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サーバーレスにおいてどのようにDynamoDBとRDSを使い分ければ良いのか/serverless-webinar-02

 サーバーレスにおいてどのようにDynamoDBとRDSを使い分ければ良いのか/serverless-webinar-02

Serverless Operations

September 01, 2020
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  1. 4FSWFSMFTT0QFSBUJPOTງՈོ޺
    αʔόʔϨεʹ͓͍ͯͲͷΑ͏ʹ
    DynamoDBͱRDSΛ࢖͍෼͚Ε͹ྑ͍ͷ͔

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  2. ࣗݾ঺հ
    גࣜձࣾServerless Operations CEO
    ΦʔϓϯιʔεLover
    αʔόʔϨεϛʔτΞοϓOrganizer

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  3. αʔόʔϨεͰ
    Ϋϥ΢υͷՁ஋Λ࠷େݶʹ
    Serverless Operations ͸͜Ε·ͰάϩʔόϧͷୈҰઢͰ
    ഓ͖ͬͯͨΫϥ΢υٕज़ʢ"84ʵΞϚκϯ΢ΣϒαʔϏεʣͷ
    ๛෋ͳ࣮੷ͱ஌ݟΛ׆͔͠ɺ͓٬͞·ͷαʔόʔϨε
    ʹؔ͢Δ͞·͟·ͳ՝୊Λղܾ͠·͢ɻ
    ձࣾ঺հ
    serverless.co.jp

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  4. 0VS0QFO4PVSDF1SPEVDUT

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  5. ຊ೔ͷςʔϚ
    3%41SPYZͷొ৔΍71$಺ͷίʔϧυελʔτ໰୊͕ղܾ
    ͨ͜͠ͱͰɺ-BNCEBͱ3%4ͷ૬ੑ͸֨ஈʹ޲্ͨ͠

    ͜ͷλΠϛϯάͰվΊͯ%ZOBNP%#ͱ3%4ͷϝϦοτͱσ
    ϝϦοτΛ੔ཧͯ͠%#બఆʹ͍ͭͯͷ෇͖߹͍ํΛߟ͑Δ

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  6. ΞδΣϯμ
    ·ͣ͸%ZOBNP%#ͱ3%4ͷجຊ͔Β͓͞Β͍
    3%4ͱ%ZOBNP%#ͷσʔλϕʔεͱͯ͠ͷҧ͍Λ੔ཧ͢Δ
    %ZOBNP%#ͷςʔϒϧઃܭ
    %ZOBNP%#ͱ3%4ΛͲ͏࢖͍෼͚͍͚ͯ͹͍͍ͷ͔

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  7. 3%4ͷதͷαʔϏεͰ͋Δɺ"NB[PO"VSPSBΛબఆ͢Δ
    έʔε͕ଟ͍ͱࢥ͏ͷͰɺҎ߱ͷ3%4ͱ͍͏୯ޠ͸"VSPSB
    Λࢦ͍ͯ͠·͢
    ஫ҙࣄ߲

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  8. DynamoDBͱRDSͷجૅ

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  9. Amazon
    Aurora
    3%4 "NB[PO"VSPSB

    .Z42-͓Αͼ1PTUHSF42-ͱޓ׵ੑͷ͋ΔΫϥ΢υ޲͚
    ͷϦϨʔγϣφϧσʔλϕʔε
    ඪ४తͳ.Z42-ͱൺ΂ͯ࠷େͰഒɺ
    ඪ४తͳ1PTUHSF42-ൺ΂ͯ࠷େͰഒߴ଎
    όοΫΞοϓ΍όονద༻ͳͲͷλεΫΛ
    ׬શʹࣗಈԽ
    ετϨʔδγεςϜ͸෼ࢄܕͰ଱ো֐ੑͱ
    ࣗݾम෮ػೳΛඋ͍͑ͯΔ

