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AWS CDKとGitHubActionsで始めるInfrastructure as Cod...
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ShuyaKinjo
July 20, 2022
Technology
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AWS CDKとGitHubActionsで始めるInfrastructure as CodeのCI/CD
「Developers.IO 2022 〜技術で心を揺さぶる3日間〜」 の発表で利用した資料です
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https://youtu.be/EpiGUb50bIE
ShuyaKinjo
July 20, 2022
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Transcript
$9ࣄۀຊ෦%FMJWFSZ෦."%άϧʔϓ ۚल࠸ "84$%,ͱ(JU)VC"DUJPOTͰ࢝ΊΔ *OGSBTUSVDUVSFBT$PEFͷ$*$%
ࣗݾհ w $9ࣄۀຊ෦%FMJWFSZ෦."%άϧʔϓ w αʔόʔαΠυΤϯδχΞ w "1/"--"84$FSUJGJDBUJPOT&OHJOFFST w ͖ͳ"84ͷαʔϏε
w "84$%,ɺ$MPVE'PSNBUJPO w $PEFγϦʔζ ۚल࠸ 4IVZB,JOKP @joe-king-sh
"84ͷϦιʔεΛ ͲͷΑ͏ʹཧ͍ͯ͠·͔͢ʁ
"84ͷϦιʔεཧํ๏ Ϛωδϝϯτίϯιʔϧ "84$-* *OGSBTUSVDUVSFBT$PEF *B$
"84ͷϦιʔεཧํ๏ Ϛωδϝϯτίϯιʔϧ "84$-* *OGSBTUSVDUVSFBT$PEF *B$ ͍ࣺͯɺ΄ͱΜͲมߋ͠ͳ͍߹
"84ͷϦιʔεཧํ๏ Ϛωδϝϯτίϯιʔϧ "84$-* *OGSBTUSVDUVSFBT$PEF *B$ ఆظతʹ࣮ߦ͢Δӡ༻ɺॳظߏஙͷΈ
͜͏ߟ͍͑ͯΔͳΒ ܧଓతʹมߋ͕ඞཁ ӡ༻Λָʹ͍ͨ͠ ։ൃεϐʔυΛ্͍͛ͨ
