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すこしだけマクロな視点から捉える Web セキュリティ / Web Security from the Macro Perspective (Short Version)

すこしだけマクロな視点から捉える Web セキュリティ / Web Security from the Macro Perspective (Short Version)

本資料はセキュリティ・ミニキャンプ in 大阪 2021 の一般講座で利用したものです。お問合せは Twitter アカウント 宛によろしくお願いします。

なお「マクロな視点から捉える Web セキュリティ」 の前半部分を再編したものとなっています。これは同一般講座において、セキュリティ・キャンプ全国大会で行われている講義の雰囲気をお伝えすることを目的としていたためです。

Takashi Yoneuchi

March 31, 2021
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  1. ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ηΩϡϦςΟɾϛχΩϟϯϓJOେࡕʢҰൠߨ࠲ʣ
    :0/&6$)* 5BLBTIJ !MNU@TXBMMPX

    IUUQTTIJGUKTJOGP
    ͚ͩ͢͜͠

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  2. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ຊߨٛࢿྉʹ͍ͭͯ
    4QFBLFS%FDLެ։൛޲͚ͷิ଍
    ຊࢿྉ͸ʮηΩϡϦςΟɾΩϟϯϓશࠃେձΦϯϥΠϯ#ʯͷߨٛͷ༷ࢠ΍ɺ
    ߨٛલ൒ͷ಺༰ΛΑΓଟ͘ͷํʹ͓ಧ͚͢΂͘ɺಉߨٛͷࢿྉΛ࠶ฤͨ͠΋ͷͰ͢ɻ

    View full-size slide

  3. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    XIPBNJ
    4FFIUUQTTIJGUKTJOGP
    ถ಺وࢤ:0/&6$)* 5BLBTIJ
    !MNU@TXBMMPX גࣜձࣾ'MBUU4FDVSJUZʣ

    View full-size slide

  4. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ૉ๿ͳٙ໰
    28FCηΩϡϦςΟ8FCΞϓϦέʔγϣϯͷ࣮૷ͷηΩϡϦςΟʁ
    ੬ऑͳίʔυ͑͞ॻ͔ͳ͚Ε͹ηΩϡΞͱ͍͑ΔͷͩΖ͏͔ʁ

    Hello,
    944੬ऑੑͷ͋Δ1)1ίʔυ

    View full-size slide

  5. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ૉ๿ͳٙ໰΁ͷ౴͑
    28FCηΩϡϦςΟ8FCΞϓϦέʔγϣϯͷ࣮૷ͷηΩϡϦςΟʁ
    ੬ऑͳίʔυ͑͞ॻ͔ͳ͚Ε͹ηΩϡΞͱ͍͑ΔͷͩΖ͏͔ʁ
    "8FCηΩϡϦςΟ˦8FCΞϓϦέʔγϣϯͷ࣮૷ͷηΩϡϦςΟɻ
    8FCηΩϡϦςΟΛߟ͑Δ্Ͱ͸ɺ΋͏গؔ͠৺Λ޿͛ͯ΍Δඞཁ͕͋Δɻ
    ͔ͭɺ͜ͷؔ৺ྖҬͷ֦େ͸ɺٕज़ελοΫͷมԽͱͱ΋ʹਐΈͭͭ͋Δɻ

    Hello,
    944੬ऑੑͷ͋Δ1)1ίʔυ

    View full-size slide

  6. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    8FCΛΈΘͨ͢
    ‣ 8FCΞϓϦέʔγϣϯ͸ɺΫϥΠΞϯταΠυͷγεςϜʢFH8FCϒϥ΢
    βʣͱαʔόαΠυͷγεςϜʢFH8FCαʔό΍ΞϓϦέʔγϣϯαʔόʣ
    ͕௨৴͠ɺڠௐಈ࡞͢Δ͜ͱʹΑΓ੒Γཱ͍ͬͯΔɻ

    αʔόαΠυ
    8FCγεςϜ
    ΫϥΠΞϯταΠυ
    8FCγεςϜ
    ຊ୊ʹೖΔલʹ

    View full-size slide

  7. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    8FCΛΈΘͨ͢
    ‣ 8FCΞϓϦέʔγϣϯ͸ɺΫϥΠΞϯταΠυͷγεςϜʢFH8FCϒϥ΢
    βʣͱαʔόαΠυͷγεςϜʢFH8FCαʔό΍ΞϓϦέʔγϣϯαʔόʣ
    ͕௨৴͠ɺڠௐಈ࡞͢Δ͜ͱʹΑΓ੒Γཱ͍ͬͯΔɻ

    αʔόαΠυ
    8FCγεςϜ
    ΫϥΠΞϯταΠυ
    8FCγεςϜ
    ຊ୊ʹೖΔલʹ

    View full-size slide

  8. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ αʔόαΠυͷ8FCγεςϜ΋αʔόαΠυ8FCΞϓϦέʔγϣϯͱɺϛυ
    ϧ΢ΣΞʢσʔλετΞ΍ϩʔυόϥϯα౳ʣ͕͏·͘ڠௐಈ࡞͢Δ͜ͱʹΑΓ
    ࣮ݱ͞Ε͍ͯΔɻ
    αʔόαΠυ8FCγεςϜ

    ϛυϧ΢ΣΞ
    αʔόαΠυ8FCΞϓϦέʔγϣϯ
    αʔόαΠυ8FCγεςϜ
    ຊ୊ʹೖΔલʹ

    View full-size slide

  9. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ αʔόαΠυͷ8FCγεςϜ΋αʔόαΠυ8FCΞϓϦέʔγϣϯͱɺϛυ
    ϧ΢ΣΞʢσʔλετΞ΍ϩʔυόϥϯα౳ʣ͕͏·͘ڠௐಈ࡞͢Δ͜ͱʹΑΓ
    ࣮ݱ͞Ε͍ͯΔɻ
    αʔόαΠυ8FCγεςϜ

    ϛυϧ΢ΣΞ
    αʔόαΠυ8FCΞϓϦέʔγϣϯ
    αʔόαΠυ8FCγεςϜ
    ࣮૷Ҏ֎ʹ΋ߟ͑Δ΂͖͜ͱ͕୔ࢁ͋Δ
    ຊ୊ʹೖΔલʹ

