20年ものの巨大プロダクトをKubernetesに移行している話 後日談/Garoon on Kubernetes after talk

サイボウズのPHP Conference 2022の後日談イベントの発表資料です

Transcript

1. 20೥΋ͷͷڊେϓϩμΫτΛ
   KubernetesʹҠߦ͍ͯ͠Δ࿩
   αΠϘ΢ζגࣜձࣾ Garoon։ൃ ਿࢁ ༞Ұ
   
   
   PHP Conference 2022 ޙ೔ஊ
   
   
   #phpcon #phpcon2022
   

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2. Whoami
   • ਿࢁ ༞Ұ @oogFranz
   
   
   • αΠϘ΢ζ8೥໨ΤϯδχΞ
   
   
   • େاۀ޲͚άϧʔϓ΢ΣΞGaroon(Ψϧʔϯ) ࡞ͬͯΔ
   
   
   • ෳۀδϟζϛϡʔδγϟϯ@MASHݭָஂ
   
   

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3. αΠϘ΢ζ Garoon
   • ։ൃ20೥ʂ
   
   
   • େاۀ޲͚ͷάϧʔϓ΢ΣΞ
   
   
   • PHPͱMySQLͰಈ͘
   
   
   • ύοέʔδ൛ͱΫϥ΢υ൛͕͋Δ
   
   

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4. αΠϘ΢ζ Garoon
   • ։ൃ20೥ʂ
   
   
   • େاۀ޲͚ͷάϧʔϓ΢ΣΞ
   
   
   • PHPͱMySQLͰಈ͘
   
   
   • ύοέʔδ൛ͱΫϥ΢υ൛͕͋Δ
   
   

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5. ݱΫϥ΢υΠϯϑϥج൫ʢForestʣ
   • 2011೥ʹαʔϏε։࢝
   
   
   • ࣗࣾσʔληϯλʔ
   
   
   • 10୆ఔ౓ͷVMΛ1ηοτʹͯ͠ߏ੒
   

   ʢApplication, DB, ϑΝΠϧαʔό…ʣ
   
   
   • ߏஙʹܞΘͬͨ৿̋͞Μͷ໊લ͔ΒForestͱݺ͹ΕΔ
   
   

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6. ݱΫϥ΢υΠϯϑϥج൫ʢForestʣ
   Forest ʹ͸ଟ༷ͳ໾ׂΛ࣋ͬͨ෺ཧɾԾ૝αʔόʔ܈ͱɺ
   

   ͦΕΒΛ؅ཧ͢ΔίϚϯυϥΠϯπʔϧ͕ଘࡏ͠ɺ
   

   ͦͷෳࡶ͔͞Β໎͍ͷ৿ͷΑ͏ʹײ͡Δ͜ͱ΋͋Δ͔΋͠Ε·ͤΜɻ
   

   ͔͠͠ɺਖ਼͍͠஌ࣝΛಘͯɺ৿ͷ஍ਤ΍ϧʔϧΛཧղ͢Ε͹ɺ
   

   ๛͔ͳՄೳੑΛ͍࣋ͬͯΔ͜ͱʹؾͮ͘͜ͱͰ͠ΐ͏ɻ
   
   “
   αΠϘ΢ζࣾ಺༻ޠࣙయ BozupediaΑΓ
   

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7. ݱΫϥ΢υΠϯϑϥج൫ʢForestʣ
   Forest ʹ͸ଟ༷ͳ໾ׂΛ࣋ͬͨ෺ཧɾԾ૝αʔόʔ܈ͱɺ
   