Infrastructure as Code(IaC)͕ ͋ͳͨΛͤʹͯ͘͠Ε·͢☺
"84ͷϦιʔεཧํ๏ Ϛωδϝϯτίϯιʔϧ "84$-* *OGSBTUSVDUVSFBT$PEF *B$ ܧଓతʹมߋ͕ඞཁɺӡ༻Λָʹ͍ͨ͠ɺ։ൃΛ্͍͛ͨ
ͦͷ*B$Λ Ͳ͏ͬͯσϓϩΠ͢Δ͔ʁ
ܧଓతʹมߋ͕ඞཁͳIaCͷσϓϩΠΛ ʮखಈʯͰߦ͍ͬͯΔ߹…
IaCͷޮՌΛ࠷େݶʹൃشͰ͖͍ͯ·ͤΜ
͔ͤͬ͘IaCԽͯ͠࡞ۀΛࣗಈԽ͢ΔͳΒɺ ࠷ޙͷσϓϩΠ·ͰࣗಈԽ͠·͠ΐ͏🚀
͜Ε͔Β͢༰ ͳͥ*B$$*$%ʹͤΔ͖͔ʁ Ͳ͏ͬͯ*B$ $*$%Λߏங͍ͯ͘͠ͷ͔ʁ *B$πʔϧ
ϦϙδτϦɺ$*πʔϧ ΞϓϦͱΠϯϑϥͷίʔυཧ ϒϥϯνઓུ *B$ $*$%ߏͷ۩ମྫ
͜Ε͔Β*B$Λಋೖ͢Δํ *B$$*$%ߏஙͷϋʔυϧΛԼ͛Δ $*$%ͷߏஙΛηοτͰߟ͍͑ͯͨͩ͘ ͢Ͱʹ*B$$*$%ΛಋೖࡁΈͷํ طଘͷӡ༻ݟ͠ͷ͖͔͚ͬͱͳΔ ࠓޙͷݕ౼࣌ͷબࢶΛ૿͢ ຊηογϣϯͷΰʔϧ
͋ͳͨͷ৫ʹ߹ͬͨɺ ࠷దͳIaCͱCI/CDͷߏஙํ๏Λ Ұॹʹߟ͍͖͑ͯ·͠ΐ͏😄
*B$ʹԿΛٻΊΔͷ͔ʁ
*B$ͰಘΒΕΔͷ Πϯϑϥͷόʔδϣϯཧ มߋ༰ͷίʔυϨϏϡʔ ਓతϛεͷݮ มߋཧ ߏཧ ։ൃεϐʔυ ίʔυΛಡΊΠϯϑϥߏ͕Θ͔Δ ΠϯϑϥΛҰݩཧ
࠶ݱੑͷ͋ΔσϓϩΠ ૉૣ͍σϓϩΠɾϩʔϧόοΫ ༰қʹڥΛෳ
ຊʹͦ͏Ͱ͠ΐ͏͔🤔
ྫ͑ɺ͜ΜͳखಈσϓϩΠΛͯ͠Δͱʜ લఏɿ$MPVE'PSNBUJPOͰ*B$Խ ᶃϩʔΧϧ1$͔Β"84$-*ͰσϓϩΠ ᶄσϓϩΠڥ͝ͱʹύϥϝʔλʔΛ্ॻ͖ ᶅελοΫؒʹґଘ͕ؔ͋ΔɺσϓϩΠखॱ͕ෳࡶ
ᶃϩʔΧϧ1$͔Β"84$-*ͰσϓϩΠ ϦϞʔτϦϙδτϦ͔Β࠷৽ίʔυΛऔಘ ϩʔΧϧͰίʔυΛमਖ਼ $-*Ͱຊ൪ڥσϓϩΠ ͠ϦϞʔτνΣοΫΠϯΛΕΔͱʜ
͠ϦϞʔτνΣοΫΠϯΛΕΔͱʜ ࠷৽ιʔεͱΠϯϑϥ͕ဃ͠ɺ ࠷ѱͷ߹σάϨ͕ൃੜ͠·͢⚠
*B$͚ͩͰอূ͞Εͳ͍ͷ Πϯϑϥͷόʔδϣϯཧ มߋ༰ͷίʔυϨϏϡʔ ਓతϛεͷݮ มߋཧ ߏཧ ։ൃεϐʔυ ίʔυΛಡΊΠϯϑϥߏ͕Θ͔Δ ΠϯϑϥΛҰݩཧ
࠶ݱੑͷ͋ΔσϓϩΠ ૉૣ͍σϓϩΠɾϩʔϧόοΫ ༰қʹڥΛෳ
