About CICD and Monitoring at LINE

by LINE Developers

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LINEにおける CI/CD と Monitoring うちのDevOps事情〜大規模サービスのモニタリングあれこれ〜 2020.01.29 LINE Growth Technology株式会社⿊⽊亮太

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ࠇ໦ ྄ଠ -*/&(SPXUI5FDIOPMPHZגࣜձࣾ ։ൃࣨࣨ௕ Ϡϑʔגࣜձࣾ גࣜձࣾ$ZCFS"HFOU -*/&(SPXUI5FDIOPMPHZגࣜձࣾ .Z1SPGJMF DIBNQ@NFMPO SZPUBLVSPLJ

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-*/&(SPXUI5FDIOPMPHZʁ $*$% .POJUPSJOH"MFSU 01 02 03 Agenda

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-*/&(SPXUI5FDIOPMPHZʁ $*$% .POJUPSJOH"MFSU 01 02 03 Agenda

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子会社(100%) 開発組織

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.JTTJPO 'PS(SPXUIPG4FSWJDFTBOE:PV αʔϏεͷ੒௕ ਓͷ੒௕

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(SPXUI։ൃͱ͸ʁ -*/&ઐ໳ͷۀ຿ҕୗ૊৫ʁ (SPXUI)BDLઐ໳ͷνʔϜʁ

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(SPXUI։ൃͱ͸ʁ -*/&ઐ໳ͷۀ຿ҕୗ૊৫ʁ (SPXUI)BDLઐ໳ͷνʔϜʁ -*/&αʔϏεͷ੒௕Λ୲͏։ൃ૊৫

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(SPXUI։ൃͱ͸ʁ -*/&αʔϏεͷ੒௕ ಺ଆͷྖҬ ֎ଆͷྖҬ

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-*/&(SPXUI5FDIOPMPHZ • -*/&ͷ։ൃ૊৫ • -*/&ͷಉਫ४Ͱ։ൃΛߦ͏ • ٕज़ • ΞʔΩςΫνϟ • (SPXUI։ൃΛઐ໳ྖҬͱ͢ΔνʔϜ

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-*/&(SPXUI5FDIOPMPHZ

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• Ҏ߱ͷϓϨθϯ͸ɺ-*/&(SPXUI5FDIOPMPHZʢ(5ʣͷۀ຿ ࣠Ͱͷ࿩ͱͳΓ·͢ • -*/&άϧʔϓશମͰ͸ɺඞͣ͠΋ಉ༷ͱ͍͏ࣄͰ͸͋Γ·ͤΜ ͸͡Ίʹ

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-*/&(SPXUI5FDIOPMPHZʁ $*$% .POJUPSJOH"MFSU 01 02 03 Agenda

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$*$%

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$*$% +FOLJOT $JSDMF$* %SPOF 1.$ ˞ $*$% 5PPM ˞ -*/&಺੡ͷ$*$%πʔϧɻৄࡉ͸ޙड़

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$*$% +FOLJOT $JSDMF$* %SPOF 1.$ ˞ $*$% 5PPM ˞ -*/&಺੡ͷ$*$%πʔϧɻৄࡉ͸ޙड़

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• -*/&Ͱඪ४తʹར༻͞Ε͍ͯΔEFQMPZπʔϧ • ໾ׂ • $.%# DPOGJHVSBUJPONBOBHFNFOUEBUBCBTF • #VJME • %FQMPZ • ؂ࠪ༻ʹϩάΛҰఆظؒʢࣾ಺نఆʣอ࣋͠ɺ(6*ͰՄࢹԽ͕Մೳ 1.$ͱ͸ʁ

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αʔϏε (JUIVC &OUFSQSJTF 1.$ 1.$Λར༻ͨ͠$*$%ͷύλʔϯ +FOLJOT $* $% .BWFO CVJMEͰͷੜ੒ϑΝΠϧΛࣾ಺ϦϙδτϦʹೖΕɺཤྺ؅ཧͳͲ΋ߦ͍ͬͯΔ

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,TͳͲίϯςφͰͷར༻͸૝ఆ͞Ε͍ͯͳ͍ͨΊɺҎԼͷ͍ͣΕ͔ͷରԠ͕ඞਢʹͳͬͯ ͘Δ • 1.$ͷπʔϧ֦ுʢίϯςφରԠʣ • 1.$Ҏ֎ͷ୅ସखஈͷݕ౼ 1.$ͷݱঢ়Ͱͷ՝୊

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ͦ͜Ͱɺ

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࣮༻Խʹ޲͚ͨࢼΈΛ࣮ࢪத ͳͥ%SPOFΛར༻͢Δͷ͔ʁ • %PDLFSωΠςΟϒͰ͋Δ • εέʔϧϝϦοτ • +FOLJOTΑΓ΋ɺCVJMEUFTU͕ߴ଎ʹ࣮ߦՄೳ • ࣾ಺ʹશࣾ%SPOF؀ڥ͕͋Δ %SPOF

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%SPOFΛ༻͍ͨࢼΈʢΠϚίίʣ αʔϏε (JUIVC &OUFSQSJTF 1.$ %SPOF )BSCPS ˞1SJWBUF%PDLFS3FQPTJUPSZ $* $%

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%SPOFΛ༻͍ͨࢼΈʢࠓޙʣ αʔϏε (JUIVC &OUFSQSJTF %SPOF $* )BSCPS ˞1SJWBUF%PDLFS3FQPTJUPSZ $% "SHP$% ˞LTͷͨΊͷΦʔϓϯιʔεͳ ίϯςφωΠςΟϒϫʔΫϑϩʔΤϯδϯ