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  10. ಛ௃ϦϨʔγϣφϧσʔλϕʔεͰ͋Δͱ͍͏͜ͱ
    εΩʔϚʹج͍ͮͯςʔϒϧΛ࡞੒͠ɺ
    ΫϥΠΞϯτͱͷ΍ΓͱΓ͸42-Λ௨ͯ͠ߦͳ͏
    ςʔϒϧؒͰͷϦϨʔγϣϯγοϓ

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  11. ಛ௃"VSPSBΫϥελʔ
    ը૾Ҿ༻ݩ: ʮ"84#MBDL#FMU0OMJOF4FNJOBS"NB[PO"VSPSBXJUI1PTUHSF42-$PNQBUJCJMJUZʯ
    ετϨʔδͱΠϯελϯε͸෼཭
    ";ͷՕॴɺ";ʹՕॴʹσʔλΛίϐʔ
    ͍ͣΕ͔ͷσʔλফࣦͷࡍ͸ࣗಈͰम෮
    ࣗಈͰ4ʹόοΫΞοϓ
    σʔλͷ૿Ճʹ߹Θͤͯ
    ΫϥελϘϦϡʔϜ͕ࣗಈͰ֦ு
    ࠷େͰςϏόΠτ

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  12. ಛ௃ো֐࣌ͷࣗಈϑΣΠϧΦʔόʔ
    Ϛελʔো֐࣌ʹ͸ϦʔυϨϓϦΧΛϚελʔʹঢ֨
    ͤͯ͞ɺࣗಈͰϑΣΠϧΦʔόʔ

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  13. DynamoDB
    %ZOBNP%#
    ߴ଎Ͱεέʔϥϒϧͳ/P42-σʔλϕʔε
    ਖ਼͘͠ઃܭ͢Δ͜ͱͰແݶͷεέʔϥϏϦ
    ςΟ͕͋Δ
    ༰ྔ͸ແ੍ݶɻσʔλ͕૿͑ΔʹͭΕͯউ
    खʹύʔςΟγϣχϯάͯ͠σʔλΛ഑ஔ
    ͯ͘͠ΕΔ
    Ϧʔδϣϯ಺ͷ஍ཧతʹ෼ࢄͨ͠Օॴʹ
    σʔλΛϨϓϦέʔγϣϯ͢Δ͜ͱͰՄ༻
    ੑͱରো֐ੑΛ֬อ͢Δ

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  14. ಛ௃/P42-σʔλϕʔεͰ͋Δͱ͍͏͜ͱ
    εΩʔϚϨεͳσʔλߏ଄ͱͳΔɻςʔϒϧΛ࡞Δͱ͖ʹεΩʔϚʹج͍ͮͨఆٛΛ
    ߦΘͳ͍
    42-Ͱ͸ͳ͘ɺ"84ͷ"1*Ͱఆٛ͞Εͨૢ࡞Λ௨ͯ͠ςʔϒϧͷσʔλΛૢ࡞͢Δ
    ςʔϒϧؒͰϦϨʔγϣϯγοϓΛఆٛ͢Δ͜ͱ͸ग़དྷͳ͍

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  15. ಛ௃؅ཧෆཁͰ410'͕ଘࡏ͠ͳ͍
    ࣗಈͰϦʔδϣϯ಺ͷՕॴͷσʔληϯλʔʹอଘ͞ΕΔɻ
    Ϣʔβ͕Կ΋ҙࣝ͠ͳͯ͘΋৑௕Խ͞Εɺ410'ͷͳ͍ঢ়ଶʹͳ͍ͬͯΔ

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  16. ಛ௃༰ྔͷ͜ͱΛߟ͑ͳͯ͘ྑ͍
    ༰ྔ͸ແ੍ݶ
    σʔλ͕૿͑ΔͱࣗಈͰύʔςΟγϣϯ͕ΦϯσϚϯυͰ௥Ճ
    σʔλ͕࠶഑ஔ͞ΕΔ