ᶄσϓϩΠڥ͝ͱʹύϥϝʔλʔΛ্ॻ͖ $MPVE'PSNBUJPOͷύϥϝʔλʔΛखಈઃఆ ڥ͝ͱʹύϥϝʔλʔίʔυԽ͍ͯ͠Δ͕ɺ EFW TUH QSEͱ͍ͬͨڥΛखಈͰࢦఆ BXTDMPVEGPSNBUJPOEFQMPZa UFNQMBUF fi
MFUFNQMBUFZBNMa QBSBNFUFSPWFSSJEFTFOWJSPONFOUQSEa TUBDLOBNF.Z4UBDL
σϓϩΠઃఆΛؒҧ͑Δͱʜ ҙਤ͠ͳ͍Ϧιʔεͷઃఆมߋɺ σϓϩΠઌͷڥΛޡΓ·͢😨
*B$͚ͩͰอূ͞Εͳ͍ͷ Πϯϑϥͷόʔδϣϯཧ มߋ༰ͷίʔυϨϏϡʔ ਓతϛεͷݮ มߋཧ ߏཧ ։ൃεϐʔυ ίʔυΛಡΊΠϯϑϥߏ͕Θ͔Δ ΠϯϑϥΛҰݩཧ
࠶ݱੑͷ͋ΔσϓϩΠ ૉૣ͍σϓϩΠɾϩʔϧόοΫ ༰қʹڥΛෳ
ᶅελοΫؒʹґଘ͕ؔ͋ΔɺσϓϩΠखॱ͕ෳࡶ VPC Database API GW Lambda
ελοΫؒʹґଘ͕ؔ͋ΔɺσϓϩΠखॱ͕ෳࡶ σϓϩΠ͕ਏ͍ ͢ͷͬͱਏ͍😢
*B$͚ͩͰอূ͞Εͳ͍ͷ Πϯϑϥͷόʔδϣϯཧ มߋ༰ͷίʔυϨϏϡʔ ਓతϛεͷݮ มߋཧ ߏཧ ։ൃεϐʔυ ίʔυΛಡΊΠϯϑϥߏ͕Θ͔Δ ΠϯϑϥΛҰݩཧ
࠶ݱੑͷ͋ΔσϓϩΠ ૉૣ͍σϓϩΠɾϩʔϧόοΫ ༰қʹڥΛෳ
͜ΕΒ*B$ $*$%ͰॳΊͯอূ͞ΕΔͷͰ͢ Πϯϑϥͷόʔδϣϯཧ มߋ༰ͷίʔυϨϏϡʔ ਓతϛεͷݮ มߋཧ ߏཧ ։ൃεϐʔυ ίʔυΛಡΊΠϯϑϥߏ͕Θ͔Δ
ΠϯϑϥΛҰݩཧ ࠶ݱੑͷ͋ΔσϓϩΠ ૉૣ͍σϓϩΠɾϩʔϧόοΫ ༰қʹڥΛෳ ※खಈͰAWS৮Βͳ͍ͱ͍͏લఏ༗Γ
ͬͱྑ͍͜ͱ͋Γ·͢
*B$ $*$%ͰಘΒΕΔͷ Ћ Πϯϑϥͷόʔδϣϯཧ มߋ༰ͷίʔυϨϏϡʔ ਓతϛεͷݮ มߋཧ ߏཧ ։ൃεϐʔυ
ίʔυΛಡΊΠϯϑϥߏ͕Θ͔Δ ΠϯϑϥΛҰݩཧ ࠶ݱੑͷ͋ΔσϓϩΠ ૉૣ͍σϓϩΠɾϩʔϧόοΫ ༰қʹڥΛෳ ࣗಈςετ ࠪରԠ ΞΫηεݖݶཧ Ҿܧ͕؆୯
CI/CD·Ͱඋͯ͠ IaCΛ࠷େݶʹ׆༻͠·͠ΐ͏🎉
࣍ ͳͥ*B$$*$%ʹͤΔ͖͔ʁ Ͳ͏ͬͯ*B$ $*$%Λߏங͍ͯ͘͠ͷ͔ʁ *B$πʔϧ
ϦϙδτϦɺ$*πʔϧ ΞϓϦͱΠϯϑϥͷίʔυཧ ϒϥϯνઓུ *B$ $*$%ߏͷ۩ମྫ
*B$ $*$%ߏஙͷݕ౼ϙΠϯτ Ͳͷ*B$πʔϧΛ͏ʁ ϦϙδτϦɾ$*πʔϧԿΛબͿʁ ΞϓϦͱΠϯϑϥ͚Δʁ