   ͦΕΒΛ؅ཧ͢ΔίϚϯυϥΠϯπʔϧ͕ଘࡏ͠ɺ
   

   ͦͷෳࡶ͔͞Β໎͍ͷ৿ͷΑ͏ʹײ͡Δ͜ͱ΋͋Δ͔΋͠Ε·ͤΜɻ
   

   ͔͠͠ɺਖ਼͍͠஌ࣝΛಘͯɺ৿ͷ஍ਤ΍ϧʔϧΛཧղ͢Ε͹ɺ
   

   ๛͔ͳՄೳੑΛ͍࣋ͬͯΔ͜ͱʹؾͮ͘͜ͱͰ͠ΐ͏ɻ
   
   “
   αΠϘ΢ζࣾ಺༻ޠࣙయ BozupediaΑΓ
   ೥Ҏ্ͷ'PSFTUͷ੒௕ʹΑΓɺ
   ͞·͟·ͳ໰୊͕ൃੜ͍ͯ͠Δ
   

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8. ݱΫϥ΢υΠϯϑϥج൫ʢForestʣͷ՝୊
   
   εέʔϥϏϦςΟ͕
   ௿͍
   ϝϯςφϯεੑ͕
   ௿͍
   ϝϯςφϯεͷ
   μ΢ϯλΠϜ͕௕͍
   ։ൃͱӡ༻ͷؒʹน
   αʔϏεͷߏ੒มߋ͕
   ࠔ೉
   

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9. Ϋϥ΢υΠϯϑϥج൫࡮৽ϓϩδΣΫτ
   Neco
   • εέʔϥϏϦςΟ΍ϝϯςφϏϦςΟͷ໰୊͔Βελʔτ
   
   
   • VMϕʔεͷߏ੒͔Βίϯςφϕʔεͷߏ੒ʹ࡮৽
   
   
   • Kubernetes(K8s)ΛίΞٕज़ʹਾ͍͑ͯΔ
   
   
   • ج൫ଆͷ։ൃ͸2018೥։࢝ɻ2021೥ʹҰ୴׬ྃʂ
   
   
   • https://blog.cybozu.io/entry/ever-lasting-neco
   
   

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10. Ϋϥ΢υΠϯϑϥج൫࡮৽ϓϩδΣΫτ
    Neco
    • εέʔϥϏϦςΟ΍ϝϯςφϏϦςΟͷ໰୊͔Βελʔτ
    
    
    • VMϕʔεͷߏ੒͔Βίϯςφϕʔεͷߏ੒ʹ࡮৽
    
    
    • Kubernetes(K8s)ΛίΞٕज़ʹਾ͍͑ͯΔ
    
    
    • ج൫ଆͷ։ൃ͸2018೥։࢝ɻ2021೥ʹҰ୴׬ྃʂ
    
    
    • https://blog.cybozu.io/entry/ever-lasting-neco
    
    (BSPPOͷҠߦ͕ࠓ೥͔Βελʔτʂ
    

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11. Ϋϥ΢υΠϯϑϥج൫࡮৽ϓϩδΣΫτ
    Neco
    • εέʔϥϏϦςΟ΍ϝϯςφϏϦςΟͷ໰୊͔Βελʔτ
    
    
    • VMϕʔεͷߏ੒͔Βίϯςφϕʔεͷߏ੒ʹ࡮৽
    
    
    • Kubernetes(K8s)ΛίΞٕज़ʹਾ͍͑ͯΔ
    
    
    • ج൫ଆͷ։ൃ͸2018೥։࢝ɻ2021೥ʹҰ୴׬ྃʂ
    
    
    • https://blog.cybozu.io/entry/ever-lasting-neco
    
    (BSPPOͷҠߦ͕ࠓ೥͔Βελʔτʂ
    ׬ྃ໨ඪ͸೥ʂ
    

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12. ͕͜͜େม৽Ϋϥ΢υج൫ʢNecoʣҠߦ
    • ίϯςφ͸͙͢ࢮ͵ʂVMϕʔε͔ΒͷϚΠϯυγϑτ
    
    
    • ΦϨΦϨϑϨʔϜϫʔΫ͸͍ͭͯདྷΕΔ͔ʁ
    
    
    • Πϯϑϥ஌ࣝ0͔ΒͷNecoҠߦνʔϜ࡞Γ
    
    

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13. ͕͜͜େม৽Ϋϥ΢υج൫ʢNecoʣҠߦ
    • ίϯςφ͸͙͢ࢮ͵ʂVMϕʔε͔ΒͷϚΠϯυγϑτ
    
    
    • ΦϨΦϨϑϨʔϜϫʔΫ͸͍ͭͯདྷΕΔ͔ʁ
    
    
    • Πϯϑϥ஌ࣝ0͔ΒͷNecoҠߦνʔϜ࡞Γ
    
    

