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秒間数万のログをいい感じにするアーキテクチャ

 秒間数万のログをいい感じにするアーキテクチャ

AWS Summit Tokyo 2016 Developer Conference (2016/06/03)

Hokuto Hoshi

June 03, 2016
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  1. ඵؒ਺ສͷϩάΛ

    ͍͍ײ͡ʹ͢ΔΞʔΩςΫνϟ
    )PLVUP)PTIJ!$PPLQBE*OD
    "844VNNJU5PLZP

    View Slide

  2. ੕๺ే ΄͠΄͘ͱ
    !LBOJ@C
    w ΫοΫύουגࣜձࣾΠϯϑϥετϥΫνϟʔ෦

    ηΩϡϦςΟάϧʔϓάϧʔϓ௕
    w 8FC\Πϯϑϥ ηΩϡϦςΟ^ΤϯδχΞ
    w ઃܭߏஙӡ༻
    w ੬ऑੑ਍அ *%4 8"' *4.4ӡ༻FUD
    w "84ೝఆ4" %FW0QTΤϯδχΞ
    1SPGFTTJPOBM

    View Slide

  3. View Slide

  4. w౤ߘϨγϐ਺ສ඼Ҏ্
    w݄ؒར༻ऀ਺ ສਓ

    ೥݄ݱࡏ

    View Slide

  5. ٕज़ελοΫ
    w ΄΅શͯͷαʔϏε͕3VCZ3VCZPO3BJMT
    w (PMBOH OPEFKT 1ZUIPOͳͲͷՕॴ΋
    w %PDLFS
    w ൒਺Ҏ্ͷγεςϜ͕%PDLFSͰຊ൪Քಇ
    w 6CVOUVX*UBNBF
    w $FOU04X1VQQFU͔ΒҠߦத
    w શαʔϏε͕"84্ͰՔಇ

    View Slide

  6. ΫοΫύουͱ"84
    w ೥ʹ%$͔Β׬શҠߦ
    w ೥ݱࡏ
    w "NB[PO&$Πϯελϯεd ୆ఔ౓
    w "NB[PO4ΦϒδΣΫτԯҎ্
    w ϐʔΫ࣌ಉ࣌ϦΫΤετ਺ SFRTҎ্

    View Slide

  7. "84ར༻αʔϏε
    w ΄΅શͯͷ"84αʔϏεΛར༻ɾݕূ
    w ࠓճͷ͓࿩ʹؔ܎͢ΔαʔϏε
    w "NB[PO&$ "NB[PO71$ Ҏ߱&$ 71$ͱදه

    w "NB[PO,JOFTJT4USFBNT Ҏ߱,JOFTJT4USFBNTͱදه

    w "NB[PO%ZOBNP%# Ҏ߱%ZOBNP%#ͱදه

    w "NB[PO3FETIJGU Ҏ߱3FETIJGUͱදه

    w "84-BNCEB Ҏ߱-BNCEBͱදه

    View Slide

  8. ࠓ೔ͷςʔϚ

    ϩάΛ͍͍ײ͡ʹ͢Δ

    View Slide

  9. ͳͥϩάΛूΊΔͷ͔ʁ
    w 8FCαʔϏεʹ͓͍ͯ͸ϩά͚͕ͩlى͖ͨ͜ͱzΛࣔͤΔ
    w αʔϏεվળΛ͢ΔͨΊʹ͸ඞཁෆՄܽ
    w Ծઆͷݕূ
    w ύϑΥʔϚϯεվળ
    w γεςϜτϥϒϧͷղফ
    w FUDʜ

    View Slide

  10. ऩू͍ͯ͠Δϩά
    w 17ϩά
    w ϖʔδӾཡ͝ͱʹه࿥͞ΕΔ
    w Ӿཡ਺ɺݕࡧಈ޲ͷ෼ੳͳͲ
    w ޿ࠂܥϩά
    w ΠϯϓϨογϣϯɺΫϦοΫɺ

    ίϯόʔδϣϯ
    w ഑৴੍ޚ΍ޮՌଌఆʹ
    w ΞΫςΟϏςΟϩά
    w Ϣʔβߦಈ ը໘ભҠͳͲ

    w ࢪࡦݕূɺϞόΠϧΞϓϦͷಈ࡞ϩάͱͯ͠
    w ؂ࠪϩά
    wϢʔβσʔλͷ࡞੒ɾߋ৽ɾ࡟আɺ

    ϩάΠϯϩάͳͲ
    wαϙʔτɺηΩϡϦςΟ؂ࠪͳͲʹ
    w,1*༻ϩά
    wlग़དྷࣄzΛه࿥͢Δϩά
    w66 %6ͳͲ΋ࣗಈܭࢉɺ,1*؅ཧ༻
    wγεςϜϩά
    w04ɺϛυϧ΢ΣΞͷϩά
    wγεςϜ؅ཧ༻
    wFUDʜ