ϒϥϯνઓུͲ͏͢Δʁ
"84ϦιʔεΛཧ͢Δ*B$πʔϧͷྫ AWS SAM AWS CDK CloudFormation
πʔϧબఆͷ؍ ΠϯϑϥͷཧऀνʔϜͷεΩϧηοτ ߏங͢ΔΞϓϦέʔγϣϯͷछྨ *5౷੍ํ ϚϧνΫϥυఆͷ༗ແͳͲ Ͳͷ*B$πʔϧΛ͏͔ʁ CloudFormation AWS SAM
AWS CDK
Ͳͷ*B$πʔϧΛ͏͔ʁ AWS CDK "84$%,ҎԼͷͰΦεεϝͰ͢ ։ൃεϐʔυΛ্ͤ͞Δ มߋࠩͷࢹೝੑ͕ྑ͍ *B$Λॻָ͍͍͍ͯͯ͠ ιϑτΣΞΤϯδχΞͱͷੑ͕ߴ͍ *B$ͷςελϏϦςΟ͕ߴ͍
ϓϩάϥϛϯάݴޠͰ"84ͷΠϯϑϥΛهड़ 5ZQFTDSJQU 1ZUIPO +BWB (P /&5 ιʔείʔυ͔Β$MPVE'PSNBUJPOςϯϓϨʔτΛੜͯ͠σϓ ϩΠ ϕετϓϥΫςΟεʹԊͬͨܗͰΠϯϑϥ͕நԽ͞Ε͍ͯͯɺ গͳ͍ίʔυͰΠϯϑϥ͕ఆٛՄೳ
ΦʔτίϯϓϦʔτ੩తܕղੳͳͲΤσΟλͷԸܙ͕ಘΒΕΔ Ϧιʔεͷ୯ମςετΛ$*Ͱճ͢͜ͱ͕Ͱ͖·͢ "84$%,ͱ AWS CDK
4OBQTIPU5FTUJOH $MPVE'PSNBUJPOςϯϓϨʔτͷมߋݕ $%,ͷόʔδϣϯΞοϓ࣌ͷมߋ֬ೝ 'JOFHSBJOFE"TTFSUJPOT ఆٛͨ͠Πϯϑϥ͕ҙਤ௨Γ͔୯ମςετ $%,ͷ"TTFSUJPOTϞδϡʔϧΛ༻ "84$%,Λͬͨ*B$ͷςετ
ྫ͑ɺҎԼͷΑ͏ͳ୯ମςετ͕ՄೳͰ͢ ຊ൪ڥͰ%#ͷআϙϦγʔΛ3&5"*/ʹ͓͖͍ͯͨ͠ "VUP4DBMJOH(SPVQͷ࠷খҎ্Λอূ͍ͨ͠ ։ൃڥͷΠϯελϯελΠϓUNFEJVN·Ͱ "84$%,ͷ'JOFHSBJOFE"TTFSUJPOT
"84$%,Λ৮ͬͨ͜ͱ͕ͳ͍ํ $%,ϫʔΫγϣοϓ͔Βࢼͯ͠Έ͍ͩ͘͞ IUUQTDELXPSLTIPQDPN
*B$ $*$%ߏஙͷݕ౼ϙΠϯτ Ͳͷ*B$πʔϧΛ͏ʁ ϦϙδτϦɾ$*πʔϧԿΛબͿʁ ΞϓϦͱΠϯϑϥ $%,
ͷιʔεཧҰॹʁผʑʁ ϒϥϯνઓུͲ͏͢Δʁ
Կͷ(JUϗεςΟϯάαʔϏεΛ͏͔ CodeCommit GitHub BitBucket FUDʜ
Ͳͷ$*πʔϧΛબ͢Δ͔ CodeCommit GitHub BitBucket CodePipeline #JU#VDLFU 1JQFMJOFT (JU-BC 3VOOFS