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  17. ಛ௃ਖ਼͘͠ઃܭ͢Δ͜ͱͰεέʔϧ͢Δ
    ύʔςΟγϣϯΩʔʹରͯ͠ϋογϡؔ਺Λ
    ࣮ߦͯ͠഑ஔ͢ΔύʔςΟγϣϯ͕ܾఆ͢Δ
    ύʔςΟγϣϯ͋ͨΓͷੑೳ͕ܾ·͍ͬͯͨΊɺ
    εέʔϧͤ͞ΔͨΊʹ͸σʔλ͕ۉҰʹ֤ύʔςΟ
    γϣϯʹ෼ࢄͰ͖ΔΑ͏ʹΩʔઃܭΛߦ͏ඞཁ͕͋Δ
    εέʔϧͤ͞Δඞཁ͕ͳ͚Ε͹ɺ
    ภΓΛ׶͑ͯڐ༰͢Δઃܭ΋͋Γ

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  18. DynamoDBͱRDSͷߏ଄্ͷҧ͍

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  19. ߴ͍Ұ؏ੑΛ࣋ͭRDSͱ
    ߴ͍εέʔϥϏϦςΟΛ࣋ͭ
    DynamoDB

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  20. "$*%ͳ3%4
    3%#ͷಛ௃͸42-ʹΑΔૢ࡞ͱτϥϯβΫγϣϯʹΑΓɺ
    σʔλͷҰ؏ੑ΍ݪࢠੑΛ࣮ݱ͢ΔϞσϧͰ͋Δͱ͍͏͜ͱ

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  21. 3%4ͷ֦ுੑ
    ϦʔυϨϓϦΧʹΑΓɺಡΈऔΓͷੑೳΛਫฏํ޲ʹεέʔϧͰ͖Δ
    Ϛελʔʹ͍ͭͯ͸ਨ௚ํ޲ͷεέʔϧ

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  22. 3%4ͷεέʔϧݶք
    ϦʔυϨϓϦΧ ಡΈࠐΈੑೳ
    ͸࠷େͰݸ·Ͱ
    Ϛελʔ ॻ͖ࠐΈੑೳ
    ͷ
    εέʔϧΞοϓ΋্ݶ͕ଘࡏ

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  23. 3%4͕εέʔϧ͢Δ্ͰͷϘτϧωοΫ
    ৗʹҰ؏ੑΛอূ͢Δ࢓૊Έ্ɺڞ༗ͷετϨʔδΛ࢖Θͳͯ͘͸͍͚ͳ͍ͨΊ
    ਫฏํ޲ʹεέʔϧ͢Δ͜ͱʹݶք͕͋Δ
    42-ͱ͍͏ॊೈͳݴޠ͕ෳࡶͳॲཧΛ࣮ߦՄೳʹ͠ɺ
    ߴෛՙΛ༩͑ͯ͠·͏4VC2VFSZͷଘࡏ
    ͭ·Γɺ3%#͸ͦͷߴ͍Ұ؏ੑΛ࣮ݱ͢ΔͨΊͷ࢓૊ΈͱҾ͖׵͑ʹ
    εέʔϥϏϦςΟʹ͸ఱҪ͕ଘࡏ͢Δ

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  24. %ZOBNP%#ͷ݁Ռ੔߹ੑ
    ݁Ռ੔߹ੑϞσϧ͕جຊɻৗʹҰ؏ੑΛอূ͢ΔΘ͚Ͱ͸ͳ͍ɻ͔͠͠ɺ࠷ऴతʹ͸Ұ
    ؏ੑͷ͋Δঢ়ଶʹͳΔ &WFOUVBM$POTJTUBODZ

    ੍໿͸͋Δ͕ɺڧ͍੔߹ੑΛબ΂ΔΦϖϨʔγϣϯ΋͋Δ

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  25. %ZOBNP%#ͷ݁Ռ੔߹ੑϞσϧʹΑΔεέʔϥϏϦςΟ
    Ұ؏ੑΛऑΊΔ͜ͱͰɺσʔλࣗମΛ෼ࢄετϨʔδʹ഑ஔ͢Δ͜ͱ͕ग़དྷ͖ɺ
    ͦΕʹΑΓεέʔϧΞ΢τ͢Δ͜ͱΛ༰қʹ͍ͯ͠Δ

