#mixi #DeLT スタートアップでマイクロサービスアーキテクチャやってみた / Microservice Architecture at a Startup

Transcript

1. ελʔτΞοϓͰ
   ϚΠΫϩαʔϏεΞʔΩςΫνϟΛ
   ΍ͬͯΈͨ
   גࣜձࣾϛΫγΟ
   

   ։ൃຊ෦ CTOࣨ SREάϧʔϓ
   

   ࢁా ྒྷଠ
   ˌୈճ🎍%F-5🎍
   

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2. 2
   About me
   Ryota Yamada
   Tokyo Institute of Technology
   
   
   Department of Information and Communications Engineerin
   g
   
   Berrar DataScience Laborator
   y
   
   Former Tech Design Inc. CT
   O
   
   Journey Inc. Lead Enginee
   r
   
   Volare an engineering organizatio
   n
   
   Twitter: @riita10069
   
   
   aboutme: https://riita10069.m
   e
   
   Interest: Go, Cloud Native, SRE, DevOps, AI, MLOps, DataOps, FPGA
   

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3. גࣜձࣾTech Design
   ܦӦঢ়گͷΑ͘ͳ͍ձࣾʹ͓͍ͯɺ৽نࣄۀͷཱҊ͔Βɺ্ཱͪ͛·Ͱɻ
   BCPɺSCMɺࡂ֐৘ใΛ໢ཏͨ͠૯߹తͳϓϥοτϑΥʔϜΛࣗΒߏ૝ɻ
   ๻͕δϣΠϯͨ࣌͠͸ɺࣾ಺ͷΤϯδχΞ͕਺໊͔ͭϊ΢ϋ΢͕ཷ·͍ͬͯͳ͍ɻ
   ࠷ߴٕज़੹೚ऀ(CTO)
   

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4. גࣜձࣾTech Design
   ࠷ߴٕज़੹೚ऀ(CTO)
   • ϏδωεϞσϧͷߏஙɺαʔϏεઆ໌ࢿྉͷ࡞੒
   
   
   • ૝ఆಋೖاۀͱͦͷϢʔβʔετʔϦʔͷ࡞੒
   
   
   • ػೳཁ݅ɺඇػೳཁ݅ͷઃఆ
   
   
   • ΞϓϦέʔγϣϯίʔυɺΫϥ΢υΞʔΩςΫτͷ࣮૷
   
   
   • ٕज़બఆɺϞμϯͳٕज़΁ͷΩϟονΞοϓ
   
   
   • ϝϯόʔͷ࠾༻
   
   
   • ΤϯδχΞϦϯάϚωʔδϟʔɺεΫϥϜϚελʔ
   ϓϩμΫτͱϝϯόʔͱϏδωεʹؔ͢Δ͜ͱͷશͯΛ͔̌Β࡞ͬͨɻ
   

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5. 5
   αʔϏε঺հ
   

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6. ࣄۀܧଓܭըͱؔ࿈اۀΛ؅ཧ͢ΔμογϡϘʔυ
   ػೳ͕ඇৗʹෳࡶ
   
   
   ɾೝূɾೝՄ(Ӿཡݖݶͱฤूݖݶ͕ผ)
   

   ɾؔ࿈͢ΔਓɾϞϊɾձ͕ࣾৗʹݟ͑Δ
   

   ɾۓٸ࣌ͷΞϥʔτɾBIA(༏ઌॱҐ)ͷܭࢉ
   

   ɾاۀʹΑͬͯɺ৽ͨͳػೳ͕ඞཁʹ
   
   
   ࡂ֐࣌ͷେྔϦΫΤετΛ૝ఆ
   
   
   ɾࡂ֐࣌ʹશࣾһ͕ΞΫηε
   

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7. ࡂ֐৘ใΛॠ࣌ʹऩू͠ɺඞཁͳاۀʹϨίϝϯυ͢ΔNewsϖʔδ
   ࡂ֐ʹؔ࿈͢ΔNews͚ͩநग़
   ؔ࿈͢Δاۀ৘ใΛநग़
   