    View full-size slide

  10. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ 8FCϒϥ΢βͳͲ͸αʔόαΠυ͔Βಧ͚ΒΕͨϦιʔεΛॲཧ͢Δɻ
    ‣ ϦιʔεͷύʔεɾϨϯμϦϯά
    ‣ +BWB4DSJQUͷ࣮ߦ

    ‣ ଟ͘ͷϦιʔε͕ಉ࣌ฒߦͰ؅ཧɾॲཧ͞ΕΔ৔Ͱ͋Δɻ
    ΫϥΠΞϯταΠυ8FCγεςϜ

    8FCϒϥ΢β
    ຊ୊ʹೖΔલʹ

    View full-size slide

  11. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ 8FCϒϥ΢βͳͲ͸αʔόαΠυ͔Βಧ͚ΒΕͨϦιʔεΛॲཧ͢Δɻ
    ‣ ϦιʔεͷύʔεɾϨϯμϦϯά
    ‣ +BWB4DSJQUͷ࣮ߦ

    ‣ ଟ͘ͷϦιʔε͕ಉ࣌ฒߦͰ؅ཧɾॲཧ͞ΕΔ৔Ͱ͋Δɻ
    ΫϥΠΞϯταΠυ8FCγεςϜ

    8FCϒϥ΢β
    ϒϥ΢βͷ༷࣋ͭʑͳηΩϡϦςΟػೳɾ࢓༷Λ஌Βͳ͍ͱɺ
    ΞϓϦέʔγϣϯʹࢥΘ͵໰୊͕ൃੜ͠͏Δ
    ຊ୊ʹೖΔલʹ

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  12. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ຊηογϣϯͷ֓ཁ
    ‣ 8FCηΩϡϦςΟʹؔ͢ΔϛΫϩͳࢹ఺͔ΒҰาҾ͖ɺ͚ͩ͢͜͠ϚΫϩͳࢹ
    ఺͔Β8FCηΩϡϦςΟΛߟ͑ΔͨΊͷώϯτΛఏڙ͠·͢ɻ

    ࠓ೔͸ͬͪ͜ͷ࿩

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  13. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ͔͜͜Βͷ࿩ͷ֓ཁ
    ‣ ͔͜͜Β͸ҎԼͷͭͷมԽʹؔͯ͠੔ཧ͢Δ
    ‣ αʔόαΠυ8FCΞϓϦέʔγϣϯͷΞʔΩςΫνϟͷมԽ
    ‣ αʔόαΠυ8FCγεςϜͷߏ੒ɾ࣮ߦ؀ڥͷมԽ
    ‣ ͦͷ্ͰɺҎԼͷ఺Λٞ࿦͢Δ
    ‣ ͦΕΒͷมԽͷʢηΩϡϦςΟతͳࢹ఺͔ΒݟͨʣϙΠϯτ͸Կ͔
    ‣ ͦΕΒͷมԽ͕Ͳ͏8FCηΩϡϦςΟͷؔ৺ྖҬΛ޿͛Δ͔
    ‣ ొ৔͢ΔΩʔϫʔυ͸ͭ
    ‣ ηΩϡΞʹͭ͘Δ
    ‣ ηΩϡΞʹͭͳ͛Δ
    ‣ ηΩϡΞʹ͏͔͢͝

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  14. αʔόαΠυ8FCΞϓϦέʔγϣϯͷ
    ΞʔΩςΫνϟͷมԽ
    $IBQUFS

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  15. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    Ͳ͏࡞Δʁ
    αʔόαΠυ8FCΞϓϦέʔγϣϯ

    ϛυϧ΢ΣΞ αʔόαΠυ8FCΞϓϦέʔγϣϯ
    αʔόαΠυ8FCγεςϜ
    ‣ αʔόαΠυ8FCΞϓϦέʔγϣϯ։ൃͷࣗ༝౓͸ߴ͍ɻ
    ‣ ʮͲ͏͍͏ߏ଄ͷ૊৫ͰɺͲ͏͍͏ߏ੒ͷ΋ͷΛɺͲ͏͍͏ۀ຿ϑϩʔͰ࡞Δͱ
    ޮ཰త͔ʯ͸௕೥ٞ࿦͞Ε͖͍ͯͯΔςʔϚͰ͋Δɻ

    View full-size slide

  16. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ ෳ਺ͷػೳ͕ͭͷΞϓϦέʔγϣϯʹ٧Ί͜·ΕΔΞʔΩςΫνϟͷ͜ͱɻ
    .POPMJUIJD"SDIJUFDUVSF

    ػೳ
    ػೳ
    ػೳ
    ػೳ ػೳ
    ػೳ
    αʔόαΠυ8FCΞϓϦέʔγϣϯ
    ‣ ༷ʑͳཁૉ͔ΒͳΔ
    ‣ ϓϨθϯςʔγϣϯ૚
    ‣ ϏδωεϩδοΫ૚
    ‣ σʔλετΞΛऔΓѻ͏૚
    ‣ ʜ

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  17. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ ෳ਺ͷػೳ͕ͭͷΞϓϦέʔγϣϯʹ٧Ί͜·ΕΔΞʔΩςΫνϟͷ͜ͱɻ
    .POPMJUIJD"SDIJUFDUVSF

    ػೳ
    ػೳ
    ػೳ
    ػೳ ػೳ
    ػೳ
    αʔόαΠυ8FCΞϓϦέʔγϣϯ
    ‣ ༷ʑͳཁૉ͔ΒͳΔ
    ‣ ϓϨθϯςʔγϣϯ૚
    ‣ ϏδωεϩδοΫ૚
    ‣ σʔλετΞΛऔΓѻ͏૚
    ‣ ʜ
    ✘ίʔυϕʔε͕༰қʹංେԽ͕ͪ͠
    ✘ٕज़બ୒ͷ෯͕ڱ·Δ