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  26. %ZOBNP%#ͷϦιʔε্ͷεέʔϥϏϦςΟ
    "84͕؅ཧ͢ΔେྔͷΠϯελϯε͕༻ҙͯ͋͠Γ
    ͦΕΒΛϦιʔεͯ͠ڞ༗͢Δ͜ͱͰੑೳΛ୲อ͢Δ

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  27. ͭ·Γ
    3%4͸ڧ͍Ұ؏ੑΛอͭͨΊʹͦͷεέʔϧੑೳʹ͸ݶք͕͋Δ
    %ZOBNP%#͸Ұ؏ੑΛऑΊΔ͜ͱͰεέʔϧੑೳ͸ཧ࿦্ແݶେͰ͋Δ
    ͭ·Γɺ3#%͸ͦͷߴ͍Ұ؏ੑΛ࣮ݱ͢ΔͨΊͷ࢓૊ΈͱҾ͖׵͑ʹ
    εέʔϥϏϦςΟʹ͸ఱҪ͕ଘࡏ͢Δ

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  28. DynamoDBͷςʔϒϧઃܭ

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  29. 3%4ʹ͓͚Δςʔϒϧઃܭͷखॱ
    ΤϯςΟςΟͷநग़ͱఆٛ
    ϦϨʔγϣϯγοϓͷఆٛ
    ਖ਼نԽ
    42-ʹΑΔΞΫηεύλʔϯΛݩʹΞϓϦέʔγϣϯΛઃܭ͢Δ
    ਖ਼نԽΛߦ͍ΤϯςΟςΟຖʹ෼͔ΕͨςʔϒϧΛϦϨʔγϣϯγοϓͱ
    ֎෦Ωʔ੍໿ͱ͍͏࢓૊ΈʹΑͬͯڧݻͳҰ؏ੑΛ࣮ݱ͍ͯ͠Δ

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  30. %ZOBNP%#ͷςʔϒϧઃܭͷߟ͑ํ
    ϦϨʔγϣϯγοϓ΍֎෦Ωʔ੍໿ͱ͍͏֓೦͕ଘࡏ͠ͳ͍
    εΩʔϚϨεͰ͋ΔͨΊɺςʔϒϧ͝ͱʹεΩʔϚΛ߹ΘͤΔඞཁੑ͕ͳ͍
    %ZOBNP%#ͷಛੑΛߟ͑Δͱɺਖ਼نԽΛߦͳͬͯςʔϒϧΛઃܭ͢Δ
    ඞཁੑ͸ͳ͘ΞΫηεύλʔϯʹج͍ͮͯσʔλϞσϦϯάΛߦͳ͏͜
    ͱ͕ॏཁʹͳΔ
    /P42-ͷಛੑΛཧղͯ͠ɺεέʔϧΞ΢τੑೳΛ׆͔͢ઃܭ͕େࣄ

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  31. %ZOBNP%#ͷσʔλΞΫηε
    ύʔςΟγϣϯΩʔ΋͘͠͸ύʔςΟγϣϯΩʔͱιʔτΩʔͰओΩʔΛߏ੒͢Δɻ
    ͦΕΒͷओΩʔΛϕʔεʹσʔλͷॻ͖ࠐΈͱಡΈࠐΈΛߦͳ͏
    %ZOBNP%#ͷಛੑΛߟ͑Δͱɺਖ਼نԽΛߦͳͬͯςʔϒϧΛઃܭ͢Δ
    ඞཁੑ͸ͳ͘ΞΫηεύλʔϯʹج͍ͮͯσʔλϞσϦϯάΛߦͳ͏͜
    ͱ͕ॏཁʹͳΔ