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8. 8
   νʔϜ࡞Γ
   

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9. 9
   νʔϜ࡞Γ
   ࣾ಺
   
   
   ϝϯόʔ
   ۀ຿ҕୗ
   
   
   ΤϯδχΞ
   ϑϩϯτ(React) όοΫΤϯυ(Go) SRE(GCP) AI
   Me
   

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10. 10
    νʔϜ࡞Γ
    ● 16ਓͱ͍͏େਓ਺ΛҰਓͰϚωδϝϯτ͢Δඞཁ
    
    
    ● ίϩφՒͰۀ຿ҕୗϝϯόʔ͕ϑϧϦϞʔτ
    
    
    ● ࣾ಺ϝϯόʔ΋िʹ1ճͷΈͷग़ࣾ
    
    
    ● ೥ྸ΍ٕज़ྖҬɺΩϟϦΞײͳͲόϥόϥ
    
    
    ● ϋΠεΩϧਓࡐ͕ଟ͍ɻYahoo!,DeNA,DMMग़਎ͳͲ
    ίϛϡχέʔγϣϯίετ͕๲େʹ
    ݸʑͷ໨ඪʹରͯ͠࠷దͰ͸ͳ͘ͳΔ
    

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11. Ձ஋ͷ͋Δ࢓ࣄͱ͸ͳʹ͔ʁ
    

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12. ॓୊
    ͜ΕΒͷҧ͍͸ʁ
    झຯ
    

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13. ͭ·Βͳ͍ͷ͸ɺ
    ࣗ෼Ͱ͸ͳ͍ʮଞͷ୭͔ʯ͕
    ΍ͬͯ΄͍͜͠ͱΛ΍͍ͬͯΔͱ͖
    

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14. શһ͕ҙࢥܾఆऀͰ͋Ε͹͍͍ɻ
    

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15. શһ͕ࣗ཯తʹܾஅͰ͖Δ
    ϚΠΫϩαʔϏεΛ࠾༻ͨ͠ɻ
    

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16. 16
    νʔϜ࡞Γ
    ● ैདྷͷٕज़ྖҬͰ͸ͳ͘ɺίϯςΩετ͝ͱʹ෼ྨ͞Ε
    ͨαʔϏενʔϜΛߏ੒
    
    
    ● αʔϏεʹؔ͢Δػೳతɺٕज़తܾఆࣄ߲ʹؔͯ͠͸ɺ
    (CTOͰ͋ΔࢲͰ͸ͳ͘)αʔϏενʔϜͷࡋྔͱͨ͠
    
    
    ● ҰਓҰਓ͕ࣗൃతʹಈ͖ࣗ཯తʹػೳ͢Δ૊৫Λ࡞Δ
    
    
    ● ҰਓҰਓΛผͷώτͱͯ͠ɺ࠷దͳ੒௕؀ڥΛఏڙ
    
    
    ● ϝϯόʔશһͷඳ͘ΩϟϦΞΛࢲ͸ཧղͦ͠Εʹ޲͔͏
    

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17. 17
    ҰൠతͳνʔϜ
    ϑϩϯτ όοΫΤϯυ SRE AI
    CTO or EM(ҙࢥܾఆݖ)
    

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18. 18
    ࢲͨͪͷνʔϜ
    Authentication User News Recommend
    ڥք͚ͮΒΕͨίϯςΩετ͝ͱʹ
    
    
    ҙࢥܾఆݖΛ࣋ͪɺࣗ཯తʹػೳ͢Δ
    ϑϩϯτ
    αʔόʔ
    SRE
    AI
    

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19. 19
    ߦಈࢦ਑
    ● ݸਓͷࣗൃతͳҙࢥܾఆͱ௅ઓΛҾ͖ग़͢
    