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14. 
    Garoon Pods
    ίϯςφ͸͙͢ࢮ͵ʂ
    Garoon αʔϏε
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    ΞΫηε෼ࢄ
    

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15. 
    Garoon Pods
    ίϯςφ͸͙͢ࢮ͵ʂ
    Garoon αʔϏε
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    ❌
    ❌
    ͍ͣΕ͔ͷίϯςφ΍
    1PEʹ໰୊͕͋ͬͨΒ
    

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16. 
    Garoon Pods
    ίϯςφ͸͙͢ࢮ͵ʂ
    Garoon αʔϏε
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    ❌
    ❌
    ͍ͣΕ͔ͷίϯςφ΍
    1PEʹ໰୊͕͋ͬͨΒ
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    ໰୊ͷ1PEΛऔΓআ͖
    ৽͘͠1PEΛ࡞੒͢Δ
    

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17. VMϕʔεͷ໰୊
    • VM͸جຊతʹ͸མͱͤͳ͍ʢ৑௕Խ͸͍ͯ͠Δ͕ʣ
    
    
    • ໰୊͕͋ͬͨ࣌ʹVMΛ1୆௥Ճͯ͠ɺɺɺͱ͍͏ରॲ͸ࠔ೉
    
    
    • VMͷઃఆ͸10೥Ҏ্ͷΫϥ΢υӡ༻ʹ൐͍ෳࡶʹ
    
    
    • ӡ༻ଆͷઃఆ΋ΞϓϦέʔγϣϯʢGaroonʣଆͷઃఆ΋ෳࡶ
    
    

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18. ίϯςφ͸͙͢ࢮ͵ʂ
    • ίϯςφͰ͸໰୊͕ى͖ͨΒ͙͢ʹམͱͯ͠ɺ
    

    ৽͍͠΋ͷΛ࡞Δɻ
    
    
    • ͜ΕʹΑΓߴՄ༻ੑͱεέʔϧΞ΢τ͕࣮ݱՄೳ
    
    
    • ࣮ࡍʹίϯςφ͕੬͙ͯ͘͢ࢮ͵ɺͱ͍͏ΑΓ΋
    

    ίϯςφ͕͍ͭࢮΜͰ΋ྑ͍લఏͰઃܭ͠Α͏ɺ
    

    ͱݴ͏͓࿩ɻ
    
    

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19. ίϯςφ͸͙͢ࢮ͵ʂ
    • ίϯςφͰ͸໰୊͕ى͖ͨΒ͙͢ʹམͱͯ͠ɺ
    

    ৽͍͠΋ͷΛ࡞Δɻ
    
    
    • ͜ΕʹΑΓߴՄ༻ੑͱεέʔϧΞ΢τ͕࣮ݱՄೳ
    
    
    • ࣮ࡍʹίϯςφ͕੬͙ͯ͘͢ࢮ͵ɺͱ͍͏ΑΓ΋
    

    ίϯςφ͕͍ͭࢮΜͰ΋ྑ͍લఏͰઃܭ͠Α͏ɺ
    

    ͱݴ͏͓࿩ɻ
    
    ύοέʔδͰ࢝·ͬͨ(BSPPOʹ͸ͦͷલఏ͕ͳ͍
    

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20. 
    Garoon Pods
    ୯ʹίϯςφԽ͢Δͱɺίϯςφ͕ঢ়ଶΛ࣋ͭ
    Garoon αʔϏε
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    ϑΝΠϧΞοϓϩʔυ
    ϩάϑΝΠϧ
    Ωϟογϡ
    

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21. 
    Garoon Pods
    ୯ʹίϯςφԽ͢Δͱɺίϯςφ͕ঢ়ଶΛ࣋ͭ
    Garoon αʔϏε
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    ϑΝΠϧΞοϓϩʔυ
    ϩάϑΝΠϧ
    Ωϟογϡ
    ❌
    ❌
    1PE͕ෆ༻ҙʹམͪΔͱɺಓ࿈ΕͰ͍Ζ͍Ζফ͑ͯ͠·͏
    ❌
    ❌
    

