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αʔόʔϨεͰ"1*Λఏڙ͢Δࡍͷ ΞϓϦέʔγϣϯҎ֎ͷ࿩ ServerlessDays Fukuoka 2019 Shimpei Takamatsu (@shimpeiws)

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Shimpei Takamatsu (@shimpeiws) WebΞϓϦέʔγϣϯΛத৺ʹ JavaScript / Ruby / React / Node.js …. ιϑτ΢ΣΞΤϯδχΞ at Tokyo Certified Scrum Master ΞδϟΠϧ։ൃ ΞʔϦʔεςʔδͷελʔτΞοϓΛத৺ʹɺ ΞʔΩςΫνϟ/ઃܭɾ࣮૷ͷαϙʔτ ٕज़ࢧԉ ౙ͸פ͍͠҉͍ɺαϘΓ͕ͪ δϣΪϯά 01 02 03 04 ࠓ೔͸ͪ͜Βͷ͓࿩Ͱ͢

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໨࣍ αʔϏεͷ֓ཁͱΞʔΩςΫνϟ αʔόʔϨε͸Ͳ͏ͩͬͨ? νʔϜ։ൃͰͷऔΓ૊Έ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 01 02 03 04

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αʔϏεͷ֓ཁͱΞʔΩςΫνϟ 01

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αʔϏεͷ֓ཁͱΞʔΩςΫνϟ 01 http://sapeet.com/

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αʔϏεͷ֓ཁͱΞʔΩςΫνϟ 01 ਓʑͷੜ׆ΛεϜʔζͰ໘ന͘ ࢲͨͪ͸ਓؒΛத৺ͱͨ͠ܗ͋Δ΋ͷΛͦͷ··ͷ࢟ͰσʔλԽ͢Δ͜ͱʹ Αͬͯɺܭࢉػͷॲཧͷର৅ͱͳΓɺਓʑ͕ΑΓࣗ෼ʹ߹͏ϞϊɾίτʹΞ ΫηεͰ͖ɺεϜʔζͰϫΫϫΫ͢Δੜ׆Λ࣮ݱ͠·͢ w࣍ݩؔ࿈ٕज़ w෺ཧԋࢉ wػցֶशਂ૚ֶशͳͲ ڧΈΛٕ࣋ͭज़

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w Ϣʔβʔ͔ΒͷϦΫΤετΛड͚ϨεϙϯεΛฦ٫ w )551+40/ w ޙଓͷΞϧΰϦζϜϞδϡʔϧʹϦΫΤετ͠ɺ݁Ռ ΛΞάϦήʔγϣϯ w ೝূɾೝՄͳͲ "1*αʔϏϯά w ը૾ೝࣝɺػցֶशɾਂ૚ֶशɺΞόλʔੜ੒FUDʜ w ࢖༻ݴޠ͕ΞϧΰϦζϜʹΑͬͯҟͳΔ w ϫʔΫϩʔυ͕ΞϧΰϦζϜʹΑͬͯҟͳΔ w *0͕ΞϧΰϦζϜʹΑͬͯҟͳΔ w */࠾ੇσʔλɺը૾FUDʜ w 065σʔλɺը૾ɺ%ϑΝΠϧFUDʜ ΞϧΰϦζϜϞδϡʔϧ αʔϏεͷ֓ཁͱΞʔΩςΫνϟ 01 γεςϜߏ੒ͷಛ௃ w"1*αʔϏϯά෦෼ͱΞϧΰϦζϜϞδϡʔϧʹ෼͔ΕΔ wΞϧΰϦζϜ෦෼ͷԠ౴εϐʔυ͸ϞδϡʔϧʹΑ༷ͬͯʑ wΞϧΰϦζϜϞδϡʔϧ͸ݴޠϫʔΫϩʔυϨεϙϯελΠϜ*0͕༷ʑ

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αʔϏεͷ֓ཁͱΞʔΩςΫνϟ 01 Rails + PostgreSQL Elastic BeanstalkͰΦʔτεέʔϦϯά APIαʔόʔ Python, C++ etc… EC2Πϯελϯε(CPU/GPU) ֤Ϟδϡʔϧ͕HTTPΠϯλϑΣʔεఏڙ Algorithm Modules HTTP/JSONͰ͢΂ͯಉظతʹ௨৴ ௨৴(API <> ΞϧΰϦζϜ) 01 02 03 Before