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  18. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ ෳ਺ͷػೳ͕ͭͷΞϓϦέʔγϣϯʹ٧Ί͜·ΕΔΞʔΩςΫνϟͷ͜ͱɻ
    .POPMJUIJD"SDIJUFDUVSF

    ػೳ
    ػೳ
    ػೳ
    ػೳ ػೳ
    ػೳ
    αʔόαΠυ8FCΞϓϦέʔγϣϯ
    ‣ ༷ʑͳཁૉ͔ΒͳΔ
    ‣ ϓϨθϯςʔγϣϯ૚
    ‣ ϏδωεϩδοΫ૚
    ‣ σʔλετΞΛऔΓѻ͏૚
    ‣ ʜ
    ✘εέʔϧΞοϓ࣌ͷϦιʔεফඅޮ཰
    ✘ෳࡶͳϘτϧωοΫͷൃੜ

    View full-size slide

  19. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    .JDSPTFSWJDFT"SDIJUFDUVSF
    ‣ ۀ຿ػೳ΍νʔϜΛ୯Ґͱͯ͠ಠཱͨ͠αʔϏεʢ.JDSPTFSWJDFʣΛ࡞Γɺͦ
    ΕΒͷ૯ମͱͯ͠ΞϓϦέʔγϣϯΛߏ੒͢Δɺͱ͍͏ΞʔΩςΫνϟͷ͜ͱɻ
    ‣ Ͳ͏෼ׂʢ%FDPNQPTFʣ͢Δͷ͕࠷ద͔͸ॾઆ͋Δ͕ʜ

    .JDSPTFSWJDF .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF

    View full-size slide

  20. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    .JDSPTFSWJDFT"SDIJUFDUVSF
    ‣ ۀ຿ػೳ΍νʔϜΛ୯Ґͱͯ͠ಠཱͨ͠αʔϏεʢ.JDSPTFSWJDFʣΛ࡞Γɺͦ
    ΕΒͷ૯ମͱͯ͠ΞϓϦέʔγϣϯΛߏ੒͢Δɺͱ͍͏ΞʔΩςΫνϟɻ
    ‣ Ͳ͏෼ׂʢ%FDPNQPTFʣ͢Δͷ͕࠷ద͔͸ॾઆ͋Δɻ

    .JDSPTFSWJDF .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    ίʔυϕʔε͕શମతʹૄ݁߹ʹ

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  21. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    .JDSPTFSWJDFT"SDIJUFDUVSF
    ‣ ۀ຿ػೳ΍νʔϜΛ୯Ґͱͯ͠ಠཱͨ͠αʔϏεʢ.JDSPTFSWJDFʣΛ࡞Γɺͦ
    ΕΒͷ૯ମͱͯ͠ΞϓϦέʔγϣϯΛߏ੒͢Δɺͱ͍͏ΞʔΩςΫνϟɻ
    ‣ Ͳ͏෼ׂʢ%FDPNQPTFʣ͢Δͷ͕࠷ద͔͸ॾઆ͋Δ͕ʜ

    .JDSPTFSWJDF .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    খ͍͞୯ҐͷσϓϩΠ͕
    ͠΍͘͢ͳΔ

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  22. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    .JDSPTFSWJDFT"SDIJUFDUVSF
    "1*(BUFXBZ1BUUFSOʹΑΔߏ੒ͷΠϝʔδ

    αʔόαΠυ8FCγεςϜ
    ڞ༗σʔλετΞ
    ήʔτ΢ΣΠ
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    ͏·͘΍Ε͹.JDSPTFSWJDF
    ୯ҐͰεέʔϧͤ͞ΒΕΔ

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  23. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ηΩϡϦςΟతʹ͸ʁ
    ΞʔΩςΫνϟͷมԽ͕ڧௐ͢Δ՝୊

    🤔
    ͜ͷΞʔΩςΫνϟͷมԽʹΑΓɺηΩϡϦςΟʹؔͯ͠ಛผʹҙࣝ͠ͳ͍ͱ͍͚ͳ
    ͍͜ͱ΋ɺมԽͯ͠͸͍ͳ͍ͩΖ͏͔ʁ

    View full-size slide

  24. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ϙΠϯτ੹຿ͷ෼ࢄ
    ΞʔΩςΫνϟͷมԽ͕ڧௐ͢Δ՝୊

    αʔόαΠυ8FCγεςϜ
    ڞ༗σʔλετΞ
    ήʔτ΢ΣΠ
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    ྫσʔλͷݕূ΍੔߹ੑͷҡ࣋ʹؔ͢Δػೳͷ෼ࢄ

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  25. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ੹຿ͷ෼ࢄʹΑΔݕ౼࿙Εͷ૿Ճ
    .JDSPTFSWJDF .JDSPTFSWJDF
    σʔλ"͸޲͜͏͕উखʹݕূͯ͘͠Ε
    ͯΔΜͩΖ͏ɻͦͷ··࢖ͬͪΌ͑ʂ
    σʔλ"͸ະݕূ͚ͩͲɺ͕͢͞ʹ౉͠
    ͨઌͰ͸ͦͷ··͸࢖ΘΕͳ͍ͩΖ͏ɻ

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  26. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ϙΠϯτ࿈ܞͷ૿Ճ
    ΞʔΩςΫνϟͷมԽ͕ڧௐ͢Δ՝୊

    αʔόαΠυ8FCγεςϜ
    ڞ༗σʔλετΞ
    ήʔτ΢ΣΠ
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    .JDSPTFSWJDF
    ௨৴͸౪ௌ͞ΕΔ͔΋ʜ
    Ұ؏ੑ่͕Ε΍͘͢ͳΔ

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  27. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ࿈ܞͷ૿ՃʹΑΔҰ؏ੑͷܽམ
    .JDSPTFSWJDF .JDSPTFSWJDF
    σʔλͷ۠੾Γ͸aOͩΑͶʁ
    σʔλͷ۠੾Γ͸aSaOͩΑͶʁ