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22. Garoon Pods
    ղܾࡦ1ɿঢ়ଶΛ֎෦αʔϏεʹ͓͘
    Garoon αʔϏε
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    KVS
    ϑΝΠϧετϨʔδ
    ϩάαʔϏε
    

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23. 
    Garoon Pods
    ղܾࡦ2ɿϩάϑΝΠϧΛαΠυΧʔͰٵ͍ग़͢
    Garoon αʔϏε
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    -PHಡΈग़͠
    -PHಡΈग़͠
    -PHಡΈग़͠ ϩάج൫αʔϏε
    Volumeʹॻ͖ग़͢
    

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24. 
    Garoon Pods
    ղܾࡦ2ɿϩάϑΝΠϧΛαΠυΧʔͰٵ͍ग़͢
    Garoon αʔϏε
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    /HJOY
    $POUBJOFS
    "1
    $POUBJOFS
    -PHಡΈग़͠
    -PHಡΈग़͠
    -PHಡΈग़͠ ϩάج൫αʔϏε
    Volumeʹॻ͖ग़͢
    ͜Ε͔Βؤுͬͯ࡞Γ·͢ɻɻɻ😇
    

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25. ίϯςφϕʔεͰ͸
    • ίϯςφ͸͍ͭམͪͯ΋ྑ͍Α͏ʹઃܭ͢Δ
    
    
    • K8s͸ίϯςφ͕མͪͨΒࣗಈతʹ৽ͨͳίϯςφΛ࡞੒
    
    
    • ઃఆ͸͢΂ͯίʔυԽ
    
    
    • ঢ়ଶΛίϯςφ֎෦ʹ௥͍΍Δʢϛυϧ΢ΣΞɺαΠυΧʔί
    ϯςφʣ
    
    

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26. ͕͜͜େม৽Ϋϥ΢υج൫ʢNecoʣҠߦ
    • ίϯςφ͸͙͢ࢮ͵ʂVMϕʔε͔ΒͷϚΠϯυγϑτ
    
    
    • ΦϨΦϨϑϨʔϜϫʔΫ͸͍ͭͯདྷΕΔ͔ʁ
    
    
    • Πϯϑϥ஌ࣝ0͔ΒͷNecoҠߦνʔϜ࡞Γ
    
    

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27. ΦϨΦϨϑϨʔϜϫʔΫ
    • 20೥΋ͷͷϑϨʔϜϫʔΫ
    
    
    • ։ൃ౰ॳʢ20೥Ҏ্લʣͱͯ͠͸ଥ౰ͳબ୒
    
    
    • DB઀ଓͳͲ͕ύοέʔδલఏͰॻ͔Ε͍ͯΔ
    
    
    • ϑΝΠϧͷಈతಡΈࠐΈͳͲɺՄಡੑʹ͸೉͋Γ
    
    

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28. is_forest() ஍ࠈ
    • ύοέʔδ൛͔ݱΫϥ΢υ൛ʢForestʣ͔ͷݟ෼͚͸ɺ
    

    ઃఆϑΝΠϧͷ஋Λࢀর͍ͯ͠Δ
    
    
    • Ϋϥ΢υ؀ڥԼΛௐ΂Δϝιουɺ
    

    if(is_forest()) ͕਺ඦՕॴʹॻ͔Ε͍ͯΔ
    
    if (is_forest()) {
    $validate = new ValidateFileIdentifierOnForest($id);
    … //͜͜ʹԿेߦ͔͕ͭͮ͘
    } else {
    $validate = new ValidateFileIdentifierOnpremise($id);
    … //͜͜ʹԿेߦ͔͕ͭͮ͘
    }
    

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29. is_forest() ஍ࠈ
    • ύοέʔδ൛͔ݱΫϥ΢υ൛ʢForestʣ͔ͷݟ෼͚͸ɺ
    

    ઃఆϑΝΠϧͷ஋Λࢀর͍ͯ͠Δ
    
    
    • Ϋϥ΢υ؀ڥԼΛௐ΂Δϝιουɺ
    

    if(is_forest()) ͕਺ඦՕॴʹॻ͔Ε͍ͯΔ
    
    if (is_forest()) {
    $validate = new ValidateFileIdentifierOnForest($id);
    … //͜͜ʹԿेߦ͔͕ͭͮ͘
    } else {
    $validate = new ValidateFileIdentifierOnpremise($id);
    … //͜͜ʹԿेߦ͔͕ͭͮ͘
    }
    ͜͜ʹJT@OFDP
    Λ࡞ͬͯ଍͍ͯ͘͠ͷ͸ݱ࣮తͰͳ͍
    