    
    ● ࢓ࣄ͸ਓʹ༩͑ΒΕΔͷͰ͸ͳ͘ɺࣗ෼ͰੜΈग़͢΋ͷ
    
    
    ● ഑ྀ͸͢Δ͕ɺԕྀ͸͠ͳ͍
    ࣗ཯తʹػೳ͢ΔνʔϜ͕
    
    
    ΑΓࣗओతʹ։ൃΛਐΊΔΑ͏ʹ
    

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20. 20
    ਓ͕੒௕͢Δاۀ΁
    ● ΩϟϦΞઓུʹ߹ΘͤͨνʔϜׂৼΓ
    
    
    ● ຖिߦΘΕΔࣾ಺ษڧձ
    
    
    ● εΩϧϨϕϧͷߴ͍ਓ͕ू·͍ͬͯΔ
    ͦͯ͠ɺਓ͸ҙࢥܾఆͷ਺͚ͩ੒௕͢Δ
    ݁Ռɺਓ͕੒௕͍ͯ͘͠૊৫΁
    

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21. ੒௕ͷ࣮ײ
    ࠷ߴͷ؀ڥ΁ʂ
    ࠷ߴͷ༑ਓ
    ࣗ཯తͳ
    

    ҙࢥܾఆ
    ੒ޭମݧ
    

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22. 22
    ϚΠΫϩαʔϏεΞʔΩςΫνϟ
    

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23. 23
    ݟ͖͑ͯͨ՝୊
    ● αʔϏεڥքͷઃఆ͕ᐆດʹͳΓ΍͍͢
    
    
    ● Ұཡը໘ͷऔಘ࣌ʹΫΤϦνϡʔχϯά͕೉͍͠
    
    
    ● ෼ࢄτϥϯβΫγϣϯ؅ཧͱ݁Ռ੔߹ੑ
    
    
    ● αʔϏεؒͷΠϯςάϨʔγϣϯςετ
    
    
    ● αʔϏεͷݸ਺෼Πϯϑϥߏங͢Δඞཁ͕͋Γ޻਺ѹഭ
    
    
    ● ΫϥΠΞϯτͰग़ΔΤϥʔͷݪҼ͕ෆ໌͗͢Δ
    

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24. 24
    ݟ͖͑ͯͨ՝୊
    ● αʔϏεڥքͷઃఆ͕ᐆດʹͳΓ΍͍͢
    
    
    ● Ұཡը໘ͷऔಘ࣌ʹΫΤϦνϡʔχϯά͕೉͍͠
    
    
    ● ෼ࢄτϥϯβΫγϣϯ؅ཧͱ݁Ռ੔߹ੑ
    
    
    ● αʔϏεؒͷΠϯςάϨʔγϣϯςετ
    
    
    ● αʔϏεͷݸ਺෼Πϯϑϥߏங͢Δඞཁ͕͋Γ޻਺ѹഭ
    
    
    ● ΫϥΠΞϯτͰग़ΔΤϥʔͷݪҼ͕ෆ໌͗͢Δ
    

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25. 25
    αʔϏεڥքઃఆ
    ● ڥք͚ͮΒΕͨίϯςΩετΛލ͙αʔϏε͸࡞Βͳ͍
    
    
    ● αϒυϝΠϯ୯Ґ͸ݪଇ෼͚Δɻ෼ׂࠔ೉ͳΒ෼͚ͳ͍ɻ
    
    
    ● ૬ޓґଘؔ܎͸࡞Βͳ͍ɻಠཱͯ͠σϓϩΠͰ͖Δ͜ͱ
    
    
    ● සൟͳαʔϏεݺͼग़͠Λආ͚ΔɻಛʹඇಉظͰ͸ɻ
    
    
    ● ͋·Γʹ΋খ͍͞αʔϏεΛ޷ΜͰ࠾༻͢Δ
    
    
    ● ͍͔ͭ͘ͷύλʔϯΛ࠾༻ͨ͠(BFF, APIGateway)
    

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26. Tree Service
    Authentication
    
    
    Service
    Web BFF API BFF
    App BFF
    API Gateway
    ※؆ུԽ͞Ε͍ͯ·͢ɻ
    Account
    Service
    News Service
    User
    Service
    BFF Layer
    GW Layer
    SVC Layer
    Scraper
    Service
    NLP
    Service
    Company
    Service
    Payment
    