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  11. ϩάʹٻΊΔཁ݅
    w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ
    w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ
    w ྔΛݮΒ͢ αϯϓϦϯά
    ඞཁ͕ͳ͍͜ͱ
    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ

    View Slide

  12. ϩάʹٻΊΔཁ݅
    ͍͍ײ͡ʹ
    w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ
    w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ
    w ྔΛݮΒ͢ αϯϓϦϯά
    ඞཁ͕ͳ͍͜ͱ
    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ

    View Slide

  13. ݱࡏͷن໛
    w 'MVFOUEʹྲྀΕ͍ͯΔϩά ֓ࢉ

    w σʔλ૯ྔd(#೔
    w Ϩίʔυ਺ԯϨίʔυҎ্೔
    w ඵؒ d Ϩίʔυ͘Β͍
    ˞ΠϝʔδͰ͢

    View Slide

  14. ϩάऩूͷมભ
    w ೥͘Β͍·Ͱ
    w ڊେͳ.Z42-ςʔϒϧʹॻ͔ΕΔ࣌୅ 17ϩά ޿ࠂϩάͷΈ

    "QQ4FSWFST
    -# .Z42-.BTUFS
    .Z42-4MBWF
    QW@MPHUBCMF
    6TFS

    View Slide

  15. ϩάऩूͷมભ

    w ·ͩ17ϩά ޿ࠂϩάͷΈ
    w 'MVFOUEಋೖ
    w ։ൃऀ͕ࣗ༝ʹϩάΛऔಘɺอଘͰ͖ΔΑ͏ʹ
    w ϩά͸.Z42- .POHP%#΍4 &.3༻
    ʹอଘ

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  16. 'MVFOUEʹ͍ͭͯ
    w ϩάऩू؅ཧπʔϧ
    w 5SFBTVSF%BUB͕ࣾ044ͱͯ͠։ൃ
    w ॊೈͰॻ͖΍͍͢ೖग़ྗϓϥάΠϯػߏ
    w όοϑΝϦϯάػೳΛσϑΥϧτͰ࣋ͭ
    w ϩάͷϧʔςΟϯά͕ඇৗʹ΍Γ΍͍͢
    w ΫοΫύουͰ͸΄΅શͯͷΠϯελϯεͰಋೖ

    View Slide

  17. "QQ4FSWFST
    &-# .Z42-.BTUFS
    .Z42-4MBWF
    ϩάऩूͷมભ

    -PH"HHSFHBUPS
    &.3$MVTUFS
    6TFS
    "NB[PO4
    %FWFMPQFS

    View Slide

  18. ϩάऩूͷมભ

    w 5SFBTVSF%BUBಋೖ
    w 42- )JWF2-
    ΞΫηεͰ͖Δ.BOBHFE)BEPPQ ౰࣌

    w ूܭͷߴ଎͞ɺར༻ͷ༰қ͞΋ख఻ͬͯϩά͕ٸ૿
    w 17ϩάҎ֎ͷϩά΋ऩू͞ΕΔΑ͏ʹ

    View Slide

  19. "QQ4FSWFST
    &-#
    ϩάऩूͷมભ

    -PH"HHSFHBUPS
    6TFS
    5SFBTVSF%BUB
    &.3$MVTUFS
    "NB[PO4
    %FWFMPQFS

    View Slide

  20. ϩάऩूͷมભ

    w "NB[PO3FETIJGUಋೖ
    w UP#޲͚෼ੳαʔϏε ͨ΂ΈΔ
    ͷόοΫΤϯυͱͯ͠
    w ΞϓϦέʔγϣϯͱ௚઀઀ଓ͢Δ%#ͱͯ͠ར༻
    w σʔλ͸5%.Z42-͔Βϩʔυͯ͠Ճ޻
    w ϩά͸ओʹ5%͔Βϩʔυ