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αʔϏεͷ֓ཁͱΞʔΩςΫνϟ 01 Serverless + DynamoDB + Ұ෦postgres εέʔϦϯά͸Lambda APIαʔόʔ Python, C++ etc… EC2Πϯελϯε(CPU/GPU) ֤Ϟδϡʔϧ͸SQSΛϙʔϦϯά Algorithm Modules SQSΛத৺ͱͨ͠ΠϯλϑΣʔε Ұ෦S3΍DynamoDBͷτϦΨʔ ௨৴(API <> ΞϧΰϦζϜ) 01 02 03 After

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αʔόʔϨε͸Ͳ͏ͩͬͨ? 02

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Α͔ͬͨ

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w 4FSWFSMFTT'SBNFXPSL /PEFKT5ZQF4DSJQU "84 w ୯७ͳ"1*ɺετϦʔϜ͔Βͷ-BNCEBىಈ w ϛυϧ΢ΣΞͷ࢖༻ %ZOBNP%#ɺ"1*(BUFXBZ ͰͷXFCTPDLFUFUDʜ w ϓϩμΫγϣϯͰ͸࢖༻͠ͳ͔ͬͨ΋ͷ΋͋Δ 1P$ w ϨΠϠϦϯάσΟϨΫτϦߏ੒ͷܾఆ w ڞ௨Ϟδϡʔϧͷ࡞੒ Ϩεϙϯε΍ΤϥʔϋϯυϦϯ ά w Ϣχοτςετ KFTU ͷ؀ڥͱςετର৅ɾςετͷ ॻ͖ํͷύλʔϯΛ੔උ w -JOU ։ൃ؀ڥͷ੔උ αʔόʔϨε͸Ͳ͏ͩͬͨ? ։ൃલͷࣄલ४උ w։ൃऀ͸dਓఔ౓ɺػೳ։ൃɾςετͰϲ݄ఔ౓ͷظؒ wࣄલʹࣗ਎͕୲౰Ͱ࢓༷Λຬͨ͢͜ͱ͕Մೳ͔ͷ1P$ͱ։ൃ؀ڥͷ੔උΛ ͓͜ͳͬͨ 02

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w ։ൃͷ্ཱ͕ͪΓ͕ૣ͔ͬͨ w ΞϓϦέʔγϣϯΛॻ͘෼ʹ͸ֶशίετ͕௿͍ w جຊతʹ-BNCEBͷ'VODUJPOΛॻ͚ͩ͘ w ϢχοτςετͰ඼࣭͸҆ఆͨ͠ (PPE w $*΍ϦϦʔεϑϩʔ w MPDBM։ൃ؀ڥ w ωοτϫʔΫઃఆ w υϝΠϯɺ71$ɺ֎෦ωοτϫʔΫ઀ଓFUDʜ .PSF αʔόʔϨε͸Ͳ͏ͩͬͨ? (PPE.PSF w։ൃΛ௨ͯ͡ྑ͔ͬͨ෦෼ (PPE ͱ޻෉ͨ͠PS΋ͬͱվળ͍ͨ͠ .PSF ͳ෦෼ wΞϓϦέʔγϣϯ։ൃ͸૯ͯ͡εϜʔζͩͬͨ w.PSF͸ΞϓϦέʔγϣϯzҎ֎zͷ෦෼ 02

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·ͱΊ w4FSWFSMFTT'SBNFXPSL͸։ൃʹಓےΛ༩͑ͯ͘ΕͨɻΞϓϦέʔγϣϯ ։ൃʹूதͰ͖Δ w͋Δఔ౓ͷ४උΛ͢Ε͹νʔϜ։ൃͰͷ্ཱ͕ͪΓ΋ૣ͍ wΞϓϦέʔγϣϯ։ൃʹूத͢ΔͨΊʹ͸ΞϓϦέʔγϣϯzҎ֎zͷ෦෼Λ ੔͓͑ͯ͘ඞཁ͕͋Δ αʔόʔϨε͸Ͳ͏ͩͬͨ? 02

