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αʔόʔϨε։ൃͷצॴ
$9ࣄۀຊ෦
Ն༞थ
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εϥΠυޙͰೖख͢Δ͜ͱ͕ग़དྷ·͢ͷͰ
ൃදதͷ༰ΛϝϞ͢Δඞཁ͋Γ·ͤΜɻ
ࣸਅࡱӨΛ͢Δ߹
ϑϥογϡɾγϟολʔԻ͕ग़ͳ͍Α͏ʹྀ͍ͩ͘͝͞
Attention
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ࣗݾհ
Ն༞थ φπϝϢλ
w $9ࣄۀຊ෦
w ݩαʔόʔϨε։ൃ෦
w ԬΦϑΟε
w ͖ͳαʔϏε-BNCEB
4
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͢͜ͱ͞ͳ͍͜ͱ
w ͢͜ͱ
w αʔόʔϨεΞϓϦέʔγϣϯͷ։ൃӡ༻Λ
࣮ͬͯࡍʹಘΒΕͨݟ
w "84ͷαʔϏεΛ͏։ൃͷݟ
w ͞ͳ͍͜ͱ
w αʔόʔϨεΞϓϦέʔγϣϯͱԿͧ
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։ൃڥ
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։ൃڥ
1. GitHubͱCircleCI
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(JU)VCͱ$JSDMF$*
w (JU)VC
w ։ൃͰσϑΝΫτʹ͍ۙ
w ͍͍͢ݟଟ͍
w 1VMM3FRVFTU
w (JUͷجૅࣝ͑͋͞Ε͑Δ
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(JU)VCͱ$JSDMF$*
w $JSDMF$*
w (JU)VCΞΧϯτ͕͋Ε͑Δ
w +PCͷϫʔΫϑϩʔΛΈ͍͢
w ฒྻ࣮ߦͰ͖Δ
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։ൃڥ
2. ҰͭͷAWSΞΧϯτʹ
ෳͷڥΛԡ͠ࠐ·ͳ͍
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Ұͭͷ"84ΞΧϯτʹෳͷڥΛԡ͠ࠐ·ͳ͍
w Ұͭͷ"84ΞΧϯτʹ։ൃຊ൪ͳͲ
ෳͷڥ͕͋Δͱେม
w -BNCEB໊ؔͱ͔3FHJPOͰҰҙʹ͠ͳ͍ͱ͍͚ͳ͍
w ։ൃڥ৮ͬͯΔͭΓͰɺຊ൪ڥ৮ͬͪΌ͏
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։ൃڥ
3. CI/CDͰ༻͢Δ
ϞδϡʔϧΩϟογϡͤ͞Δ
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$*$%Ͱ༻͢ΔϞδϡʔϧΩϟογϡͤ͞Δ
w "84$-*ͱ͔QZUFTUͱ͔$*$%Ͱ༻͢Δ
Ϟδϡʔϧ͍ͬͺ͍͋Δ
w $JSDMF$*ͷΩϟογϡػೳΛ༻ͯ͠
͍·Θ͠Ͱ͖ΔΑ͏ʹͨ͠ํ͕͍͍
w IUUQTDJSDMFDJDPNEPDTKBDPOpHVSBUJPO
SFGFSFODFTBWF@DBDIF
w IUUQTDJSDMFDJDPNEPDTKBDPOpHVSBUJPO
SFGFSFODFSFTUPSF@DBDIF
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$*$%Ͱ༻͢ΔϞδϡʔϧΩϟογϡͤ͞Δ
