/Sub
    3. Triggering pipeline using Docker Registry
    1. VM machine deployment pipeline
    - AWS, GCP
    2. Kubernetes deployment pipeline
    3. Multi-Cloud, Multi-Region deployment pipeline
    4. Canary deployment pipeline
    Integration ͲͷΑ͏ʹ֎෦γεςϜͱ࿈ܞ͢Δ͔
    Pipeline ͲͷΑ͏ʹύΠϓϥΠϯΛߏங͢Δ͔
    σϓϩΠύλʔϯ
    

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33. 1. Triggering pipeline using GitHub
    - Git push ΛτϦΨʔʹ Pipeline Λ࣮ߦ
    - GitHub ͔Β Clone ͖ͯͯ͠ΞʔςΟϑΝΫτʢ੒Ռ෺ʣΛऔಘ
    - Jenkins ͱ࿈ܞͯ͠ςετΛ࣮ߦ
    - ςετ௨աͨ͠ΒखಈঝೝΛܦͯσϓϩΠ
    GitHub
    Trigger Manual Judgement
    Testing
    

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34. 1. Triggering pipeline using GitHub
    - Configuration: ΞʔςΟϑΝΫτΛड͚औΔʢGit clone)
    - Test: Jenkins ͱ࿈ܞͯ͠ςετΛ࣮ߦ
    - खಈঝೝ: Slack ͳͲͰ௨஌
    - Bake: Πϝʔδੜ੒ʢAMIɺDockerΠϝʔδʣ
    - AMIͷ৔߹͸ Packerʢby HashicorpʣͰੜ੒
    - Deploy to Prod: Red/Black
    

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35. 2. Triggering pipeline using Pub/Sub
    - Test & Build ͸ CI πʔϧଆʢࠓར༻͍ͯ͠Δ CI αʔϏεͷมߋͳ͠ʣ
    - ετϨʔδʢS3ͳͲʣ΁ͷ PUT Πϕϯτݕ஌ɺPub/Sub ܦ༝Ͱ Pipeline ࣮ߦ
    - खಈঝೝΛܦͯσϓϩΠ
    GitHub
    Testing & Build Event
    Upload Queue Trigger
    Event
    Upload Trigger
    Cloud Build Cloud Storage Cloud Pub/Sub
    Testing & Build Manual Judgement
    

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36. 2. Triggering pipeline using Pub/Sub
    - Configuration: ΞʔςΟϑΝΫτΛड͚औΔʢS3 or GCSʣ
    - खಈঝೝ: Slack ͳͲͰ௨஌
    - Bake: Πϝʔδੜ੒ʢAMIɺDockerΠϝʔδʣ
    - Deploy to Prod: Red/Black
    

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37. 3. Triggering pipeline using Docker Registry
    - CIʢTestingʣ͸ผϑϩʔ
    - Docker ΠϝʔδΛ Docker Registry ʹ PushɺΠϕϯτݕ஌Ͱ Pipeline ࣮ߦ
    - खಈঝೝΛܦͯσϓϩΠ
    GitHub
    Testing & Build Trigger
    Push
    Testing & Build
    Push
    Trigger
    Cloud Build Container Registry
    Manual Judgement
    

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38. 3. Triggering pipeline using Docker Registry
    - Configuration: ΞʔςΟϑΝΫτΛड͚औΔ
    - खಈঝೝ: Slack ͳͲͰ௨஌
    - Deploy to Prod: Red/Black
    

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39. 1. Triggering pipeline using GitHub
    2. Triggering pipeline using Pub/Sub
    3. Triggering pipeline using Docker Registry
    1. VM machine deployment pipeline
    - AWS, GCP
    2. Kubernetes deployment pipeline
    3. Multi-Cloud, Multi-Region deployment pipeline
    4. Canary deployment pipeline
    Integration ͲͷΑ͏ʹ֎෦γεςϜͱ࿈ܞ͢Δ͔
    Pipeline ͲͷΑ͏ʹύΠϓϥΠϯΛߏங͢Δ͔
    σϓϩΠύλʔϯ
    

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40. Auto Scaling group
    1. AWS deployment
    - Server Group: Auto Scaling Group
    - Instance: EC2
    app-v001
    Auto Scaling group
    app-v002
    

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41. Serving Instance

    Compute Engine
    Multiple Instances
    1. GCP deployment
    - Server Group: Managed Instance Group
    - Instance: GCE
    app-v001 app-v002
    Cloud Load Balancing
    Instance Group
    Serving Instance