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։ൃϑϩʔ/։ൃ؀ڥ 03

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w ։ൃͷ্ཱ͕ͪΓ͕ૣ͔ͬͨ w ΞϓϦέʔγϣϯΛॻ͘෼ʹ͸ֶशίετ͕௿͍ w جຊతʹ-BNCEBͷ'VODUJPOΛॻ͚ͩ͘ w ϢχοτςετͰ඼࣭͸҆ఆͨ͠ (PPE w $*΍ϦϦʔεϑϩʔ w MPDBM։ൃ؀ڥ w ωοτϫʔΫઃఆ w υϝΠϯɺ71$ɺ֎෦ωοτϫʔΫ઀ଓFUDʜ .PSF αʔόʔϨε͸Ͳ͏ͩͬͨ? (PPE.PSF w։ൃΛ௨ͯ͡ྑ͔ͬͨ෦෼ (PPE ͱ޻෉ͨ͠PS΋ͬͱվળ͍ͨ͠ .PSF ͳ෦෼ wΞϓϦέʔγϣϯ։ൃ͸૯ͯ͡εϜʔζͩͬͨ w.PSF͸ΞϓϦέʔγϣϯzҎ֎zͷ෦෼ 02

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։ൃ؀ڥ/։ൃϑϩʔ $*ͷಋೖ w$JSDMF$*(JU)VC"DUJPOTΛηοτΞοϓ wϢχοτςετ +FTU ͱ-JOUΛQVTI࣌ʹ࣮ߦ w13ϚʔδͷλΠϛϯάͰࣾ಺ݕূ؀ڥʹσϓϩΠ 03

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։ൃ؀ڥ/։ൃϑϩʔ σϓϩΠ w"84$PEF#VJMEΛ࢖༻ɺTMTEFQMPZ͍ͯ͠Δ͚ͩ w$PEF#VJMEͱςϯϓϨʔτͷ࡞੒͸TFSWFSMFTTͱ͸ผʹ $MPVE'PSNBUJPOͰॻ͍͍ͯΔ w؀ڥม਺͸4ZTUFN.BOBHFSͷ1BSBNFUFS4UPSFΛ࢖༻ w$PEF#VJMEͷ࣮ߦ͸$*͔ΒBXTDMJͰ࣮ߦ 03

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։ൃ؀ڥ/։ൃϑϩʔ ϩʔΧϧ։ൃ؀ڥ wEPDLFSDPNQPTFͰϛυϧ΢ΣΞΛଗ͑Δ w%ZOBNP%#ɺ&MBTUJD.2ɺ-PDBM4UBDL 4༻ wετϦʔϜܦ༝ىಈ͕ଟ͍ͷͰTFSWFSMFTTPGGMJOF΍JOWPLFͰͷϩʔΧϧ ಈ࡞֬ೝ͕ͮ͠Β͍ wϢχοτςετ͸݁ߏ͔ͬ͠Γॻ͍͍ͯΔ &WFOU΍$POUFYU͑͞NPDL͠ ͯ͠·͑͹ॻ͖΍͍͢ 03

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։ൃ؀ڥ/։ൃϑϩʔ ·ͩ՝୊ʹײ͍ͯ͡Δ෦෼ w։ൃ؀ڥ w΍ͬͺΓϩʔΧϧͰ΋ಈ࡞֬ೝ͍ͨ͠ɺΫϥΠΞϯτͱ͋Θͤͯಈ࡞֬ೝ ͨ͠ wϩʔΧϧͰಈ͔ͤͳ͍ͳΒ͹ɺGFBUVSF୯Ґͷςετ؀ڥΛ࡞Δ wσϓϩΠ w3%#ͷ৔߹ɺNJHSBUJPOΛͲ͏؅ཧ͍ͯͭ͠σϓϩΠ͢Δ wϫϯγϣοτͰྲྀ͍ͨ͠εΫϦϓτతͳ΋ͷΛͲ͏ྲྀ͢ wTFSWFSMFTTEFQMPZʹ৐Γ੾Βͳ͍΋ͷΛͲ͏ѻ͏ 03