ҎԼͷΑ͏ͳ؍ͰબΜͰ͍͖·͢ (JUͷ͍͢͞ 1VMM3FRVFTUϨϏϡʔɺλά͚ɺ3FWFSUͳͲ(6*ͷૢ࡞ײ (JUҎ֎ͷػೳ֎෦αʔϏε࿈ܞ λεΫཧɺϓϩδΣΫτཧɺφϨοδཧػೳ ࿈ܞ͢Δ$*πʔϧʹԿΛ͍͍͔ͨ *5౷੍ํ ೝূใͷཧɺ4BB4ར༻Մ൱ Կͷ(JUϗεςΟϯάαʔϏεΛ͏͔
(JU)VC͕ఏڙ͢ΔϫʔΫϑϩʔαʔϏε ϫʔΫϑϩʔΛ:".-Ͱఆٛ͢Δ 1VTIɺ*TTVFɺ1VMM3FRVFTUɺ3FMFBTFͳͲɺ (JU)VCϓϥοτϑΥʔϜͷ༷ʑͳΠϕϯτͰىಈ 0*%$Ͱ(JU)VCଆʹ"84ͷӬଓతͳΫϨσϯγϟϧ͕ෆཁ 1VCMJDϦϙδτϦແྉɺ1SJWBUFϓϥϯʹԠͨ͡Ұఆ࣌ؒແྉ (JU)VC"DUJPOT
ҎԼͷߏΛத৺ʹઆ໌͍͖ͯ͠·͢ ຊηογϣϯͰऔΓѻ͏ߏ GitHub 4PVSDF #VJME 5FTU %FQMPZ AWS CDK
*B$ $*$%ߏஙͷݕ౼ϙΠϯτ Ͳͷ*B$πʔϧΛ͏ʁ ϦϙδτϦɾ$*πʔϧԿͰબͿʁ ΞϓϦͱΠϯϑϥ $%,
ͷιʔεཧҰॹʁผʑʁ ϒϥϯνઓུͲ͏͢Δʁ
ΠϯϑϥͱΞϓϦέʔγϣϯͰɺσϓϩΠͷϥΠϑαΠΫϧ͕ Ұॹͷ߹ɺಉ͡ϦϙδτϦͰཧͨ͠ํ͕߹͕ྑ͍Ͱ͢ɻ ྫ 41"Λ$MPVE'SPOUͰ৴ "1*(BUFXBZ -BNCEBɺ4UFQ'VODUJPOT -BNCEBͳͲͷαʔόϨε ಉ͡ϦϙδτϦͰཧ͖͢߹
ΠϯϑϥͱΞϓϦέʔγϣϯͰ୲νʔϜ͕͔Ε͍ͯΔ ߹ɺσϓϩΠύΠϓϥΠϯ͕ผͷ߹ɺผϦϙδτϦͰ ཧ͢Δ͜ͱʹͳΓ·͢ɻ ྫ ΠϯϑϥͷཧΠϯϑϥνʔϜ ίϯςφΠϝʔδͷϏϧυΞϓϦνʔϜ ผͷϦϙδτϦͰཧ͖͢߹
*B$ $*$%ߏஙͷݕ౼ϙΠϯτ Ͳͷ*B$πʔϧΛ͏ʁ ϦϙδτϦɾ$*πʔϧԿͰબͿʁ ΞϓϦͱΠϯϑϥ $%,
ͷιʔεཧҰॹʁผʑʁ ϒϥϯνઓུͲ͏͢Δʁ
දతͳϒϥϯνઓུ (JU'MPX (JU)VC'MPX (JU-BC'MPX τϥϯΫϕʔε։ൃ
(JU'MPX NBJOɺEFWFMPQͷӬଓϒϥϯνͱɺػೳ࣮ ༻ͷGFBUVSFϒϥϯνɺϦϦʔεSFMFBTFϒϥ ϯνɺۓٸରԠIPU fi YΛΔӡ༻ NBJO·ͰϚʔδͷ͕͔͔࣌ؒΓɺίϯϑϦΫ τղফͷίετ͕ߴ͍ ӡ༻͕ෳࡶ