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  28. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ ͜͜Ͱ͸.POPMJUIJD"SDIJUFDUVSFର.JDSPTFSWJDFT"SDIJUFDUVSFͷมભʢཐ
    ટʁʣΛ΋ͱʹɺૄ݁߹ͳΞʔΩςΫνϟͷҎԼͷଆ໘Λڧௐͨ͠
    ‣ ੹຿ͷ෼ࢄʹΑΔݕ౼࿙Εͷ૿Ճ
    ‣ ࿈ܞͷ૿ՃʹΑΔܦ࿏΁ͷෆ҆ɾҰ؏ੑͷܽམ
    ‣ ͳ͓ɺ͜ΕΒ͸ଟ͘ͷૄ݁߹ͳΞʔΩςΫνϟʹڞ௨ͨ͠՝୊ʹݟ͑Δ
    ‣ 8FCΞϓϦέʔγϣϯʹݶͬͨ࿩Ͱ͸ͳ͍
    ‣ ૄ݁߹ͳΞʔΩςΫνϟ͸ؔ৺ͷ෼཭Λॿ͚Δ͕ɺ෼཭͞Εͨ΋ͷΛ·͕ͨͬͨؔ৺Λ
    ࣋ͭͷΛ೉͘͢͠ΔͷͰɺઃܭ͕ద౰Ͱͳ͍ͱ༷ʑͳ໰୊͕ى͜Γ͕ͪ
    খ·ͱΊ

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  29. αʔόαΠυ8FCγεςϜͷ
    ߏ੒ɾ࣮ߦ؀ڥͷมԽ
    $IBQUFS

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  30. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ ࡞ͬͨΞϓϦέʔγϣϯ͸ɺಈ͔ͯ͠Α͏΍͘໾ʹཱͭɻ
    ‣ ಈ͔ͨ͢Ίʹඞཁͳ΋ͷͨͪ
    ‣ ಈ͔ͨ͢Ίͷ౔୆ʢҎ࣮߱ߦج൫ͱݺͿʣ
    ‣ ಈ͔ͨ͢Ίʹඞཁͳϛυϧ΢ΣΞ
    ‣ ͔͜͜Β͸ɺ͜ΕΒʹىͬͨ͜มԽΛ੔ཧͯ͠Έ·͠ΐ͏ɻ
    ΞϓϦέʔγϣϯΛಈ͔ͨ͢Ίʹ

    ϛυϧ΢ΣΞ αʔόαΠυ8FCΞϓϦέʔγϣϯ
    αʔόαΠυ8FCγεςϜ

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  31. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ࣮ߦج൫Λ͔Β४උ͢Δͷ͸େม

    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    ؔ਺ ؔ਺
    ‣ αʔϏεΛӡ༻͢ΔͨΊʹϋʔυ΢ΣΞ͔Β༻ҙ͢Δ৔߹ʜ
    ‣ ૿΍͢ͷʹ΋ݮΒ͢ͷʹ΋ʹؾ߹͕ඞཁʹͳΔɻ
    ‣ ૿΍ͦ͏ʹ΋ߪೖʹ͕͔͔࣌ؒΔ
    ‣ ݮΒͨ͢Ίʹ͸ద੾ʹഇغ͢Δඞཁ͕͋Δ
    ‣ ʮյΕ͏Δʯͱ͍͏ҙࣝΛڧ࣋ͨ͘Ͷ͹ͳΒͳ͍ɻ
    ‣ ؒҧͬͯػثʹίʔώʔΛ͜΅͢ͱյΕΔ
    ‣ ಈ͔͠ଓ͚͍ͯΔ͚ͩͰ΋յΕΔ
    ‣ ͏·͘΍͍ͬͯ͘ʹ͸े෼ͳઐ໳ੑͱܦݧ͕ඞཁͰ͋Δɻ
    ‣ ͭΒ͍😫
    ˞Ϋϥ΢υ؀ڥʹ΋େن໛ো֐͸ͨ·ʹ͋ΔͷͰɺʮյΕΔʯ͜ͱΛҙࣝ͠ͳͯ͘͸͍͚ͳ͍ͷ͸
    ෺ཧػثΛऔΓѻ͏৔߹ಛ༗ͷͭΒ͞ɺͱ͍͏Θ͚Ͱ͸ͳ͍͕ʜ

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  32. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ࣗ୐ʹϒϨʔυαʔόΛൖೖ͢Δ༷ࢠ

    View full-size slide

  33. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ࣮ߦج൫ͷԾ૝Խɾந৅Խͷਐߦ
    ‣ ௕೥ʹ౉ͬͯΞϓϦέʔγϣϯͷ࣮ߦج൫ͷԾ૝Խɾந৅Խ͕ਐΊΒΕ͖ͯͨɻ
    ‣ *OGSBTUSVDUVSFBTB4FSWJDF *BB4

    ‣ 1MBUGPSNBTB4FSWJDF 1BB4

    ‣ $POUBJOFSBTB4FSWJDFʢ$BB4ʣ
    ‣ 'VODUJPOBTB4FSWJDF 'BB4

    ‣ ࠓͰ͸ඇৗʹखܰʹ࣮ߦج൫͕࡞੒ɾഁغͰ͖ΔΑ͏ʹͳ͍ͬͯΔɻ

    View full-size slide

  34. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    9BB4͕ఏڙ͢ΔൣғʢΠϝʔδʣ

    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    *BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    $BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    1BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    'BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺

    View full-size slide

  35. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ࣮ߦج൫ͷԾ૝Խɾந৅Խͷਐߦ

    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    *BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    $BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    1BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    'BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ϋʔυ΢ΣΞ͸9BB4ఏڙଆ͕
    ؅ཧͯ͘͠ΕΔˠخ͍͠ʂ

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  36. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ࣮ߦج൫ͷԾ૝Խɾந৅Խͷਐߦ

    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    *BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    $BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    1BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ϋʔυ΢ΣΞ
    04
    ϥϯλΠϜ
    ΞϓϦέʔγϣϯ
    'BB4͕ఏڙ͢Δج൫
    ؔ਺ ؔ਺
    ͍Ζ͍Ζ؅ཧͯ͘͠ΕΔͷͰɺࣗ
    ෼͕औΓѻ͏΂͖ϨΠϠ͚ͩʹؔ
    ৺ΛڱΊΒΕΔˠخ͍͠ʂ