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%SPOFΛ༻͍ͨࢼΈʢࠓޙʣ αʔϏε (JUIVC &OUFSQSJTF %SPOF $* )BSCPS ˞1SJWBUF%PDLFS3FQPTJUPSZ $% "SHP$% ˞LTͷͨΊͷΦʔϓϯιʔεͳ ίϯςφωΠςΟϒϫʔΫϑϩʔΤϯδϯ αʔϏεಋೖʹ޲͚ͯಈ͍͍ͯΔ͕࣮༻Խʹ͸·ͩ ͍͔ͭ͘ϋʔυϧ͕ɻɻ ͜ͷ࿩͸࣍ͷػձʹͰ΋

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-*/&(SPXUI5FDIOPMPHZʁ $*$% .POJUPSJOH"MFSU 01 02 03 Agenda

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ʢ࣍ͷ"HFOEBʹߦ͘લʹʣ -*/&Ͱͷ৬छͷ࿩Λগ͠

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• ΤϯδχΞϩʔϧ • αʔόʔαΠυ • ϑϩϯτΤϯυ • ։ൃࢧԉʢ%FW0QTʣ • ։ൃࢧԉʢ%FW0QTʣ • αʔϏε։ൃʹ͓͚Δʮࢧԉπʔϧʢ6UJMJUZʣͷ։ൃʯͳͲ43&ͷΑ͏ͳಈ͖ํΛ͢ ΔνʔϜ ΤϯδχΞͷ৬छ

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৬छͱΧόʔൣғ Πϯϑϥ ։ൃࢧԉʢ%FW0QTʣ αʔόʔαΠυ ϑϩϯτΤϯυ ϓϥΠϕʔτΫϥ΢υ ʢ7FSEBʣ ৬छ ϛυϧ΢ΣΞ ։ൃࢧԉπʔ ϧ ΞϓϦέʔ γϣϯ Χόʔൣғ

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-*/&(SPXUI5FDIOPMPHZʁ $*$% .POJUPSJOH"MFSU 01 02 03 Agenda

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.POJUPSJOH"MFSU

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.POJUBSJOH ;BCCJY 1SPNFUIFVT /4JHIU ˞ .POJUPSJOH 5PPM ˞ -*/&಺੡ͷαʔόʔͷ؂ࢹπʔϧɻओʹαʔϏεԣஅͰαʔόʔঢ়گͷ؂ࢹʹ༻͍͍ͯΔ

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.POJUBSJOH ;BCCJY 1SPNFUIFVT /4JHIU ˞ .POJUPSJOH 5PPM ˞ -*/&಺੡ͷαʔόʔͷ؂ࢹπʔϧɻओʹαʔϏεԣஅͰαʔόʔঢ়گͷ؂ࢹʹ༻͍͍ͯΔ

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1SPNFUIFVTΛར༻ͨ͠.POJUPSJOHͷύλʔϯ (SBGBOB 1SPNFUIFVT .POJUPSJOH 7JTVBMJ[F 1SPNHFO

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• 1SPNFUIFVTΛΞϓϦέʔγϣϯΤϯδχΞ͕ར༻͠΍͘͢͢Δπʔϧ • ػೳ • 1SPNFUIFVTͷઃఆϑΝΠϧͷ࡞੒؅ཧ • Ξϥʔτͱ௨஌ͷߏ੒؅ཧ • 0QFO4PVSDFͱͯ͠ެ։ • IUUQTHJUIVCDPNMJOFQSPNHFO 1SPNHFO

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1SPNHFO <-*/&&OHJOFFSJOH#MPHͰͷؔ࿈هࣄ> 1SPNFUIFVTΛαʔϏεͱͯ͠ఏڙ͢Δ IUUQTFOHJOFFSJOHMJOFDPSQDPNKBCMPHQSPWJ EJOHQSPNFUIFVTBTBTFSWJDF

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1SPNHFOɿ3VMFT • ϞχλϦϯάϧʔϧͷઃఆ • ࠷௿ݶͷϧʔϧ͸ɺσϑΥϧτͰ༻ҙ͞Ε͍ͯ Δ • αʔϏεଆͰΧελϚΠζՄೳ • దԠͷ0O0GG • ᮢ஋ • ϧʔϧͷΦʔόʔϥΠυ

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1SPNHFOɿ4FOEFS • ௨஌ͷઃఆ • ར༻Ͱ͖Δ௨஌ͷछྨ • .BJM • 4MBDL • -*/& • XFCIPPL

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1SPNHFOɿ1SPKFDUT • άϧʔϓͷઃఆ • ద੾ͳ୯ҐͰάϧʔϐϯάͭͭ͠ɺ؅ཧ͢Δࣄ͕Մೳ • ྫʣ • 8FC • "1* • #BUDI ͳͲ

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ͦͷଞͷศརπʔϧ

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• ࣾ಺൛ͷ"OTJCMF(BMBYZ༻ͷϦϙδτϦ • ؅ཧର৅ • 1SPNFUIFVTͷ֤छFYQPSUFS • ֤छϛυϧ΢ΣΞ • ΞϓϦέʔγϣϯଆʹ"OTJCMF ͰೖΕΔ͚ͩͰɺ؅ཧ͠΍͍͢ ઃఆͰಋೖͰ͖Δ $PTNP

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• ΞϥʔτΛ4MBDL΁௨஌ͯ͘͠ΕΔ#PU • 1SPNHFOͱ࿈ܞͯ͠ΞϥʔτͷTJMFODFΛ4MBDL্͔ΒઃఆͰ͖Δ ".#PU