ϦϦʔελΠϛϯά͕ܾΊΒΕ͍ͯΔ ִ͕ؒ ͍ ɺϦϦʔε༰Λࣗ༝ʹίϯτϩʔϧ͠ ͍ͨ߹͖ SFGIUUQTOWJFDPNQPTUTBTVDDFTTGVMHJU CSBODIJOHNPEFM
(JU)VC'MPX (JU)VCͷ։ൃͰ༻͞Ε͍ͯΔઓུ NBJOͱػೳ࣮༻ͷϒϥϯνͷΈͰӡ༻͢Δ খ͍͞มߋΛεϐʔυײΛ࣋ͬͯ܁Γฦ͢։ൃ͖ ӡ༻͕γϯϓϧ main feature/aaa
(JU-BC'MPX (JU-BCͷ։ൃͰ༻͞Ε͍ͯΔઓུ NBJOͱTUBHJOHQSPEVDUJPOͳͲɺ֤ڥ͝ͱʹϒϥϯνΛΓɺ ։ൃεςʔδϯάຊ൪ɹͱ͍ͬͨॱͰϚʔδΛ͢Δ͜ͱͰɺ֤ ڥʹσϓϩΠΛల։͢Δɻ (JU)VC'MPXͷΑ͏ʹӡ༻γϯϓϧ͕ͩɺϦϦʔελΠϛϯάͱ༰Λ ίϯτϩʔϧ͢Δ͜ͱ͕Ͱ͖Δ main staging
production feature
τϥϯΫϕʔε։ൃ (JU)VC'MPXͷػೳϒϥϯν͕͞Βʹ໋Խͨ͠ͷ σϓϩΠͱϦϦʔεΛ͍ͨ͠߹ɺϑΟʔνϟʔϑϥάΛ༻͍Δ ίϯϑϦΫτղফͳͲɺແବͳ࡞ۀΛݮͰ͖Δ Πϯϑϥ୯ମཧͩͱϦϦʔελΠϛϯάௐͰ૬ੑ͕ѱ͍ ΞϓϦͱΠϯϑϥΛಉࠝ͢ΔέʔεͰ͋Εੵۃతʹ࠾༻͍ͨ͠ main feature/aaa 1~2
days
ϒϥϯνઓུΛෳࡶ͞Ͱฒͼସ͑Δͱ (JU'MPX (JU-BC'MPX (JU)VC'MPXɺτϥϯΫϕʔε։ൃ ୯७ ෳࡶ
ϒϥϯνઓུΛෳࡶ͞Ͱฒͼସ͑Δͱ (JU'MPX (JU-BC'MPX (JU)VC'MPXɺτϥϯΫϕʔε։ൃ ୯७ ෳࡶ
·ͣ୯७ͳͷ͔Βࢼͯ͠Έ·͠ΐ͏
࣍ ͳͥ*B$$*$%ʹͤΔ͖͔ʁ Ͳ͏ͬͯ*B$ $*$%Λߏங͍ͯ͘͠ͷ͔ʁ *B$πʔϧ
ϦϙδτϦɺ$*πʔϧ ΞϓϦͱΠϯϑϥͷίʔυཧ ϒϥϯνઓུ *B$ $*$%ߏͷ۩ମྫ
ҎԼͷΑ͏ͳαʔόϨε"1* ߏங͢ΔΞϓϦέʔγϣϯ API Gateway Lambda DynamoDB
νʔϜͷମ੍ Backend Team όοΫΤϯυνʔϜ͕ɺΞϓϦΠϯϑϥ྆ํཧ Lambda AWS CDK
όοΫΤϯυνʔϜ͕ɺΞϓϦΠϯϑϥ྆ํཧ νʔϜͷମ੍ Lambda AWS CDK Backend Team
։ൃɺεςʔδϯάɺຊ൪ڥ͕༻ҙ͞Ε͍ͯΔ ຊ൪σϓϩΠલʹεςʔδϯάڥͰखಈςετΛߦ͏ σϓϩΠઌͷڥ ։ൃ εςʔδϯά ຊ൪