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30. ΋ͬͯͯΑ͔ͬͨDIίϯςφ
    • ͜͜਺೥ͷվળʹΑΓDIίϯςφ͕ಋೖʂʂ
    
    
    • ΦϨΦϨϑϨʔϜϫʔΫͳͷͰɺcomposerͰphp-diΛಋೖ
    
    
    • ৽ج൫(Neco)Ͱ͋Δ͔Ͳ͏͔ΛݟΔͷ͸DIίϯςφͷొ࿥෦෼ʹӅṭ
    
    
    • ͍ͭͰʹύοέʔδ൛͔ݱج൫(Forest)͔΋
    

    DIίϯςφͰ֬ೝ͢ΔΑ͏ʹϦϑΝΫλ
    
    https://speakerdeck.com/ynkt/sok-gai-shan-shi-bai-karaxue-bu-regasipurodakutonili-tixiang-kautimuzuo-ri?slide=23
    

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31. ΍ͬͯͯΑ͔ͬͨࣗಈςετ
    • ͜͜਺೥ͷվળͰϢχοτςετͱE2Eςετͷ੔උ͕ਐΜͩ
    
    
    • ج൫෦෼ʹखΛՃ͑ͨͱ͖ͷӨڹൣғ͸Ͱ͔͍͕ɺ
    

    Ͳ͔͜ͷςετͰ͸མͪΔ͔Βٯʹେৎ෉ͩΖ͏ɺͱ͍͏҆৺ײ
    
    
    • ·ͩ·ͩ଍Γ͍ͯͳ͍͕ɺ͕Μ͹ͬͯ࡞͍͔͍ͬͯͨ͸͋ͬͨ
    
    

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32. Ͳ͏ͤϑϨʔϜϫʔΫ෦෼ʹ৮ΔͳΒ
    • ϑϨʔϜϫʔΫ෦෼͸Մಡੑʹ೉͋Γ
    
    
    • ίʔυΛมߋ͢Δػձ͸গͳ͍😇
    
    
    • ίʔυΛಡΉػձ͸ଟ͍😩
    
    
    • खΛՃ͑ʹ͔ͬͨ͘ϑϨʔϜϫʔΫ෦෼ͷ
    

    ϦϑΝΫλɾϦϥΠτΛਐΊΔ͖͔͚ͬʹ
    
    

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33. Ͳ͏ͤϑϨʔϜϫʔΫ෦෼ʹ৮ΔͳΒ
    • ϑϨʔϜϫʔΫ෦෼͸Մಡੑʹ೉͋Γ
    
    
    • ίʔυΛมߋ͢Δػձ͸গͳ͍😇
    
    
    • ίʔυΛಡΉػձ͸ଟ͍😩
    
    
    • खΛՃ͑ʹ͔ͬͨ͘ϑϨʔϜϫʔΫ෦෼ͷ
    

    ϦϑΝΫλɾϦϥΠτΛਐΊΔ͖͔͚ͬʹ
    
    νʔϜͰ߹ҙΛऔΓͭͭɺۃྗϦϑΝΫλΛਐΊ͍ͯΔͧʂ
    

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34. ΦϨΦϨϑϨʔϜϫʔΫ͸͍ͭͯ͜ΕΔ͔
    • ͜͜਺೥ͷվળʢDIίϯςφɾࣗಈςετʣʹΑΓ
    

    ਐḿ͕ग़͠΍͘͢ͳ͍ͬͯ͸͍Δ
    
    
    • ͱ͸͍͑खΛग़͠ʹ͍͘ͱ͜Ζ͸ଟ͍
    
    
    • ͦ͏͍͏ͱ͜Ζ͸ੵۃతʹϦϑΝΫλ͍ͯ͘͠😤
    
    