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  32. ύʔςΟγϣϯͱσʔλ෼ࢄ
    ը૾Ҿ༻ݩ: ʮύʔςΟγϣϯͱσʔλ෼ࢄʯ
    ύʔςΟγϣϯΩʔΛϋογϡؔ਺ʹ͔͚ͨ
    ݁ՌͰύʔςΟγϣϯ͕ܾ·Δ
    ΞΠςϜ͕ςʔϒϧͷύʔςΟγϣϯશମʹ౉ͬͯ
    ۉҰʹ෼ࢄ͍ͯ͠Δঢ়ଶʹͳΔΑ͏ʹ
    ύʔςΟγϣϯΩʔΛઃܭ͢Δ
    &Y66*% Ϣʔβ*%

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  33. ಡΈࠐΈ΍ݕࡧʹ࠷దͳ(4*Λઃܭ͢Δ
    (MPCBM4FDPOEBSZ*OEFYͱ͸؆୯ʹݴ͏ͱݕࡧ΍ಡΈࠐΈʹ࠷దԽ͞Εͨςʔϒϧͷ
    σʔλͷࣹӨͨ͠ςʔϒϧͷ͜ͱ

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  34. ॻ͖ࠐΈͱಡΈࠐΈͷσʔλ͸෼཭ͯ͠ྑ͍
    ॻ͖ࠐΈʹ౎߹ͷ͍͍ߏ଄ͱಡΈࠐΈʹ౎߹ͷ͍͍σʔλߏ଄͸ҧ͏
    ςʔϒϧ΁ͷॻ͖ࠐΈޙʹ%ZOBNP%# 4USFBNTΛ࢖ͬͯಡΈࠐΈ౎߹ͷྑ͍σʔλߏ଄
    ͷσʔλΛొ࿥͢Δ

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  35. %ZOBNP%#ͷςʔϒϧઃܭϙΠϯτ
    ֤ύʔςΟγϣϯʹσʔλ͕෼ࢄ͢ΔΩʔઃܭ
    ϗοτύʔςΟγϣϯΛग़དྷΔݶΓൃੜͤ͞ͳ͍
    ಡΈࠐΈ΍ݕࡧ͸(4*Ͱදݱ͢Δɻ(4*ͰରԠ͖͠Εͳ͍έʔε͸
    ผςʔϒϧʹઐ༻ͷσʔλΛ࡞ͬͯ͠·͏
    ΞΫηεύλʔϯΛϕʔεʹͯ͠σʔλͷϞσϦϯάΛߦ͏

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  36. RDSͱDynamoDBͷ࢖͍෼͚

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  37. %ZOBNP%#ϑΝʔετͰߟ͑ͯΈΔ͜ͱͷར఺
    3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏
    ༰ྔແ੍ݶͰ͋Δ͜ͱ
    ΠϯελϯεαΠζͷαΠδϯά͕ෆཁͰ͋Δ͜ͱɻ
    εέʔϧΞ΢τ͕༰қͰ͋Δ͜ͱɻ
    71$ωοτϫʔΫͷ͜ͱΛઃܭͱͯ͠ߟ͑ͳͯ͘ྑ͍
    %ZOBNP%#Λ࢖͏ํ͕؅ཧ͔Βͷղ์ͱ͍͏αʔόʔϨεͰ͋Δ͜ͱ
    ͷϝϦοτΛΑΓड͚Δ͜ͱ͕ग़དྷΔ

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  38. 3%4Λબఆͨ͠΄͏͕ྑ͍έʔε
    3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏
    ޱ࠲ؒऔҾͷΑ͏ͳݫ֨ͳτϥϯβΫγϣϯʹΑΔڧ͍Ұ؏ੑ͕ඞཁͳέʔε
    ΍͸Γɺ%ZOBNP%#Λ࢖͏ํ͕αʔόʔϨεͷ؅ཧ͔Βͷղ์ͱ͍͏
    ϝϦοτΛΑΓड͚Δ͜ͱ͕ग़དྷΔ
    σʔλͷΤϯςΟςΟ͕ଟ਺ͷϦϨʔγϣϯγοϓΛ࣋ͪɺΞϓϦέʔγϣϯͷ࢓༷ͱ
    ͯ͠΋ෳࡶͳݕࡧ͕ඞཁͱͳΔέʔε