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  37. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ΠϯϑϥετϥΫνϟͷίʔυԽ
    ‣ Ծ૝Խɾந৅Խ͞Εɺϋʔυ΢ΣΞͷ
    ΍Γ͘Γ͕Ӆṭ͞ΕͨΞϓϦέʔγϣ
    ϯ࣮ߦج൫͸ɺ΄΅७ਮͳιϑτ΢Σ
    Ξͱಉ౳ʹऔΓѻ͑ΔΑ͏ʹɻ
    ‣ ίϚϯυҰͭͰԾ૝ϚγϯΠϯελϯε
    Λ֬อͨ͠Γʜ
    ‣ ίʔυʹΑΓΠϯϑϥετϥΫνϟͷߏ
    ੒Λهड़ɾ؅ཧͨ͠Γʜ
    ‣ ॴҦ*OGSBTUSVDUVSFBT$PEFʢ*B$ʣ

    resource "google_container_cluster"
    "challenge_cluster" {
    name = "challenges"
    location = "asia-northeast1"
    initial_node_count = 1
    cluster_autoscaling {
    enabled = true
    resource_limits {
    resource_type = "cpu"
    minimum = 3
    maximum = 32
    }
    resource_limits {
    resource_type = "memory"
    minimum = 3
    maximum = 32
    }
    }
    ...

    View full-size slide

  38. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ෺ཧػث͔Βͷந৅Խ

    View full-size slide

  39. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ந৅Խ͞ΕͨϦιʔεͷ$PEFԽ

    resource "google_container_cluster"
    "challenge_cluster" {
    name = "challenges"
    location = "asia-northeast1"
    initial_node_count = 1
    cluster_autoscaling {
    enabled = true
    resource_limits {
    resource_type = "cpu"
    minimum = 3
    maximum = 32
    }
    resource_limits {
    resource_type = "memory"
    minimum = 3
    maximum = 32
    }
    }
    ...

    View full-size slide

  40. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ͦͷଞͷզʑΛࢧ͑Δଘࡏ
    ‣ ΞϓϦέʔγϣϯ͸ଟ͘ͷϛυϧ΢ΣΞʹࢧ͑ΒΕͯಈ࡞͢Δɻ
    ‣ σʔλετΞʢ,743%#ʣ
    ‣ ϩʔυόϥϯα
    ‣ FUD
    ‣ ϚωʔδυͳܗͰఏڙ͞Ε͍ͯΔϛυϧ΢ΣΞ΋୔ࢁ͋Δɻ

    ϛυϧ΢ΣΞ αʔόαΠυ8FCΞϓϦέʔγϣϯ
    αʔόαΠυ8FCγεςϜ

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  41. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ʮ૊Έ߹ΘͤΔ͜ͱͰ࡞Δʯ
    ‣ ΞϓϦέʔγϣϯͷ࣮ߦج൫΍ϛυϧ΢ΣΞ͸ʜ
    ‣ ϋʔυ΢ΣΞͷ੍໿͕ʢΫϥ΢υϕϯμʹΑΓʣ͏·͘Ӆṭ͞ΕΔΑ͏ʹͳͬͨɻ
    ‣ ༰қʹมߋ΍औࣺબ୒͕Ͱ͖ΔΑ͏ʹͳͬͨɻ
    ‣ ΞϓϦέʔγϣϯ։ൃͱ͍ۙํ๏Ͱߏ੒Ͱ͖ΔΑ͏ʹͳͬͨɻ

    View full-size slide

  42. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ʮ૊Έ߹ΘͤΔ͜ͱͰ࡞Δʯ
    ‣ ΞϓϦέʔγϣϯͷ࣮ߦج൫΍ϛυϧ΢ΣΞ͸ʜ
    ‣ ϋʔυ΢ΣΞͷ੍໿͕ʢΫϥ΢υϕϯμʹΑΓʣ͏·͘Ӆṭ͞ΕΔΑ͏ʹͳͬͨɻ
    ‣ ༰қʹมߋ΍औࣺબ୒͕Ͱ͖ΔΑ͏ʹͳͬͨɻ
    ‣ ΞϓϦέʔγϣϯ։ൃͱ͍ۙํ๏Ͱߏ੒Ͱ͖ΔΑ͏ʹͳͬͨɻ
    ‣ ݁Ռɺʮ૊Έ߹ΘͤΔ͜ͱͰ࡞ΔʯతΞϓϩʔν͕औΓ΍͘͢ͳͬͨɻ
    ‣ ݱ୅ͷ8FCΞϓϦέʔγϣϯʹٻΊΒΕ͍ͯΔʮ౰ͨΓલ඼࣭ʯʢDGङ໺Ϟσϧʣ͸ߴ͍ɻ
    ‣ ྫෳࡶͳػೳཁ݅ ߴՄ༻ੑ ߴ଎ͳಈ࡞
    ‣ શ෦͔Β࡞ΕΔͷ͸͔͍͍͕ͬ͜ɺߴ͍ʮ౰ͨΓલ඼࣭ʯΛୡ੒͢Δͷ͸ࠔ೉ɻ
    ‣ ৴པͰ͖Δ΋ͷΛ૊Έ߹ΘͤΔ͜ͱͰɺϕʔεͷʮ౰ͨΓલ඼࣭ʯΛఈ্͛͠ͳ͕Βɺ
    ࣗ෼͕࣮ݱ͢Δ΂͖͜ͱʹ஫ྗ͢Δ͜ͱ͕Ͱ͖Δʢخ͍͠ʂʣ

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  43. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ʮܗͰߟ͑ΔαʔόʔϨεઃܭʯ

    IUUQTBXTBNB[PODPNKQTFSWFSMFTTQBUUFSOTTFSWFSMFTTQBUUFSO

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  44. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ηΩϡϦςΟతʹ͸ʁ
    ߏ੒ɾ࣮ߦ؀ڥͷมԽ͕ڧௐ͢Δ՝୊