    Compute Engine
    Multiple Instances
    Instance Group
    

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42. 1. VM machine deployment pipeline
    - Cofiguration: ΞʔςΟϑΝΫτΛड͚औΔ
    - Bake εςʔδͰ AMI ࡞੒
    - Packerʢby HashicorpʣͰੜ੒
    - Red/Black (Blue/Green) σϓϩΠ
    - खಈঝೝ
    - σϓϩΠޙɺಈ࡞ʹ໰୊͕ͳ͍͔ΛνΣοΫ
    - [໰୊ͳ͠ͷ৔߹] Red ༻ Server Group ͷΠϯελϯε਺ॖୀ
    - [໰୊͋Γͷ৔߹] ϩʔϧόοΫ
    

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43. 2. Kubernetes deployment pipeline
    - Cofiguration: ΞʔςΟϑΝΫτΛड͚औΔ
    - Red/Black (Blue/Green) σϓϩΠ
    - ϚχϑΣετϑΝΠϧͷద༻ʢV2ϓϩόΠμʣ
    - खಈঝೝ
    - σϓϩΠޙɺಈ࡞ʹ໰୊͕ͳ͍͔ΛνΣοΫ
    - [໰୊͋Γͷ৔߹] ϩʔϧόοΫ
    

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44. 3. Multi-Cloud, Multi-Region deployment pipeline
    - AWS, GCP ͦΕͧΕ US ͱ౦ژϦʔδϣϯʹσϓϩΠ
    - खಈঝೝ
    - σϓϩΠޙɺಈ࡞ʹ໰୊͕ͳ͍͔ΛνΣοΫ
    - [໰୊͋Γͷ৔߹] ϩʔϧόοΫ
    

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45. 4. Canary deployment pipeline
    - Cofiguration: ΞʔςΟϑΝΫτΛड͚औΔ
    - Deploy Canary
    - Canary (v2) ͷσϓϩΠ
    - Find Baseline Image / Deploy Baseline
    - Baseline (v1) ͷσϓϩΠ
    - Canary Analytics
    - Canary ͱ Baseline ΛൺֱɺείΞʹج͍ͮͯࣗಈతʹ൑அ
    - είΞΛຬͨͨ͠৔߹ɺຊ൪ʹσϓϩΠ
    

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46. ͙͢ʹ࢝ΊΔʹ͸
    

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47. GCP
    - GKE ͰηοτΞοϓͰ͖Δ؀ڥΛఏڙ͞Ε͍ͯΔ
    - https://github.com/GoogleCloudPlatform/spinnaker-for-gcp
    - Cloud Shell ্ͰίϚϯυΛίϐϖ͢Δ͚ͩͰ Production-ready ͳ؀ڥΛߏங
    - গʑ͕͔͔࣌ؒΔ͕ҰൃͰΠϯετʔϧͯ͘͠ΕΔͷͰΊͬͪΌָ
    

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49. AWS
    - AWS ͔Β Quickstart ͕ఏڙ͞Ε͍ͯΔ͕ɺߋ৽͞Ε͓ͯΒͣݹ͍
    - Ubuntu 14ͱ͔ŋŋŋ
    - Spinnaker υΩϡϝϯτͱެ͔ࣜΒఏڙ͞Ε͍ͯΔ CloudFormation ςϯϓϨʔτͰߏங͍ͯ͘͠
    - Amazon EKS Ͱ͸ಈ͔ͳ͔ͬͨʢҰ෦ͷαʔϏε͕ແݶʹΫϥογϡ & ࠶ىಈʣ
    - Amazon EC2 ΁ͷΠϯετʔϧ͸໰୊ͳ͠
    

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50. ·ͱΊ
    - Spinnaker ʹ͍ͭͯ঺հ
    - Spinnaker ͷϝϦοτɾσϝϦοτɺίϯηϓτ
    - Spinnaker Λར༻ͨ͠σϓϩΠύλʔϯΛ঺հ
    - ֎෦αʔϏεͱͷ࿈ܞύλʔϯ
    - AWSɺGCP ʹ͓͚ΔσϓϩΠύλʔϯ
    

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51. Spinnaker ࢀߟจݙ
    - Continuous Delivery With Spinnaker https://www.spinnaker.io/publications/ebook/
    - Kubernetes࣮ફΨΠυ Ϋϥ΢υωΠςΟϒΞϓϦέʔγϣϯΛࢧ͑Δٕज़ʢ๺ࢁ ৾ޗ / ૣ઒ ത ஶʣ
    - Slack https://join.spinnaker.io/

    

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52. એ఻
    - 9݄22೔ ٕज़ॻయ7 Ͱ Spinnaker ຊΛग़͢༧ఆͰ͢ʂ
    - ίϯςϯπʢԾʣ
    - Spinnaker ͷߏஙํ๏ʢAWSɺGCPʣ
    - ࠓ೔঺հͨ͠Ϣʔεέʔεผઃఆํ๏
    - CLI ʹΑΔύΠϓϥΠϯߏங
    

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