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։ൃ؀ڥ/։ൃϑϩʔ ·ͱΊ w։ൃ؀ڥ wϛυϧ΢ΣΞ͕ଟ͘ͳΓ͕ͪͰɺಈ࡞֬ೝ·Ͱग़དྷΔϩʔΧϧ؀ڥ͕࡞Γ ͮΒ͍ wEPDLFSΠϝʔδͰϛυϧ΢ΣΞΛଗ͑ͯɺςετΛॻ͘͜ͱͰ඼࣭୲อ ͨ͠ w$*ͷ੔උ w$PEF#VJMEΛTFSWFSMFTTͱ͸ผͷ$MPVE'PSNBUJPOͰ४උɺ$*͔Β࣮ ߦͯ͠σϓϩΠ wTFSWFSMFTTEFQMPZʹ৐Γ੾Βͳ͍΋ͷΛͲ͏ѻ͏͔ Έͳ͞ΜNBLF ΍TIFMMɺ࡞ΓࠐΜͰ·͢ΑͶ 03

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αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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w ։ൃͷ্ཱ͕ͪΓ͕ૣ͔ͬͨ w ΞϓϦέʔγϣϯΛॻ͘෼ʹ͸ֶशίετ͕௿͍ w جຊతʹ-BNCEBͷ'VODUJPOΛॻ͚ͩ͘ w ϢχοτςετͰ඼࣭͸҆ఆͨ͠ (PPE w $*΍ϦϦʔεϑϩʔ w MPDBM։ൃ؀ڥ w ωοτϫʔΫઃఆ w υϝΠϯɺ71$ɺ֎෦ωοτϫʔΫ઀ଓFUDʜ .PSF αʔόʔϨε͸Ͳ͏ͩͬͨ? (PPE.PSF w։ൃΛ௨ͯ͡ྑ͔ͬͨ෦෼ (PPE ͱ޻෉ͨ͠PS΋ͬͱվળ͍ͨ͠ .PSF ͳ෦෼ wΞϓϦέʔγϣϯ։ൃ͸૯ͯ͡εϜʔζͩͬͨ w.PSF͸ΞϓϦέʔγϣϯzҎ֎zͷ෦෼ 02

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2"1*αʔόʔΛ ಠࣗυϝΠϯͰӡ༻͍ͨ͠Ͱ͢ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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2"1*αʔόʔΛಠࣗυϝΠϯͰӡ༻͍ͨ͠Ͱ͢ w63-ͷσϑΥϧτ͸"84͕ൃߦ͢Δ'2%/ wಠࣗυϝΠϯ࢖༻ͷͨΊʹ͸3PVUFͰυϝΠϯʹඥ෇͚ΔTTMূ໌ ॻͷ४උ wlBNQMJGZFEVDBUJPOTFSWFSMFTTEPNBJONBOBHFSz͕ศར wࣄલʹ$FSUJGJDBUF.BOBHFSͰ44-5-4ূ໌ॻΛൃߦ͓ͯ͘͠ wσϓϩΠલʹlTFSWFSMFTTDSFBUF@EPNBJOzͰ$VTUPN%PNBJOΛ࡞ ੒͢Δ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04 custom: customDomain: domainName: ${self:provider.stage}-your-domain.${env:CUSTOM_DOMAIN_NAME} certificateName: ${env:CERTIFICATE_NAME} basePath: '' stage: ${self:provider.stage} createRoute53Record: true endpointType: 'regional'

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2ΞϧΰϦζϜϞδϡʔϧ͸ Πϯλʔωοτʹެ։ͨ͘͠ͳ͍Ͱ͢ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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αʔϏεͷ֓ཁͱΞʔΩςΫνϟ 01 Rails + PostgreSQL Elastic BeanstalkͰΦʔτεέʔϦϯά APIαʔόʔ Python, C++ etc… EC2Πϯελϯε(CPU/GPU) ֤Ϟδϡʔϧ͕HTTPΠϯλϑΣʔεఏڙ Algorithm Modules HTTP/JSONͰ͢΂ͯಉظతʹ௨৴ ௨৴(API <> ΞϧΰϦζϜ) 01 02 03 Before