    🤔
    ͜ͷ࣮ߦ؀ڥͷมԽʹΑΓɺηΩϡϦςΟʹؔͯ͠ಛผʹҙࣝ͠ͳ͍ͱ͍͚ͳ͍͜ͱ
    ΋ɺมԽͯ͠͸͍ͳ͍ͩΖ͏͔ʁ

    View full-size slide

  45. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ ΞϓϦέʔγϣϯͷ࣮ߦج൫΍ϛυϧ΢ΣΞ͸ʜ
    ‣ ϋʔυ΢ΣΞͷ੍໿͕ʢΫϥ΢υϕϯμʹΑΓʣ͏·͘Ӆṭ͞ΕΔΑ͏ʹͳͬͨɻ
    ‣ ༰қʹมߋ΍औࣺબ୒͕Ͱ͖ΔΑ͏ʹͳͬͨɻ
    ‣ ΞϓϦέʔγϣϯ։ൃͱ͍ۙํ๏Ͱߏ੒Ͱ͖ΔΑ͏ʹͳͬͨɻ
    ‣ ݁Ռɺʮ૊Έ߹ΘͤΔ͜ͱͰ࡞ΔʯతΞϓϩʔν͕औΓ΍͘͢ͳͬͨʂ
    ‣ ݱ୅ͷ8FCΞϓϦέʔγϣϯʹٻΊΒΕ͍ͯΔʮ౰ͨΓલ඼࣭ʯ͸ߴ͍ɻ
    ‣ ྫෳࡶͳػೳཁ݅ ߴՄ༻ੑ ߴ଎ͳಈ࡞
    ‣ ࢀߟङ໺Ϟσϧ
    ‣ શ෦͔Β࡞ΕΔͷ͸͔͍͍͕ͬ͜ɺߴ͍ʮ౰ͨΓલ඼࣭ʯΛୡ੒͢Δͷ͸ࠔ೉ɻ
    ‣ ৴པͰ͖Δ΋ͷΛ૊Έ߹ΘͤΔ͜ͱͰɺϕʔεͷʮ౰ͨΓલ඼࣭ʯΛఈ্͛͠ͳ͕Βɺ
    ࣗ෼͕࣮ݱ͢Δ΂͖͜ͱʹ஫ྗ͢Δ͜ͱ͕Ͱ͖Δɻ
    ϙΠϯτ੹೚ڥքͷଟ༷Խ
    ߏ੒ɾ࣮ߦ؀ڥͷมԽ͕ڧௐ͢Δ՝୊

    ͦͷϛυϧ΢ΣΞͷ੹೚ྖҬ͸ʁ
    ͦͷಈ࡞ج൫ͷ੹೚ྖҬ͸ʁ

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  46. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ ΞϓϦέʔγϣϯͷ࣮ߦج൫΍ϛυϧ΢ΣΞ͸ʜ
    ‣ ϋʔυ΢ΣΞͷ੍໿͕ʢΫϥ΢υϕϯμʹΑΓʣ͏·͘Ӆṭ͞ΕΔΑ͏ʹͳͬͨɻ
    ‣ ༰қʹมߋ΍औࣺબ୒͕Ͱ͖ΔΑ͏ʹͳͬͨɻ
    ‣ ΞϓϦέʔγϣϯ։ൃͱ͍ۙํ๏Ͱߏ੒Ͱ͖ΔΑ͏ʹͳͬͨɻ
    ‣ ݁Ռɺʮ૊Έ߹ΘͤΔ͜ͱͰ࡞ΔʯతΞϓϩʔν͕औΓ΍͘͢ͳͬͨʂ
    ‣ ݱ୅ͷ8FCΞϓϦέʔγϣϯʹٻΊΒΕ͍ͯΔʮ౰ͨΓલ඼࣭ʯ͸ߴ͍ɻ
    ‣ ྫෳࡶͳػೳཁ݅ ߴՄ༻ੑ ߴ଎ͳಈ࡞
    ‣ ࢀߟङ໺Ϟσϧ
    ‣ શ෦͔Β࡞ΕΔͷ͸͔͍͍͕ͬ͜ɺߴ͍ʮ౰ͨΓલ඼࣭ʯΛୡ੒͢Δͷ͸ࠔ೉ɻ
    ‣ ৴པͰ͖Δ΋ͷΛ૊Έ߹ΘͤΔ͜ͱͰɺϕʔεͷʮ౰ͨΓલ඼࣭ʯΛఈ্͛͠ͳ͕Βɺ
    ࣗ෼͕࣮ݱ͢Δ΂͖͜ͱʹ஫ྗ͢Δ͜ͱ͕Ͱ͖Δɻ
    ϙΠϯτಛผͳߟྀࣄ߲ͷ૿Ճ
    ߏ੒ɾ࣮ߦ؀ڥͷมԽ͕ڧௐ͢Δ՝୊

    Ұൠੑͷߴ͍ίϯϙʔωϯτΛ࠾༻͢Δ৔߹ɺར༻͠
    ͳ͍ػೳͷதʹมͳ΋ͷ͕ͳ͍͔ʁ
    ࣮ߦ؀ڥͷதʹ͸ͦΕͦͷ΋ͷ͕ಛผͳ"1*Λ࣋ͭ
    ৔߹΋͋Δ͕ɺͦΕ͸ಛผʹอޢ͠ͳͯ͘େৎ෉͔ʁ

    View full-size slide

  47. ˜TIJGUKTJOGP
    ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    &EHF4JEF*ODMVEFTʢ&4*ʣ
    มͳ΋ͷͷྫ
    ‣ &EHF4JEF*ODMVEFTʢ&4*ʣʜ9.-ϕʔεͷϚʔΫΞοϓݴޠ
    ‣ ౳ͷλάʹΑΓɺҎԼ͕දݱͰ͖Δɻ
    ‣ αϒϦιʔεͷಈతͳऔಘɾల։
    ‣ ؆୯ͳม਺ૢ࡞
    ‣ 7BSOJTI 'BTUMZ ౳ͷ༷ʑͳιϑτ΢ΣΞ͕&4*ͷॲཧʹରԠ͍ͯ͠Δɻ