    View Slide

  21. "QQ4FSWFST
    &-#
    ϩάऩूͷมભ

    -PH"HHSFHBUPS
    6TFS
    5SFBTVSF%BUB
    "NB[PO4
    "QQ4FSWFST
    &-#
    6TFS
    UBCFNJSV

    #BUDI4FSWFS
    3FETIJGU$MVTUFS
    %FWFMPQFS
    %JSFDUPS

    View Slide

  22. ϩάऩूͷมભ d

    w ৭ʑͳϩά͕ͲΜͲΜ5%43FETIJGUʹ஝ੵ͞Ε͍ͯ͘
    w &MBTUJDTFBSDIͳͲ΁ͷૹ৴΋͸͡·Δ
    w ྲྀྔ΍ॏཁ౓ɺॻ͖ࠐΈઌ͕૿͢ʹͭΕू໿ϊʔυ͕ϘτϧωοΫʹ

    View Slide

  23. ೥த०͘Β͍ͷߏ੒
    "QQ4FSWFST
    &-#
    -PH"HHSFHBUPS
    6TFS
    5SFBTVSF%BUB
    "NB[PO4
    "QQ4FSWFST
    &-#
    6TFS
    UBCFNJSV

    #BUDI4FSWFS
    3FETIJGU$MVTUFS
    %FWFMPQFS
    %JSFDUPS
    &MBTUJDTFBSDI

    View Slide

  24. ͳͥू໿ϊʔυΛ࢖͍ͬͯͨͷ͔
    w ઃఆͷ୯७Խ
    w શαʔόʹݸผʹઃఆΛ൓ө͍ͯ͘͠ͷ͸ඇޮ཰
    w ू໿ϗετͷϧʔςΟϯάͷΈΛมߋ͢Ε͹ྑ͍
    w εϧʔϓοτͷ࠷େԽ
    w σʔλࣗମͷΞάϦήʔγϣϯ
    w όονॻ͖ࠐΈ &MBTUJDTFBSDIͳͲ

    View Slide

  25. ى͖͍ͯͨ໰୊
    w ू໿ϊʔυͷෛՙ໰୊
    w ྲྀྔ૿ՃͰෛՙ্͕͕Γଓ͚Δ
    w ͦͷ··Ͱ͸ϚϧνίΞΛ࢖͑ͳ͍ͷͰϓϩηε෼ׂͰؤுͬͨΓʜ
    w ߴෛՙ࣌ͷΦϖϨʔγϣϯϛεͰԿ౓͔ϩάσʔλΛϩετ͢Δࣄނ΋͋ͬͨ

    ࠜຊݪҼ͕Ͳ͜ʹ͋Δ͔͸ෆ໌

    w ग़ྗઌ΁ͷૹ৴ස౓
    w ग़ྗઌΛl٧·Βͤͯ͠·͏z͜ͱ͕͋Δ &MBTUJDTFBSDIͳͲ

    w ૹ৴όοϑΝΛ࢖ͬͯ଴͓͔ͬͯ͘ϩάྔΛݮΒ͢ඞཁ͕͋ͬͨ

    View Slide

  26. ඞཁͱ͍ͯͨ͠΋ͷ
    w ૹ৴ઌͷू໿
    w ֤Πϯελϯε͔Β͸ʮಛʹߟ͑ͣσʔλΛૹΕΔʯঢ়ଶ
    w ϩάσʔλͷద੾ͳอޢ
    w ҆ఆͨ͠ύϑΥʔϚϯεɺѻ͍΍͍͢εέʔϧϞσϧ
    w ΞϓϦέʔγϣϯ͕ϩάΛQVMMͰ͖ΔϞσϧ
    w ॲཧཻ౓΍ύϑΥʔϚϯεͷҧ͏γεςϜͰ΋

    ಉ͡σʔλετϦʔϜΛѻ͑ΔΑ͏ʹ

    View Slide

  27. "NB[PO,JOFTJT4USFBNT

    View Slide

  28. "NB[PO,JOFTJT4USFBNT
    w ෼ࢄϝοηʔδϯάαʔϏε
    w %$ؒͰͷϨϓϦέʔγϣϯ
    w ෼ࢄߏ੒ʹΑΔ༰қͳεέʔϥϏϦςΟ֬อ
    w QVMMܕͷσʔλऔಘ
    w ϑϧϚωʔδυ
    w l҆શͳ౔؅z

    View Slide

  29. ,JOFTJT4USFBNTWT"QBDIF,BGLB
    w "QBDIF,BGLB
    w 044ͷ෼ࢄϝοηʔδϯάγεςϜ
    w 5XJUUFS /FUqJY ָఱͳͲ͕ར༻
    w ͲͪΒ΋ཁ݅Λຬ͕ͨ͢·ͣϚωʔδυͳ,JOFTJT4USFBNT͔Β
    w ӡ༻ෛՙͷܰݮ΋໨తͷҰͭͩͬͨ