    
    Service
    Partner
    Service
    Recommend
    Service
    

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27. ※؆ུԽ͞Ε͍ͯ·͢ɻ
    

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28. 28
    Schema ۦಈ։ൃΛ࠾༻
    ● SchemaΛ؅ཧ͢ΔrepositoryΛҰͭ࡞੒
    
    
    ● .protoΛ͜ͷrepositoryͰ؅ཧ͍ͯ͠Δɻ
    
    
    ● ΤϯυϙΠϯτΛ௥Ճߋ৽͢Δ৔߹͸PRΛ͜͜΁ૹΔ
    
    
    ● ഁյతมߋͷݕ஌ (https://github.com/uber/prototool break check)
    
    
    ● ໋໊نଇͷపఈ (https://github.com/yoheimuta/protolint)
    
    
    ● APIυΩϡϝϯτͷࣗಈ࡞੒
    
    
    ● pb.goΛࣗಈੜ੒͠ɺࣗಈͰPull RequestΛద੾ͳrepositoryʹૹ৴
    
    
    ● ͜ΕΒ͕શͯCIͰߦΘΕΔ
    

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29. 29
    ݟ͖͑ͯͨ՝୊
    ● αʔϏεڥքͷઃఆ͕ᐆດʹͳΓ΍͍͢
    
    
    ● Ұཡը໘ͷऔಘ࣌ʹΫΤϦνϡʔχϯά͕೉͍͠
    
    
    ● ෼ࢄτϥϯβΫγϣϯ؅ཧͱ݁Ռ੔߹ੑ
    
    
    ● αʔϏεؒͷΠϯςάϨʔγϣϯςετ
    
    
    ● αʔϏεͷݸ਺෼Πϯϑϥߏங͢Δඞཁ͕͋Γ޻਺ѹഭ
    
    
    ● ΫϥΠΞϯτͰग़ΔΤϥʔͷݪҼ͕ෆ໌͗͢Δ
    

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30. 30
    Queryෳࡶ͗͢໰୊
    ● TreeͷҰཡϖʔδʹඞཁͳαʔϏε͸
    
    
    ● Partner, Company, User, Tree, Authorization…
    
    
    ● ෆՄೳͰ͸ͳ͍͚ΕͲAPI Composition͸͠ΜͲ͍
    
    
    ● ΫΤϦͷύϑΥʔϚϯε໰୊ͱ޲͖߹ͬͯΒΕͳ͍
    
    
    ● API GW͸ඞཁͳΧϥϜ͕Ͳ͜ʹ͋Δ͔஌Δඞཁ(ૄ݁߹ੑ)
    Query͚ͩMonolith΁
    

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31. 31
    Queryෳࡶ͗͢໰୊
    ● QueryʹରԠ͢ΔDB͸Ұͭʹू໿
    
    
    ● αʔϏε͸StateDBΛͦΕͧΕ࣋ͭ
    
    
    ● Event͸શͯKVSʹอଘ(Event Store)
    
    
    ● ো֐࣌ʹ෮چՄೳ
    

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32. 32
    Query vs Command
    ● QueryΛ࢖͏৔߹
    
    
    ● ݪଇෳ਺ͷϦϨʔγϣϯ͕བྷΉҰཡϖʔδͷऔಘ࣌ͷΈ
    
    
    ● ͭ·Γɺ/resources/:id΍/users/:id͸commandͰڞ༗
    
    
    ● CommandΛ࢖͏৔߹
    
    
    ● σʔλͷ࡞੒ɺߋ৽ɺϏδωεϩδοΫ͸શͯͪ͜Β
    
    
    ● ิঈτϥϯβΫγϣϯʹ͍ͭͯ͸݁Ռ੔߹ੑͷΈΛٻΊΔ
    

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33. 33
    ݟ͖͑ͯͨ՝୊
    ● αʔϏεڥքͷઃఆ͕ᐆດʹͳΓ΍͍͢
    