w ΩϟογϡΛ༻͢Δࡍͷҙ
w Ωϟογϡ࠷େอଘ͞Ε·͢
w ࠷େͳͷͰͦΕΑΓૣ͘ͳ͘ͳΔ͜ͱ͋Γ·͢
w ΩϟογϡͷSFTUPSFʹࣦഊͯ͠+PCଓߦ͢Δ
w SFTUPSFͨ͠ΒͪΌΜͱޭ͔ͨ֬͠ೝͯ͠ɺ
ࣦഊͯͨ͠Β࠶Πϯετʔϧ͢Δखॱ͕ඞཁʹͳΓ·͢
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։ൃڥ
4. Jobͷ࣮ߦ࣌ʹ
ෳͷίϯςφΛ༻͢Δ
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+PCͷ࣮ߦ࣌ʹෳͷίϯςφΛ༻͢Δ
w $JSDMF$*+PCͷ࣮ߦ࣌ʹ
ෳͷ%PDLFSίϯςφΛ༻͢Δ͜ͱ͕Ͱ͖Δ
w +PCΛ࣮ߦ͢Δίϯςφͱ
-PDBM4UBDLΛ࣮ߦ͢Δίϯςφͷ̎ͭΛ༻ͯ͠
୯ମςετͨ͠ΓͰ͖Δ
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։ൃڥ
5. JobΛฒྻͰ࣮ߦ͢Δ
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+PCΛฒྻͰ࣮ߦ͢Δ
w $JSDMF$*Ͱ+PCఆٛͰࢦఆ͢Ε
ͦͷ+PCΛฒྻ࣮ߦͰ͖Δ
w 1VCMJDϦϙδτϦͰ͋Εແ՝ۚͰ࠷େฒྻ
w 1SJWBUFϦϙδτϦ՝ۚ͢ΕͰ͖ΔΑ͏ʹͳΔ
w IUUQTDJSDMFDJDPNEPDTKBQBSBMMFMJTNGBTUFSKPCT
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+PCΛฒྻͰ࣮ߦ͢Δ
w ͨͩ͠ɺԿ͠ͳ͚Εಉ͡ॲཧΛ
ฒྻͰ͍ͬͯΔ͚ͩ
w ॲཧΛ͚ΔΑ͏ʹॻ͘ඞཁ͕͋Δ
w ڥมl$*3$-&@/0%&@*/%&9zͰॲཧΛΘ͚Δ
w $JSDMF$*ͷ$-*ίϚϯυͰॲཧରͷϑΝΠϧͳͲΛΘ͚Δ
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+PCΛฒྻͰ࣮ߦ͢Δ
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+PCΛฒྻͰ࣮ߦ͢Δ
w ςετͰฒྻԽͨ͘͠ͳΔ
w ୯ମςετฒྻԽ҆৺ͯ͠Ͱ͖Δ
w ෳίϯςφͬͯͯͦΕ͝ͱฒྻԽͯ͘͠ΕΔ͔Β
ׯব͢Δ͜ͱͳ͘ฒྻ࣮ߦͰ͖Δ
w &&ςετΑ͘ߟ͑ͯฒྻԽ͠ͳ͍ͱ͍͚ͳ͍
w ฒྻԽͯ͠όοΫΤϯυͯ͢ಉ͡ͱ͜Ζ͔ͩΒ
ͱ͖Ͳ͖ׯবͨ͠Γ͢Δ
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Lambdaͷ։ൃ/ӡ༻
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-BNCEBͷ։ൃӡ༻
6. τϦΨʔछผʹؾΛ͚ͭΔ
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τϦΨʔछผʹؾΛ͚ͭΔ
w τϦΨʔͷछผͬ͘͟Γ͚Δͱͭ
w ಉظ࣮ߦ
w "1*(BUFXBZ
$PHOJUP6TFS1PPMT
w ඇಉظ࣮ߦ
w 4
4/4
$MPVE8BUDI&WFOU
"84*P5
w ΠϕϯτιʔεϚοϐϯά ετϦʔϜ
w %ZOBNP%#4USFBN
,JOFTJT%BUB4USFBN
424
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τϦΨʔछผʹؾΛ͚ͭΔ