    View Slide

  30. ͜Ε·ͰͷసૹϞσϧ
    &MBTUJDTFBSDI
    %ZOBNP%#
    4
    "HHSFHBUPS
    1SPEVDFS
    $POTVNFS

    View Slide

  31. ,JOFTJT4USFBNTͰͷసૹϞσϧ
    &MBTUJDTFBSDI
    %ZOBNP%#
    4
    ,JOFTJT4USFBNT
    1SPEVDFS
    $POTVNFS
    $POTVNFS͕
    4VCTDSJCF͢Δ

    View Slide

  32. ,JOFTJT4USFBNTʹΑΔQVMMܕૹ৴ͷར఺
    w ϩάͷऔΓѻ͍ΛऔΓࠐΈଆ੍͕ޚ͠΍͍͢
    w ʮͲͷ͘Β͍ʯϩάΛऔΓࠐΉ͔
    w औΓࠐΈͷҰ࣌ఀࢭɺ࠶։
    w ϩάͦͷ΋ͷΛετϦʔϜͱͯ͠อ͓͚࣋ͯ͠Δ
    w ૹ৴ଆ͸ʮͱʹ͔͘ϩάΛૹΔʯ͚ͩͰ͍͍

    View Slide

  33. ,JOFTJT4USFBNTͰͷసૹϞσϧ
    &MBTUJDTFBSDI
    %ZOBNP%#
    4
    ,JOFTJT4USFBNT
    1SPEVDFS
    $POTVNFS
    UFTUBQQ
    4VCTDSJCF͢Ε͹
    σʔλ͕ྲྀΕΔ

    View Slide

  34. 1SPEVDFS

    View Slide

  35. ,JOFTJT4USFBNT1SPEVDFSΛͭ͘Δ
    w ૹ৴ͦͷ΋ͷʹ͸'MVFOUE qVFOUQMVHJOLJOFTJT
    Λར༻
    w Πϯελϯε಺ͷόοϑΝϦϯά
    w ϩάͷϧʔςΟϯά
    w ΞϓϦέʔγϣϯͷίʔυΛมߋ͢Δඞཁ͕ͳ͍
    w ू໿ϊʔυ͔Βͷૹ৴͔Β։࢝
    w ࠷খݶͷมߋͰݕূͰ͖ΔΑ͏ʹ

    View Slide

  36. ߏ੒
    -PH"HHSFHBUPS
    ,JOFTJT4USFBNT
    "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST

    View Slide

  37. ू໿ϊʔυͷෛՙ໰୊
    w ϩάྲྀྔʹରͯ͠εϧʔϓοτ͕ग़ͳ͍
    $16ෛՙ

    w εέʔϧΞοϓͯ͠΋ࠜຊղܾͰ͖ͳ͍
    -PH"HHSFHBUPS
    ,JOFTJT4USFBNT
    "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST

    View Slide

  38. ू໿ϊʔυͷෛՙ໰୊
    w ϩάྲྀྔʹରͯ͠εϧʔϓοτ͕ग़ͳ͍
    $16ෛՙ

    w εέʔϧΞοϓͯ͠΋ࠜຊղܾͰ͖ͳ͍
    w ֤"QQαʔό͔Β௚઀ૹ৴͢ΔΑ͏ʹ
    ͯ͠ղফ
    ,JOFTJT4USFBNT
    "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST

    View Slide

  39. Ϩίʔυ਺ଟ͗͢໰୊
    w Ϩίʔυ਺,# େྔͷϨίʔυ਺
    w γϟʔυ͕ॲཧͰ͖Δͷ͸ ϨίʔυTFD
    w Ϩίʔυ.#·Ͱαϙʔτ͞Ε͍ͯΔͷʹʜ
    w શͯΛࡹͨ͘Ίʹ͸ଟ͘ͷγϟʔυ͕ඞཁʹʜ
    w

    View Slide

  40. ,JOFTJT1SPEVDFS-JCSBSZ ,1-

    w ,JOFTJT΁ͷσʔλૹ৴Λl͍͍ײ͡ʹzͯ͘͠ΕΔόΠφϦ ίΞ෦෼͸$

    w ϦτϥΠɺγϟʔυ਺࠷దԽɺϨίʔυू໿ɺϝτϦΫεૹ৴
    w ,JOFTJTϨίʔυʹෳ਺ϨίʔυΛ٧ΊࠐΉ͜ͱͰεϧʔϓοτΛ্͛Δ
    w ࣮૷ͱͯ͠͸1SPUPDPM#V⒎FST
    w ಠཱͨ͠ϓϩηεͱͯ͠ಈ͖*1$ͰϩάΛड͚औΔ
    NTH NTH NTH NTH NTH NTH NTH
    .#
    NTH FNQUZ
    ͜Ε·Ͱ
    ,1-