    
    ● Ұཡը໘ͷऔಘ࣌ʹΫΤϦνϡʔχϯά͕೉͍͠
    
    
    ● ෼ࢄτϥϯβΫγϣϯ؅ཧͱ݁Ռ੔߹ੑ
    
    
    ● αʔϏεؒͷΠϯςάϨʔγϣϯςετ
    
    
    ● αʔϏεͷݸ਺෼Πϯϑϥߏங͢Δඞཁ͕͋Γ޻਺ѹഭ
    
    
    ● ΫϥΠΞϯτͰग़ΔΤϥʔͷݪҼ͕ෆ໌͗͢Δ
    

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34. 34
    CAPͷఆཧ
    ● C: (Strong)Consistency
    
    
    ● A: Availability
    
    
    ● P: (Tolerance to Network)Partition
    
    
    ● ͜ͷ̏ͭͷཁૉ͕τϨʔυΦϑͷؔ܎ [Eric Brewer]
    
    
    ● ैདྷͷRDBͰ͸ɺڧ͍Ұ؏ੑΛٻΊ͍ͯͨɻ
    
    
    ● ϚΠΫϩαʔϏεͰ͸ɺͲ͜Λଥڠ͍͔ͯ͘͠ɻ
    

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35. 35
    ͍͔ͭ͘ͷύλʔϯ
    ● ڧ͍੔߹ੑΛٻΊΔ৔߹͸ɺTCCͳͲͷೋ૬ίϛοτ
    
    
    ● ݁Ռ੔߹ੑΛٻΊΔ৔߹͸ɺSagaύλʔϯ͕ओྲྀ
    
    
    ● TCCͰ͸ϩοΫ͕૸ΓɺՄ༻ੑ͕Լ͕ΔͨΊ
    

    ݱ୅Ͱ͸ɺSagaʹΑΓBasic AvailabilityΛٻΊΔ͜ͱ΋
    
    
    ● ָ؍ϩοΫ vs ൵؍ϩοΫͷٞ࿦ʹࣅ͍ͯΔ
    

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36. 36
    τϥϯβΫγϣϯ
    5SFF
    4FSWJDF
    $PNQBOZ
    4FSWJDF
    ۓٸঢ়گ
    

    ͷ೾ٴ
    6TFS
    4FSWJDF
    2VFSZ
    4FSWJDF
    $MPVE
    1VC4VC
    

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37. 37
    τϥϯβΫγϣϯ
    5SFF
    4FSWJDF
    $PNQBOZ
    4FSWJDF
    ۓٸঢ়گ
    

    ͷ೾ٴ
    6TFS
    4FSWJDF
    2VFSZ
    4FSWJDF
    $MPVE
    1VC4VC
    &NFSHFODZ
    &NFSHFODZ
    &NFSHFODZ
    ᶃ
    ᶄ
    

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38. 38
    τϥϯβΫγϣϯ
    5SFF
    4FSWJDF
    $PNQBOZ
    4FSWJDF
    ۓٸঢ়گ
    

    ͷ೾ٴ
    6TFS
    4FSWJDF
    2VFSZ
    4FSWJDF
    $MPVE
    1VC4VC
    4VDDFTT
    4VDDFTT
    4VDDFTT
    ᶅ
    ᶆ
    ͭ0,ͳΒ
    

    Ϩεϙϯε
    ᶇ
    5SZJOH
    5SZJOH
    5SZJOH
    

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39. 39
    τϥϯβΫγϣϯ
    5SFF
    4FSWJDF
    $PNQBOZ
    4FSWJDF
    ۓٸঢ়گ
    

    ͷ೾ٴ
    6TFS
    4FSWJDF
    2VFSZ
    4FSWJDF
    $MPVE
    1VC4VC
    $PO
    fi
    SN
    $PO
    fi
    SN
    $PO
    fi
    SN
    ᶉ
    ᶈ
    ͭ0,ͳΒ
    

    Ϩεϙϯε
    ᶇ
    $PO
    fi
    SNFE
    $PO
    fi
    SNFE
    $PO
    fi
    SNFE
    