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2ΞϧΰϦζϜϞδϡʔϧ͸Πϯλʔωοτʹެ։ͨ͘͠ͳ͍Ͱ͢ w#FGPSFͷߏ੒Ͱ͸શ͕ͯಉ͡71$಺ʹ͍ͨ wαʔόʔϨε͸جຊQVCMJDͳͷͰΞϧΰϦζϜϞδϡʔϧ΋ύϒϦοΫʹ ͳͬͯ͠·͏ ͱ͍͏ݒ೦͕౰ॳ͋ͬͨ w"1*ΞϧΰϦζϜϞδϡʔϧͷΠϯλϑΣʔεΛ424ʹͨ͜͠ͱͰࣗવ ͱղܾ wΞϧΰϦζϜϞδϡʔϧ͔Β424ͷऔಘ͕Ͱ͖Ε͹͍͍ͷͰ 065#06/%͚ۭ͍ͩͯΕ͹Α͍ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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2"1*΁ͷ઀ଓݩͷ*1Λ੍ݶ͍ͨ͠Ͱ͢ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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2"1*΁ͷ઀ଓݩͷ*1Λ੍ݶ͍ͨ͠Ͱ͢ wΤϯλʔϓϥΠζͳҊ݅઀ଓݩ͕αʔόʔͷ৔߹ʹൃੜ͢Δ wೝূΛ࡞ΓࠐΉΑΓ΋૒ํରԠ͕؆୯ͳͷͰબ୒ࢶʹ͕͋Δ w"1*(BUFXBZͷ3FTPVSDF1PMJDZͰ*1੍ݶՄೳ w஌Βͳ͍ͱͲ͜ͷϨΠϠʔͰ͔͚Δͷ ͱͳΓ·͢Ͷ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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2"ENJO༻ͷ"1*Λ ࣾ಺ݶఆʹެ։͍ͨ͠Ͱ͢ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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2"ENJO༻ͷ"1*Λࣾ಺ݶఆʹެ։͍ͨ͠Ͱ͢ w֎෦ʹఏڙ͍ͯ͠Δ"1*ͱ͸ผʹ؅ཧػೳΛ࡞Γ͍͚ͨΕͲɺը໘΍ೝূ Λ࡞Δ޻਺͕ʜ w$-*πʔϧΛ࡞Γɺ౿Έ୆αʔόʔ͔ΒͷΈΞΫηεՄೳʹ͠Α͏ w"1*(BUFXBZͷ1SJWBUF&OEQPJOUTͰ71$ΤϯυϙΠϯτܦ༝Ͱ"1* (BUFXBZʹΞΫηεՄೳ wTFSWFSMFTTͰ΋FOEQPJOU5ZQFͱ͍͏ύλϝʔλͰαϙʔτ͞Ε͍ͯΔ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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23%#͕࢖͍ͨ͘ͳΓ·ͨ͠ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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23%#͕࢖͍ͨ͘ͳΓ·ͨ͠ wجຊతʹ%ZOBNP%#Λ࢖͏ํ਑Ͱ͕͢ɺϦϨʔγϣφϧͳσʔλΛѻ͏ γʔϯ͕ग़͖ͯͨ w3%# 3%4 ʹݶΒͣ71$಺ͷϦιʔεʹΞΫηε͢Δ࣌ w-BNCEBΛ71$಺ʹ഑ஔ͢Δయܕతͳύλʔϯ TFSWFSMFTTͰͷαϙʔ τ΋͋ΔͷͰൺֱత؆୯ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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23%#Λ࢖͏-BNCEB͔Β Πϯλʔωοτʹ΋઀ଓ͍ͨ͠Ͱ͢ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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23%#Λ࢖͏-BNCEB͔ΒΠϯλʔωοτʹ΋઀ଓ͍ͨ͠Ͱ͢ wҰͭͷ-BNEB಺Ͱ3%#಺ͷσʔλΛࢀরߋ৽ͭͭ͠֎෦"1*Λୟ͘Α͏ ͳύλʔϯ w/"5(BUFXBZ͕ඞཁʹͳΓ͜Ε͕ͳ͔ͳ͔໘౗ɺඅ༻΋ؾʹͳΔʜ w"84#MPHͷҎԼهࣄͰखॱ͸໢ཏతʹղઆ͞Ε͍ͯΔͷͰ͋ͱ͸࣮૷ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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23%#Λ࢖͏-BNCEB͔ΒΠϯλʔωοτʹ΋઀ଓ͍ͨ͠Ͱ͢ wTFSWFSMFTTܦ༝Ͱ;ΜΘΓͱ࢖͍ͬͯͨ$MPVE'PSNBUJPOʹਅ᎜ʹ޲͖ ߹͏͕࣌དྷͨ wҎԼͷεχϖοτ $'OͱTFSWFSMFTT Λࢀߟʹ࠷খߏ੒Λ࡞੒ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04 https://gist.github.com/stevecaldwell77/b2e9f9179b4e52235fcee24cf37c8dc9 https://github.com/ittus/aws-lambda-vpc-nat-examples/blob/master/serverless.yml