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35. ΦϨΦϨϑϨʔϜϫʔΫ͸͍ͭͯ͜ΕΔ͔
    • ͜͜਺೥ͷվળʢDIίϯςφɾࣗಈςετʣʹΑΓ
    

    ਐḿ͕ग़͠΍͘͢ͳ͍ͬͯ͸͍Δ
    
    
    • ͱ͸͍͑खΛग़͠ʹ͍͘ͱ͜Ζ͸ଟ͍
    
    
    • ͦ͏͍͏ͱ͜Ζ͸ੵۃతʹϦϑΝΫλ͍ͯ͘͠😤
    
    

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36. ΦϨΦϨϑϨʔϜϫʔΫ͸͍ͭͯ͜ΕΔ͔
    • ͜͜਺೥ͷվળʢDIίϯςφɾࣗಈςετʣʹΑΓ
    

    ਐḿ͕ग़͠΍͘͢ͳ͍ͬͯ͸͍Δ
    
    
    • ͱ͸͍͑खΛग़͠ʹ͍͘ͱ͜Ζ͸ଟ͍
    
    
    • ͦ͏͍͏ͱ͜Ζ͸ੵۃతʹϦϑΝΫλ͍ͯ͘͠😤
    
    ෛ࠴ฦࡁͱͷόϥϯε͸೉͍͠ɻɻɻ😇
    

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37. ͕͜͜େม৽Ϋϥ΢υج൫ʢNecoʣҠߦ
    • ίϯςφ͸͙͢ࢮ͵ʂVMϕʔε͔ΒͷϚΠϯυγϑτ
    
    
    • ΦϨΦϨϑϨʔϜϫʔΫ͸͍ͭͯདྷΕΔ͔ʁ
    
    
    • Πϯϑϥ஌ࣝ0͔ΒͷNecoҠߦνʔϜ࡞Γ
    
    

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38. Πϯϑϥ஌ࣝ0͔ΒͷνʔϜ࡞Γ
    • Garoon։ൃνʔϜ͸͍··Ͱྑ͘΋ѱ͘΋ɺ
    

    ΠϯϑϥपΓΛؾʹͤͣ։ൃΛਐΊΒΕ͍ͯͨ
    
    
    • ΞϓϦέʔγϣϯϨΠϠͱΠϯϑϥϨΠϠ͕ผΕ͍ͯͨ
    
    
    • ίϯςφʁK8sʁͳʹͦΕ͓͍͍͠ͷʁ
    
    

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39. ΤΩεύʔτνʔϜͷڠྗ
    • ੜ࢈ੑ޲্νʔϜϝϯόʔʹ୹ظతʹJoin
    
    
    • Docker, CIͷΤΩεύʔτ
    
    
    • ίϯςφԽͷ஌ݟΛνʔϜʹ
    

    ڞ༗ͯ͠΋Β͏
    
    
    • खͷपΓʹ͍͘CIͷ੔උ΋ਐΊͯ΋Β͏
    
    https://blog.cybozu.io/entry/2020/08/31/080000
    

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40. Ϟϒ
    • ࡞ۀ͸جຊϞϒ
    
    
    • ϞϒͷதͰνʔϜͷ஌ݟΛڞ༗͍ͯ͘͠
    
    
    • ΤΩεύʔτʹ΋Ϟϒʹೖͬͯ΋Β͏
    
    

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41. ෼ใ
    • ෼ใʹٙ໰Λॻ͖ࠐΉͱ
    

    ӡ༻νʔϜ΍NecoνʔϜ͔Βճ౴͕ಧ͘
    
    

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42. νʔϜͰͷษڧձ
    • ӡ༻ͷجૅ஌ࣝΛνʔϜͰ͚ͭΔ
    
    
    • DevOpsϋϯυϒοΫͷྠߨ
    
    

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43. ΠϯϑϥͰֶͿ͜ͱ͸ଟ͍
    • ΤΩεύʔτνʔϜʹϞϒʹೖͬͯ΋Β͏
    
    
    • ٙ໰Λ෼ใʹॻ͘ͱ౴͑ͯ͘ΕΔ
    
    
    • ࣭໰ശ΋͋Δ
    
    
    • ྠಡ΋΍͍͖ͬͯ
    
    

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