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40. 40
    τϥϯβΫγϣϯ
    5SFF
    4FSWJDF
    $PNQBOZ
    4FSWJDF
    6TFS
    4FSWJDF
    2VFSZ
    4FSWJDF
    $MPVE
    1VC4VC
    4VDDFTT
    4VDDFTT
    5JNFPVU
    ᶅ
    ᶆ
    ● ੔߹ੑͷͨΊͷϦτϥΠ
    
    
    ● Pub/SubͷϦτϥΠ
    
    
    ● ॏཁͳͷ͕ႈ౳ੑ
    
    
    ● ϦΫΤετIDΛॴ࣋
    
    
    ● ॏେͳγεςϜো֐ରԠ
    IUUQTHJUIVCDPNNFSDBSJHPDJSDVJUCSFBLFS
    5SZJOH
    5SZJOH
    

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41. 41
    τϥϯβΫγϣϯ
    5SFF
    4FSWJDF
    $PNQBOZ
    4FSWJDF
    6TFS
    4FSWJDF
    2VFSZ
    4FSWJDF
    $MPVE
    1VC4VC
    $BODFM
    $BODFM
    'BVMU
    ᶉ
    ᶈ
    ͭ0,ἧΘͳ͍
    

    Ϩεϙϯε
    ᶇ
    ● ิঈτϥϯβΫγϣϯ
    
    
    ● Ұ͕ࣦͭഊͨ͠ΒRollback
    
    
    ● Tree͸ΠϕϯτΛॲཧ͢Δ
    

    ଞͷαʔϏεΛ஌͍ͬͯΔ
    
    
    ● ૄ݁߹ͱ͸͍͚ͳ͍͚ΕͲ…
    $BODFM
    $BODFM
    

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42. 42
    Reconcile
    ● ϦΫΤετ͝ͱʹ݁Ռ੔߹ੑͱิঈτϥϯβΫγϣϯ
    
    
    ● ͦΕͰ΋ɺྲྀྔ͕େ͖͘ෆ੔߹Λ0ʹ͸Ͱ͖ͳ͍
    
    
    ● ఆظతʹϦίϯαΠϧ༻Λߦ͍
    

    ଞͷϚΠΫϩαʔϏεͱͷ੔߹ੑνΣοΫΛߦ͏
    

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43. 43
    Event Sourcing
    ● Pub/Subʹ্͛ΒΕͨEventΛશͯKVSʹه࿥͢Δ
    
    
    ● EventΛ࠶ੜ͢Δ͚ͩͰ݁Ռ੔߹ੑͷอͨΕͨσʔλʹ
    
    
    ● ࠶ੜʹ΍ͨΒ͔͔࣌ؒΔͷͰఆظతʹεφοϓγϣοτ
    
    
    ● APIόʔδϣϯʹΑͬͯڍಈ͕มΘΔͷͰɺ
    

    σϓϩΠͷࡍʹ΋εφοϓγϣοτΛ࡞੒͢Δ
    
    
    ● KVSʹ͸datastoreΛ࢖༻ͨ͠
    IUUQTHJUIVCDPNNFSDBSJEBUBTUPSF
    

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44. 44
    ݟ͖͑ͯͨ՝୊
    ● αʔϏεڥքͷઃఆ͕ᐆດʹͳΓ΍͍͢
    
    
    ● Ұཡը໘ͷऔಘ࣌ʹΫΤϦνϡʔχϯά͕೉͍͠
    
    
    ● ෼ࢄτϥϯβΫγϣϯ؅ཧͱ݁Ռ੔߹ੑ
    
    
    ● αʔϏεؒͷΠϯςάϨʔγϣϯςετ
    
    
    ● αʔϏεͷݸ਺෼Πϯϑϥߏங͢Δඞཁ͕͋Γ޻਺ѹഭ
    
    
    ● ΫϥΠΞϯτͰग़ΔΤϥʔͷݪҼ͕ෆ໌͗͢Δ
    

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45. 45
    Ϣχοτςετ
    ● Ϣχοτςετ͸CIͰ͋Δఔ౓ճͤΔ͕ɺ
    