ͳΔ͘୯७ʹ͍ͨ͠ ϦϦʔεͷִؒൺֱత͍ ຊ൪ϦϦʔεͷτϦΨʔखಈͰίϯτϩʔϧ͍ͨ͠ ։ൃεςʔδϯά<खಈςετ>ຊ൪σϓϩΠ ϒϥϯνͷӡ༻
࠶ܝ (JU)VC'MPX (JU)VCͷ։ൃͰ༻͞Ε͍ͯΔઓུ NBJOͱػೳ࣮༻ͷϒϥϯνͷΈͰӡ༻͢Δ খ͍͞มߋΛεϐʔυײΛ࣋ͬͯ܁Γฦ͢։ൃ͖ ӡ༻͕γϯϓϧ main feature/aaa
(JU)VCͷϦϦʔεʹ͍ͭͯ
ͳΔ͘୯७ʹ͍ͨ͠ ϦϦʔεͷִؒൺֱత͍ ຊ൪ϦϦʔεͷτϦΨʔखಈͰίϯτϩʔϧ͍ͨ͠ ։ൃεςʔδϯά<खಈςετ>ຊ൪σϓϩΠ ϒϥϯνͷӡ༻ ύΠϓϥΠϯΛׂ
εςʔδϯάڥ·ͰͷσϓϩΠύΠϓϥΠϯ GFBUVSF CSBODI ᶃPush NBJO CSBODI ᶄPull Request &
Merge ։ൃ εςʔδϯά $ cdk deploy Ϗϧυ ୯ମςετ ։ൃڥ σϓϩΠ ݁߹ςετ 45(ڥ σϓϩΠ $ cdk deploy ᶅAPIΛୟ͍ͯಈ࡞֬ೝ
ຊ൪ڥ·ͰͷσϓϩΠύΠϓϥΠϯ Ϗϧυ ୯ମςετ ຊ൪ڥ σϓϩΠ ݁߹ςετ $ cdk deploy
HTTP Request 3FMFBTF ᶄλάͱ ϦϦʔεΛ࡞ εςʔδϯά ຊ൪ ᶃखಈͰϏδωεཁ݅ͳͲΛςετ
GitHub FlowͱGitHubͷReleaseͰ ୯७ͳϒϥϯνઓུͷ··ɺ ϦϦʔελΠϛϯάΛίϯτϩʔϧͰ͖·͢
·ͱΊ
࣍ ͳͥ*B$$*$%ʹͤΔ͖͔ʁ Ͳ͏ͬͯ*B$ $*$%Λߏங͍ͯ͘͠ͷ͔ʁ *B$πʔϧ
ϦϙδτϦɺ$*πʔϧ ΞϓϦͱΠϯϑϥͷίʔυཧ ϒϥϯνઓུ *B$ $*$%ߏͷ۩ମྫ
·ͱΊ *B$$*$%·Ͱߏங͢Δ͜ͱͰɺ࠷େݶͷ ޮՌΛൃش͠·͢ ͋ͳͨͷ৫ʹ͋ͬͨ࠷దͳπʔϧɺϒϥϯ νઓུΛબΜͰɺշదͳσϓϩΠϥΠϑΛ͓ ա͍ͩ͘͝͠͞🙌
ຊηογϣϯͰৄ͘͠͞ͳ͔ͬͨ༰ "84$%,Λ৮ͬͨ͜ͱ͕ͳ͍ํ $%,ϫʔΫγϣοϓ͔Βࢼͯ͠Έ͍ͩ͘͞ (JU)VC"DUJPOTΛ৮ͬͨ͜ͱͷͳ͍ํ ΫΠοΫελʔτΛࢼͯ͠Έ͍ͯͩ͘͞ IUUQTDELXPSLTIPQDPN IUUQTEPDTHJUIVCDPNKBBDUJPOTRVJDLTUBSU
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