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  41. qVFOUQMVHJOLJOFTJT
    w IUUQTHJUIVCDPNBXTMBCTBXTqVFOUQMVHJOLJOFTJT
    w ,1-Λ࢖ͬͨૹ৴ʹରԠ
    w 'MVFOUEϓϩηεͷࢠϓϩηεͱͯ͠,1-͕ىಈ͢Δ

    View Slide

  42. ,1-ʹΑΔू໿ͷಋೖ
    w Ϩίʔυ਺͕ܹݮ
    w γϟʔυ਺͕ݮΒͤΔΑ͏ʹͳͬͨ
    w ࣌ؒ͝ͱͷϨίʔυ਺ͷৼΕ෯΋খ͘͞ͳͬͨ
    ू໿։࢝

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  43. $POTVNFS
    ˞ݱࡏ͸ࢼݧӡ༻த

    View Slide

  44. ޿ࠂϩά
    w ΫϦοΫɺΠϯϓϨογϣϯɺΠϕϯτϩά
    w ྲྀྔ͕ඇৗʹଟ͍
    w ୯ମͰ ϨίʔυඵΛ௒͑Δ
    w ഑৴੍ޚɺ੒Ռใࠂʹར༻
    w ܽଛɺ େ͖ͳ
    ஗Ԇ͕Ϗδωε্ΫϦςΟΧϧʹ
    w ४ϦΞϧλΠϜͳσʔλूܭ͕ཁٻ͞ΕΔΑ͏ʹ

    View Slide

  45. ޿ࠂϩάߏங͍ͯ͠Δऩूɾूܭ
    w 'MVFOUEͰ5SFBTVSF%BUBͱ,JOFTJT4USFBNTʹૹ৴
    w 5SFBTVSF%BUBͰόονूܭ
    w ,JOFTJT4USFBNT͔Β-BNCEBGVODUJPO΁
    w -BNCEBGVODUJPO͔Β4ʹૹ৴ 3FETIJGUΠϯϙʔτ

    w -BNCEBGVODUJPOͰूܭͯ͠%ZOBNP%#ʹ֨ೲ ଎ใσʔλ

    w 3FETIJGU 5SFBTVSF%BUBͷσʔλΛ.Z42-ʹ֨ೲͯ͠ར༻
    w %ZOBNP%#ͷσʔλ͸௚઀ར༻

    View Slide

  46. ߏ੒
    -PH"HHSFHBUPS
    ,JOFTJT4USFBNT
    "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST
    5SFBTVSF%BUB
    4
    -BNCEBGVODUJPO
    -BNCEBGVODUJPO
    %ZOBNP%#
    #BUDI4FSWFS
    3FETIJGU$MVTUFS

    View Slide

  47. -BNCEBͱ,JOFTJT4USFBNT
    w ૬ੑ͕ྑ͍
    w γϟʔυ਺୯ҐͰ࣮ߦίϯςφ͕εέʔϧ͢Δ
    w ϦτϥΠػߏΛ΋ͭ
    w &$Πϯελϯεͷ؅ཧ͕ෆཁ
    w ݸਓతʹ
    3VCZ͕࢖͑ΔΑ͏ʹͳͬͯ͘ΕΔͱخ͍͠ʜ

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  48. -BNCEBͱ,1-
    w ,1-Ͱू໿͞ΕͨϨίʔυΛ΄Ͳ͘ඞཁ͕͋Δ
    w "84͕-BNCEBͰ࢖͑ΔϥΠϒϥϦΛग़͍ͯ͠Δ
    w IUUQTHJUIVCDPNBXTMBCTLJOFTJTBHHSFHBUJPO
    NTH NTH NTH NTH NTH NTH NTH

    View Slide

  49. ӡ༻ʹ͍ͭͯ
    w ߹ܭγϟʔυ͘Β͍
    w ,1-Ͱू໿͍ͯ͠ͳ͍ετϦʔϜ΋ؚΉ
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  50. ϩάʹٻΊΔཁ݅
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  51. ϩάʹٻΊΔཁ݅
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  55. 13

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