    ݁߹ςετͱDBͷѻ͍͕՝୊ʹͳͬͯ͘
    
    
    ● ࣗ࡞OSS Cynthia(https://github.com/riita10069/cynthia)
    

    ʹΑͬͯMockΛ࢖ͬͨɺRepositoryͷςετΛඞਢͱͨ͠
    
    
    ● ·ͨRepositoryͷςετ͸sqlmockΛ࢖༻ͨ͠
    

    https://github.com/DATA-DOG/go-sqlmock
    

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46. 46
    ίϯϙʔωϯτςετ
    ● https://github.com/mercari/testdeck
    
    
    ● ςετ݁ՌΛDBʹอଘͰ͖ΔͨΊɺUIΛ࡞ΕΘ͔Γ΍͍͢
    
    
    ● ϦΞϧͳαʔϏεͷΑ͏ʹৼΔ෣͏ςεταʔϏε
    
    
    ● ςετ؀ڥͰ࣮ࢪ͢Δ
    
    
    ● IaC͸ۃྗTerraform
    IUUQTFOHJOFFSJOHNFSDBSJDPNCMPHFOUSZUFTUEFDL
    

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47. 47
    ݟ͖͑ͯͨ՝୊
    ● αʔϏεڥքͷઃఆ͕ᐆດʹͳΓ΍͍͢
    
    
    ● Ұཡը໘ͷऔಘ࣌ʹΫΤϦνϡʔχϯά͕೉͍͠
    
    
    ● ෼ࢄτϥϯβΫγϣϯ؅ཧͱ݁Ռ੔߹ੑ
    
    
    ● αʔϏεؒͷΠϯςάϨʔγϣϯςετ
    
    
    ● αʔϏεͷݸ਺෼Πϯϑϥߏங͢Δඞཁ͕͋Γ޻਺ѹഭ
    
    
    ● ΫϥΠΞϯτͰग़ΔΤϥʔͷݪҼ͕ෆ໌͗͢Δ
    

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48. 48
    αʔϏεͷݸ਺෼Πϯϑϥ؀ڥΛߏங͢Δ
    ● ҰͭͷϚΠΫϩαʔϏε͕࡞Δ΂͖k8s Resource
    
    
    ● Deploy, Service, PDB, HPA, DestinationRule
    

    Virtual Service, CI, CD, Duplicator(CRD), Terraform
    
    
    ● ͜ΕΛTest, Dev, Prod؀ڥʹରͯࠩ͠෼ͳ͘࡞੒
    
    
    ● 1300ߦఔ౓ͷyamlΛ20Ҏ্΋ن཯Λ΋ͬͯ࡞੒͸ແཧ
    
    
    ● K8sͷখ͞ͳϛε͕Πϯγσϯτʹͭͳ͕Γɺֶशίετେ
    
    
    ● Ϧιʔεͷ໋໊نଇ΍σΟϨΫτϦߏ੒΋่յ
    

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49. 49
    SKUF (Spectacular Kubernetes Unified Framework)
    ● ڧ͘ந৅Խ͞ΕͨKubernetes Manifest FrameworkΛ಺੡
    
    
    ● AppʹඞཁͳCueͱtfϑΝΠϧΛίϚϯυͰࣗಈੜ੒
    
    
    ● CueݴޠʹΑ੍ͬͯݶ͕ڧ͘ಇ໋໊͖ͳͲͷن཯Λอͭ
    
    
    ● kustomizeΛ༻͍ͨdev, test, staging؀ڥ΋ࣗಈੜ੒
    
    
    ● cloudbuild.ymlͱArgoCDͷઃఆ΋ద੾ʹࣗಈੜ੒͞ΕΔ
    
    
    ● ࠷௿ݶͷઃఆΦϓγϣϯ
    
    
    ● Size, Scale, Network, Secret, ConfigMap
    

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50. 50
    SKUF (Spectacular Kubernetes Unified Framework)
    ͨͬͨ͜Ε͚ͩͰ
    %FQMPZNFOU
    4FSWJDF
    /BNFTQBDF
    3#"$
    1%#
    )1"
    %FTUJOBUJPO3VMF
    7JSUVBM4FSWJDF
    ͜ΕΛࣗಈੜ੒
    