    Foobar



    &4*ॲཧܥ͕͜ͷ
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  48. ˜TIJGUKTJOGP
    ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    &EHF4JEF*ODMVEFT*OKFDUJPO
    มͳ΋ͷͷྫ
    ‣ &4**OKFDUJPOʜ&4*λάΛʢ944߈ܸͱಉ͡ཁྖͰʣόοΫΤϯυαʔό͔
    ΒͷϨεϙϯεʹ஫ೖ͢Δ͜ͱͰɺ్தͷ&4*ॲཧܥΛૢ࡞͢Δ߈ܸɻ
    ‣ 443'߈ܸ΍)5510OMZϑϥά͕෇༩͞Εͨ$PPLJFͷϦʔΫʹར༻Ͱ͖Δɻ

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    &4*λάͩͱࢥ͍ͬͯΔ

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  49. ˜TIJGUKTJOGP
    ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ࣮ߦ؀ڥݻ༗ͷػೳɾ"1*ͷྫ
    ‣ ଟ͘ͷΫϥ΢υϓϩόΠμʢྫ($1 "84 "[VSF ʣ͸ɺ࣮ߦ؀ڥʹؔ͢Δ
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    τʔΫϯ৘ใͳͲΛฦ͢.FUBEBUB"1*Λ࣋ͭ
    ‣ ΞϓϦέʔγϣϯͷ࢓༷ʹʮ೚ҙͷ)551ϦΫΤετΛൃߦͰ͖ɺͦͷ݁ՌΛ
    ӾཡͰ͖Δʯͱ͍͏Α͏ͳ΋ͷؚ͕·Ε͍ͯͨΒʁ࣮૷͕੬ऑͩͬͨΒʁ

    ΞϓϦέʔγϣϯ .FUBEBUB"1*
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  50. ࠶ߟɾ8FCηΩϡϦςΟ
    $IBQUFS

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  51. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    8FCηΩϡϦςΟ
    ‣ ͋ΒͨΊͯɺ͔͜͜Β͸ʮ8FCηΩϡϦςΟʯͱ͍͏ྖҬΛ෼ׂͯ͠ߟ͑Δ
    ‣ ΫϥΠΞϯταΠυ8FCγεςϜͷηΩϡϦςΟ
    ‣ αʔόαΠυ8FCγεςϜͷηΩϡϦςΟ

    αʔόαΠυ
    8FCγεςϜ
    ΫϥΠΞϯταΠυ
    8FCγεςϜ

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  52. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    8FCηΩϡϦςΟ
    ‣ ٞ࿦ͷൣғΛ໌֬ʹ͢ΔͨΊɺҎޙ͸ʮ8FCηΩϡϦςΟʯͱ͍͏ྖҬΛɺҎ
    ԼͷྖҬʹ෼͚ͯߟ͑Δɻ
    ‣ ΫϥΠΞϯταΠυ8FCγεςϜͷηΩϡϦςΟ
    ‣ αʔόαΠυ8FCγεςϜͷηΩϡϦςΟ

    αʔόαΠυ
    8FCγεςϜ
    ΫϥΠΞϯταΠυ
    8FCγεςϜ
    ͪ͜ΒΛηΩϡΞʹอͭʹ͸Ͳ͏͢Ε͹ʁ

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  53. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    αʔόαΠυ8FCγεςϜͷηΩϡϦςΟ
    ΞϓϦέʔγϣϯΞʔΩςΫνϟͷมԽΛ࠶ߟ͢Δ

    αʔόαΠυ8FCγεςϜ
    ڞ༗σʔλετΞ
    ήʔτ΢ΣΠ
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    .JDSPTFSWJDF
    .JDSPTFSWJDF
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  54. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    αʔόαΠυ8FCγεςϜͷηΩϡϦςΟ
    ΞϓϦέʔγϣϯΞʔΩςΫνϟͷมԽΛ࠶ߟ͢Δ

    αʔόαΠυ8FCγεςϜ
    ڞ༗σʔλετΞ
    ήʔτ΢ΣΠ
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    .JDSPTFSWJDF
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    ϙΠϯτ࿈ܞͷ૿Ճ

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  55. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ ΞϓϦέʔγϣϯͷ࣮ߦج൫΍ϛυϧ΢ΣΞ͸ʜ
    ‣ ϋʔυ΢ΣΞͷ੍໿͕ʢΫϥ΢υϕϯμʹΑΓʣ͏·͘Ӆṭ͞ΕΔΑ͏ʹͳͬͨɻ
    ‣ ༰қʹมߋ΍औࣺબ୒͕Ͱ͖ΔΑ͏ʹͳͬͨɻ
    ‣ ΞϓϦέʔγϣϯ։ൃͱ͍ۙํ๏Ͱߏ੒Ͱ͖ΔΑ͏ʹͳͬͨɻ
    ‣ ݁Ռɺʮ૊Έ߹ΘͤΔ͜ͱͰ࡞ΔʯతΞϓϩʔν͕औΓ΍͘͢ͳͬͨʂ
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    ‣ ࢀߟङ໺Ϟσϧ
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    ‣ ৴པͰ͖Δ΋ͷΛ૊Έ߹ΘͤΔ͜ͱͰɺϕʔεͷʮ౰ͨΓલ඼࣭ʯΛఈ্͛͠ͳ͕Βɺ
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    αʔόαΠυ8FCγεςϜͷηΩϡϦςΟ
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    ϙΠϯτ ੹೚ڥքͷଟ༷Խಛผͳߟྀࣄ߲ͷ૿Ճ