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  39. %ZOBNP%#ʹ͓͚Δ"$*%ͷอͪํ
    3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏
    ΞΫγϣϯ·Ͱɺͱ͍͏੍ݶ͸͋Γͭͭ΋τϥϯβΫγϣϯ͸࢖͑Δ
    ΍͸Γɺ%ZOBNP%#Λ࢖͏ํ͕αʔόʔϨεͷ؅ཧ͔Βͷղ์ͱ͍͏
    ϝϦοτΛΑΓड͚Δ͜ͱ͕ग़དྷΔ
    ग़དྷΔݶΓ୯ҰͷΞΠςϜͰσʔλΛදݱͯ͠ɺճͷΦϖϨʔγϣϯͰσʔλ͕ߋ৽Ͱ
    ͖ΔΑ͏ʹ͢Δ
    -BNCEB͔Βͷ%ZOBNP%#ͷૢ࡞ΛԿ౓࣮ߦͯ͠΋ႈ౳ͳঢ়ଶͱͳΔΑ͏ʹ࣮૷ͯ͠ɺ
    ϦτϥΠʹΑΓ࠷ऴతʹ͸੔߹͕औΕͨঢ়ଶͱͳΔΑ͏ʹ͢Δ
    %ZOBNP%#Ͱ΋ͪΌΜͱ੔߹ੑ͕औΕΔঢ়ଶͱͳΔΑ͏ʹ
    ࢓૊ΈΛ࡞Δ͜ͱ͸໰୊ͳ͘ग़དྷΔ

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  40. %ZOBNP%#Ͱ΋ݕࡧ͕ग़དྷͳ͍Θ͚Ͱ͸ͳ͍
    3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏
    ιʔτΩʔʹରͯ͠͸ൣғ΍લํҰகͰΠϯσοΫεΛ࢖ͬͨݕࡧ͕Մೳɻ
    ͨͩ͠ɺύʔςΟγϣϯΩʔͷࢦఆ͸ඞཁʹͳΔͨΊ3%4ΑΓ͸ѻ͍ͮΒ͍ͷ͸ࣄ࣮

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  41. ϑϧεΩϟϯΛ΍ͬͯ͸͍͚ͳ͍ͱ͍͏ࣄͰ͸ͳ͍
    3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏
    σʔλͷྔ͕ҰఆྔͰݟࠐΊΔ͔ͭͦͷϨεϙϯε΍ίετ͕ڐ༰Ͱ͖Ε͹
    ϑϧεΩϟϯલఏͰઃܭͯ͠͠·͏ͷ΋͋Γ
    ΍͸Γɺ%ZOBNP%#Λ࢖͏ํ͕αʔόʔϨεͷ؅ཧ͔Βͷղ์ͱ͍͏
    ϝϦοτΛΑΓड͚Δ͜ͱ͕ग़དྷΔ
    %ZOBNP%#Ͱ΋ͪΌΜͱ੔߹ੑ͕औΕΔঢ়ଶͱͳΔΑ͏ʹ
    ࢓૊ΈΛ࡞Δ͜ͱ͸໰୊ͳ͘ग़དྷΔ
    CFUXFFO΍DPOUBJOT CFHJOT@XJUIͱ͍ͬͨϑΟϧλࣜΛ࢖͏͜ͱͰɺൣғݕࡧ΍
    ෦෼ҰகɺલํҰகͳͲͷݕࡧ΋Մೳ

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  42. 3%4ͱ%ZOBNP%#ͷϋΠϒϦουߏ੒΋͋Γ
    3%#ͱ͸ٯɻΞΫηεύλʔϯ͔ΒσʔλͷϞσϦϯάΛߦͳ͏
    ॻ͖ࠐΈͷҰ෦ͷσʔλͷΈେ͖ͳτϥϑΟοΫ͕ൃੜ͢ΔΑ͏ͳέʔεʹ
    ͦͷτϥϑΟοΫΛ%ZOBNP%#Ͱࡹ͖ͭͭɺݕࡧ΍ूܭͳͲͷΦϖϨʔγϣϯ͸3%4ʹ
    ೚ͤΔ
    ΍͸Γɺ%ZOBNP%#Λ࢖͏ํ͕αʔόʔϨεͷ؅ཧ͔Βͷղ์ͱ͍͏
    ϝϦοτΛΑΓड͚Δ͜ͱ͕ग़དྷΔ