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51. 51
    Kptͷ׆༻
    ● ResilireͰ͸ɺ5ͭఔ౓ͷCustom ControllerΛӡ༻
    
    
    ● ֤ϚΠΫϩαʔϏενʔϜ͸͜ΕΛ׆༻͢Δ͜ͱ͕ਪ঑
    
    
    ● ͦͷͨΊʹɺCustom ResourceͷManifestΛ࡞੒͸େม
    
    
    ● Manifestͷ഑෍ʹkptΛ࢓༷
    
    
    ● https://github.com/GoogleContainerTools/kpt
    
    
    ● NamespaceͳͲɺϚΠΫϩαʔϏενʔϜʹݻ༗ͳ΋ͷΛ
    

    KptfileΛ༻͍ͯ؅ཧ͢Δ͜ͱͰCRͷσϓϩΠΛ༻ҙʹͨ͠
    

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52. 52
    Code Generation Tool
    ● ελʔτΞοϓͷ։ൃͷ΄ͱΜͲ͕CRUDͷ։ൃ
    
    
    ● Go͔ͭClean ArchitectureͷCRUDΛࣗಈੜ੒͢Δ
    

    ίʔυδΣωϨʔλʔͷ։ൃΛ࢖༻ͯ͠։ൃ଎౓Λ୲อ
    
    
    ● ϚΠΫϩαʔϏεͱClean ArchitectureʹΑͬͯ
    

    0 → 1։ൃͷεϐʔυײΛٯʹߴΊΔ͜ͱ͕Ͱ͖Δ
    
    
    ● .protoͷΈΛهड़ͯ͠ɺCRUD΍migration͕ࣗಈੜ੒
    

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53. 53
    OSS༻ʹ࠶࣮૷ͨ͠ʂ
    IUUQTHJUIVCDPNSJJUBSPDIF
    

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54. 54
    CIͱCDΛ෼཭ͨ͠GitOps
    ● ߏ੒ͷมߋ΋GitͰ؅ཧͯ͠Single Source of Truthʹ͍ͨ͠
    
    
    ● k8s operatorʹΑΓΫϥελΛએݴతͳߏ੒ʹۦಈ͢Δ
    
    
    ● Ϋϥελ͸؂ࢹ͞Ε͍ͯΔ
    

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55. 55
    ݟ͖͑ͯͨ՝୊
    ● αʔϏεڥքͷઃఆ͕ᐆດʹͳΓ΍͍͢
    
    
    ● Ұཡը໘ͷऔಘ࣌ʹΫΤϦνϡʔχϯά͕೉͍͠
    
    
    ● ෼ࢄτϥϯβΫγϣϯ؅ཧͱ݁Ռ੔߹ੑ
    
    
    ● αʔϏεؒͷΠϯςάϨʔγϣϯςετ
    
    
    ● αʔϏεͷݸ਺෼Πϯϑϥߏங͢Δඞཁ͕͋Γ޻਺ѹഭ
    
    
    ● ΫϥΠΞϯτͰग़ΔΤϥʔͷݪҼ͕ෆ໌͗͢Δ
    

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56. 56
    ϦΫΤετ͝ͱͷuid
    ● શͯͷϦΫΤετʹuniqueͳIDΛ෇༩͢Δ
    
    
    ● શͯͷϩάʹϦΫΤετIDΛ͚ͭͯ؅ཧ͢Δ
    
    
    ● ϦΫΤετIDͰߜΓࠐΈΛ͢ΔͱͲ͜Ͱίέ͔ͨΘ͔Δ
    
    
    ● ͜Ε͸ႈ౳ੑ؅ཧʹ͓͍ͯ΋࢖ΘΕ͍ͯΔ
    
    
    ● ͞ΒʹEvent Storeʹ΋อଘͯ͠ॏෳ͕ͳ͍Α͏ʹ
    

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