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  56. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    αʔόαΠυ8FCγεςϜͷηΩϡϦςΟ
    มԽ͔Β࠶ߟ͢Δ
    ‣ ࡢࠓͷมԽ͕ڧௐ͢Δ8FCηΩϡϦςΟʹؔ͢Δ՝୊
    ‣ ੹຿ͷ෼ࢄʜݩདྷαʔόαΠυ8FCΞϓϦέʔγϣϯͷ࣮૷தͰըҰత
    ʹऔΓѻΘΕ͍ͯͨηΩϡϦςΟ΁ͷ੹຿͕ɺ෼ࢄ͢ΔΑ͏ʹͳͬͨɻ
    ‣ ࿈ܞͷ૿Ճʜͭͷૢ࡞ͷ࣮ݱͷͨΊʹɺෳ਺ͷιϑτ΢ΣΞ͕ؒ࿈ܞ͠
    ͯಈ͘ػձ͕૿͖͑ͯͨɻܦ࿏͸҆શ͔ʁ࢓༷ͷҰ؏ੑ͸อͨΕ͍ͯΔ͔ʁ
    ‣ ੹೚ڥքͷଟ༷Խಛผͳߟྀࣄ߲ͷ૿Ճʜಈ࡞ج൫΍ϛυϧ΢ΣΞ͕ଟ
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    ‣ ͦ͜Ͱɺ͜ͷྖҬͷηΩϡϦςΟΛɺҎԼͷ؍఺ʹ෼ׂͯ͠ߟ͑ͯΈΑ͏ɻ
    ‣ ηΩϡΞʹͭ͘Δ
    ‣ ηΩϡΞʹͭͳ͛Δ
    ‣ ηΩϡΞʹ͏͔͢͝

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  57. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ηΩϡΞʹͭ͘Δ
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    ‣ ʰମܥతʹֶͿ҆શͳ8FCΞϓϦέʔγϣϯͷ࡞Γํʱʢಙؙຊʣ

    .JDSPTFSWJDF ػೳ

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  58. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ηΩϡΞʹͭͳ͛Δ
    ‣ ࡞ͬͨίϯϙʔωϯτಉ࢜͸ηΩϡΞʹͭͳ͛ΒΕ͍ͯΔ͔Ͳ͏͔ɺͱ͍͏؍఺
    ΋ඇৗʹॏཁʹͳ͖͍ͬͯͯΔɻ
    ‣ ʮηΩϡΞʹͭͳ͛Δʯͱ͍͏ߦҝΛɺ͞ΒʹҎԼͷͭʹϒϨΠΫμ΢ϯͯ͠
    ߟ͑ΔͱΘ͔Γ΍͍͢
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  59. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
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    ‣ ྫ41*'&&ͳͲͷαʔϏεؒ௨৴ʹ͓͚Δ*EFOUJUZ$POUSPMج൫

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  60. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ‣ ͭͷγεςϜͷ࣮ݱʹؔΘΔʜ
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    ‣ ιϑτ΢ΣΞ͕૿͑Δ΄ͲɺͦΕΒͷ࣮૷ؒͷҰ؏ੑ͕໰୊ʹͳΔ͜ͱ΋૿͑Δɻ
    ‣ શࠃେձͰ͸ʢ8FCʹؔ࿈ͨ͠ʣҰ؏ੑͷܽ೗͕ট͘໰୊ͷྫͷ͏ͪɺҎԼΛऔΓ্͛ͨ
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    Ұ؏ੑΛอͪͳ͕Βͭͳ͛Δ
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  61. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ηΩϡΞʹ͏͔͢͝
    ‣ ಈ࡞ج൫ΛηΩϡΞʹอͭ͜ͱ͸͍ͭ΋Ͳ͓Γେࣄɻ
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    ‣ ͦͷಈ࡞ج൫ಛ༗ͷ੹೚ڥք΍ηΩϡϦςΟϦεΫΛ೺Ѳͭͭ͠ΞϓϦέʔγϣ
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    ‣ ྫ.FUBEBUB&OEQPJOUTྨͷอޢ͸͞Ε͍ͯΔ͔
    ‣ ྫա৒ͳݖݶ΍༨ܭͳ৘ใ͕ΞϓϦέʔγϣϯʹ&YQPTF͞Ε͍ͯͳ͍͔
    ‣ ۙ೥͸͜ͷτϐοΫʹֶ͍ͭͯͿͨΊͷϚςϦΞϧ͕ͲΜͲΜ૿͖͍͑ͯͯΔ
    ‣ ྫ/*4541ͷΑ͏ͳΨΠυϥΠϯ
    ‣ ྫ#VTUB,VCFͷΑ͏ͳϋϯζΦϯϚςϦΞϧ
    ‣ ྫIUUQTDPOUBJOFSTFDVSJUZEFWͷΑ͏ͳจݙ


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  62. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ΫϥΠΞϯτଆ͸ʁ
    ‣ ٞ࿦ͷൣғΛ໌֬ʹ͢ΔͨΊɺҎޙ͸ʮ8FCηΩϡϦςΟʯͱ͍͏ྖҬΛɺҎ
    ԼͷྖҬʹ෼͚ͯߟ͑Δɻ
    ‣ ΫϥΠΞϯταΠυ8FCγεςϜͷηΩϡϦςΟ
    ‣ αʔόαΠυ8FCγεςϜͷηΩϡϦςΟ

    αʔόαΠυ
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  63. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ΫϥΠΞϯτଆ͸ʁ
    ‣ ٞ࿦ͷൣғΛ໌֬ʹ͢ΔͨΊɺҎޙ͸ʮ8FCηΩϡϦςΟʯͱ͍͏ྖҬΛɺҎ
    ԼͷྖҬʹ෼͚ͯߟ͑Δɻ
    ‣ ΫϥΠΞϯταΠυ8FCγεςϜͷηΩϡϦςΟ
    ‣ αʔόαΠυ8FCγεςϜͷηΩϡϦςΟ

    αʔόαΠυ
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  64. ͓ΘΓʹ
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  65. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
    ૉ๿ͳٙ໰΁ͷ౴͑ʢ࠶ܝʣ
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    ͔ͭɺ͜ͷؔ৺ྖҬͷ֦େ͸ɺٕज़ελοΫͷมԽͱͱ΋ʹਐΈͭͭ͋Δɻ

    Hello,
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  66. ˜TIJGUKTJOGP
    ͚ͩ͢͜͠ϚΫϩͳࢹ఺͔Βଊ͑Δ8FCηΩϡϦςΟ
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    ‣ ηΩϡΞʹͭͳ͛Δ
    ‣ ηΩϡΞʹ͏͔͢͝

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