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2໷ؒఀࢭՄೳͳ &$ΠϯελϯεΛఀࢭ͍ͨ͠Ͱ͢ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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2໷ؒఀࢭՄೳͳ&$ΠϯελϯεΛఀࢭ͍ͨ͠Ͱ͢ wඅ༻࡟ݮ͕໨తɺಛʹ(16ΠϯελϯεͳͲߴՁͳ΋ͷΛର৅ʹ͍ͨ͠ wTFSWFSMFTTͰ͸TDIFEVMFىಈͷΠϕϯτΛDSPOͰهड़͢Δ w"84Ͱ͸$MPVEXBUDI&WFOUT͕࡞੒͞Εͯ-BNCEBΛτϦΨʔͯ͠ ͍Δ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04 startEC2: handler: src/functions/EC2Start.index events: - schedule: cron(0 1 * * ? *) stopEC2: handler: src/functions/EC2Stop.index events: - schedule: cron(0 2 * * ? *)

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αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04 ͦͷଞͷখωλ w؀ڥ໊ͷTVGGJY͕ݪҼͰQSPEVDUJPO؀ڥߏஙͷλΠϛϯάͰ-BNCEBͷ จࣈ਺੍ݶΛ௒͑ͨ wϦϦʔεؒࡍʹͳΓɺQSPEVDUJPO؀ڥΛ४උͯ͠ʜ w"1*(BUFXBZɺ-BNCEB͸ͦΕͧΕʹϖΠϩʔυ্ݶΛ͍࣋ͬͯΔ w"1*(BUFXBZ .# ɺ-BNCEB .# ʜ wϛυϧ΢ΣΞΛଟ༻͢ΔͨΊ6OJU5FTU༻%PDLFSίϯςφͷϝϞϦফඅ͕ େ͖͘ɺ$JSDMF$*ͷඪ४ϝϞϦαΠζΛ௒͑ͨ wແ೦ͷҰ෦UFTUTLJQʜ w<13>ऴΘΒͳ͍-BNCEB࣮ߦͱ͍͏-BNCEBͰϋϚͬͨύλʔϯωλΛ ΞυϕϯτΧϨϯμʔͰॻ͖·͢

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·ͱΊ w࣮ࡍʹΞϓϦέʔγϣϯ։ൃ͍ͯ͘͠ͱඇػೳతͳཁ͕݅ग़ͯ͘Δ w஌Βͳ͍ͱz͜Ε͸Ͳ͜ͷϨΠϠʔͰߦ͏΋ͷ zͱͳΓ͕ͪ wΫϥ΢υΠϯϑϥͷ஌ࣝͱɺ࣮ࡍʹTFSWFSMFTTͰઃఆ͢ΔͨΊͷϑϨʔ ϜϫʔΫͷ஌ࣝɺ྆ํ͕ඞཁ wυΩϡϝϯτಡΈࠐΈۀ͕ଟ͘ͳΓ͕ͪ αʔόʔϨεͱඇػೳཁ݅(ωοτϫʔΫͳͲ) 04

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·ͱΊ

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·ͱΊ wαʔόʔϨεɺྑ͔ͬͨ w։ൃऀ͕ΞϓϦέʔγϣϯίʔυΛॻ͘ͷʹूதͰ͖ͨ wԼ४උΛ͢Ε͹νʔϜ։ൃ΋Ͱ͖Δ wඇػೳతͳཁ݅Λຬͨͨ͢Ίʹ͸Ϋϥ΢υΠϯϑϥɺϑϨʔϜϫʔΫ྆ํ ͷ஌ࣝΛஷΊͯऔΓ૊Ήඞཁ͕͋ͬͨ wࠓޙͷ՝୊ײ wTFSWFSMFTTEFQMPZʹ৐Γ੾Βͳ͍෦෼͸άϧʔίʔυతʹ֤νʔϜͰ ࡞ΓࠐΜͰ͍Δঢ়گͰ͸ wຊ౰͸ΞϧΰϦζϜϞδϡʔϧ΋αʔόʔϨεʹͷ͍ͤͨͳʜ