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  43. ·ͱΊ
    %ZOBNP%#Λ࢖ͬͨΒ"$*%͕࣮ݱͰ͖ͳ͍Θ͚Ͱ͸ͳ͍
    Ұఆͷ੍໿͸͋Δ͕࣮૷͸Մೳ
    ·ͣ͸αʔόʔϨεͷྑ͞ΛΑΓڗड͢ΔͨΊʹ%ZOBNP%#ϑΝʔετͰ
    ΞʔΩςΫνϟΛߟ͑Δ͜ͱ͕͓͢͢Ί
    ΠϯϑϥɺೝূೝՄɺܾࡁγεςϜɺϝʔϧ഑৴ͳͲͷߏங΍ӡ༻͸͠ͳ͍ɻ
    Ϋϥ΢υ΍4BB4ͷαʔϏεΛͰ͖Δ͚ͩར༻͢Δ͜ͱͰຊ࣭ʹूத͢Δ
    %#ͷػೳΛ࢖ͬͯͷݫີͳҰ؏ੑ୲อ΍ෳࡶͳϦϨʔγϣϯγοϓ΍ݕࡧ͕ൃੜ͢Δ৔߹ʹ
    3%4Λ࢖͏ํ͕໌Β͔ʹޮ཰͕ྑ͍৔߹͸3%4Λબͼ·͠ΐ͏
    ϋΠϒϦουߏ੒΋͋Γɻ෦෼తʹτϥϑΟοΫ͕ߴ͍σʔλ͕͋Δ৔߹͸ͦΕͷΈ
    %ZOBNP%#ʹࡹ͍ͯ΋ΒͬͯɺͦΕҎ֎ͷσʔλΛ3%4ʹอଘ

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  44. গ͠ฐࣾͷϏδωεͷ঺հΛ
    ͍ͤͯͩ͘͞͞

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  45. ڞ૑ܕ։ൃ

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  46. ཁ͢Δʹ
    ϏδωεͷΰʔϧΛୡ੒͢ΔͨΊʹαʔόʔϨεΞϓϦέʔ
    γϣϯΛҰॹʹ࡞͍͖ͬͯ·͠ΐ͏ɻͦͷࢧԉΛߦ͍·͢ɻ
    "84αʔόʔϨεʹؔ͢Δ͜ͱͳΒɺઃܭɾ։ൃɾ1P$ɾෛ
    ՙࢼݧɾӡ༻ɾίετ࠷దԽͳͲ͋ΒΏΔ͜ͱ͕Մೳ

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  47. ϓϥϯʢࢀߟՁ֨ʣ
    νϟοτͷΈͰͷ։ൃαϙʔτ
    ઃܭɾΞʔΩςΫςΟϯάΛҰॹʹ࣮ࢪ
    Ұॹʹ։ൃΛ࣮ࢪ
    ෛՙࢼݧͷઃܭ͔Β࣮ࢪ
    ສ݄ʙ
    ສ݄ʙ
    ສ݄ʙ
    ສ݄ʙ

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  48. 4FSWFSMFTT0QFSBUJPOT0GGJDF)PVST࢝Ί·ͨ͠
    αʔόʔϨεͰ͍͍᪴ͯΔ͜ͱ΍͜·͍ͬͯΔ͜ͱΛΦϯϥ
    ΠϯͰ૬ஊ௖͍ͯͦͷ৔Ͱղܾ͢ΔΠϕϯτͰ͢
    IUUQTDBMFOEMZDPNTMTPQTPGGJDFIPVST
    ͓ਃ͠ࠐΈ͸ͪ͜Β͔Β

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  49. serverless.co.jp

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