w τϦΨʔͷछผʹΑͬͯϦτϥΠͷಈ࡞͕มΘΔ
w ಉظ࣮ߦ
w ϦτϥΠ͠ͳ͍
w ඇಉظ࣮ߦ
w ࠷େճϦτϥΠ
w ΠϕϯτιʔεϚοϐϯά ετϦʔϜ
w ετϦʔϜͷ*UFN͕ظݶΕʹͳΔ·ͰԿ࣮ߦ
w Ωϡʔॲཧʹޭ͠ͳ͍ͱɺ*UFNΩϡʔʹΔ
w ׂͱॏཁͳͷͰɺυΩϡϝϯτΛ֬ೝ͍ͯͩ͘͠͞
w IUUQTEPDTBXTBNB[PODPNKB@KQMBNCEBMBUFTUEHMBNCEBNPOJUPSJOHIUNM
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-BNCEBͷ։ൃӡ༻
7. LogGroupʹ
FilterΛઃఆͯ͠ศརʹ͏
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-PH(SPVQʹ'JMUFSΛઃఆͯ͠ศརʹ͏
w -BNCEBͷ࣮ߦϩά
$MPVE8BUDI-PHTͷ-PH(SPVQʹు͔ΕΔ
w -PH(SPVQʹ'JMUFSΛઃఆ͢Δͱศརʹ͑Δ
w ݅Λຬͨ͢ϩά͕ు͔ΕΔͱԿ͔ͯ͘͠ΕΔ
w छྨ͋Δ
w .FUSJDT'JMUFSΧελϜϝτϦΫεʹΛ͛Δ
w 4VCTDSJQUJPO'JMUFS
w -BNCEB
,JOFTJT%BUB4USFBN'JSFIPTFʹϩάΛ͛Δ
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-BNCEBͷ։ൃӡ༻
8. LambdaͱҰॹʹ
LogGroup࡞͢Δ
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-BNCEBͱҰॹʹ-PH(SPVQ࡞͢Δ
w -BNCEB-PH(SPVQ͕ͳ͚Εɺ
࣮ߦ࣌ʹࣗಈతʹ࡞͢Δ
w ໌ࣔతʹ࡞͠ͳ͍ͱɺ-BNCEB͕࣮ߦ͞ΕΔ·Ͱ
-PH(SPVQ࡞͞Εͳ͍ͷͰ'JMUFSΛઃఆͰ͖ͳ͍
w -BNCEBͷࢹʹ͔ܽͤͳ͍ͷͰ
-PH(SPVQҰॹʹ࡞͢Δ
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-BNCEBͷ։ൃӡ༻
9. ඇಉظ࣮ߦͷLambdaͷ
Τϥʔ௨DLQΛ༻͢Δ
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ඇಉظ࣮ߦͷ-BNCEBͷΤϥʔ௨%-2Λ༻͢Δ
w ඇಉظ࣮ߦͷ-BNCEBࣦഊ͢Δͱ
ϦτϥΠΛؚΊͯճ࣮ߦ͞ΕΔ
w ࠷ॳࣦഊ͚ͨ͠ͲɺϦτϥΠͰޭ͢Δ
w Α͋͘Δ
w ΤϥʔϩάͰ௨͢ΔͱແବʹΤϥʔ͕དྷΔ
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ඇಉظ࣮ߦͷ-BNCEBͷΤϥʔ௨%-2Λ༻͢Δ
w %-2 %FBE-FUUFS2VFVF
Λ༻ͯ͠
ϦτϥΠؚΊࣦͯഊͨ͠ͱ͖ͷΈ௨͢Δ
w ඇಉظ࣮ߦͷ-BNCEB͕ճࣦഊ͢Δͱ
%-2ʹσʔλ͕͛ΒΕΔ
w %-24/4ͱ424ͷͲͪΒ͔ΛઃఆͰ͖Δ
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ඇಉظ࣮ߦͷ-BNCEBͷΤϥʔ௨%-2Λ༻͢Δ
w %-2ʹ͛ΒΕΔσʔλʹɺ
Ͳͷ-BNCEB͕͔͛ͨΛࣝผ͢Δใͳ͍
w ΤϥʔϝοηʔδϦΫΤετ*%͋Δ
w Ͳͷ-BNCEB͔Λࣝผ͢Δใ͚ͩͳ͍
w -BNCEB͝ͱʹ4/45PQJDΛ࡞͠ɺ
Ͳͷ4/45PQJD͔Β͛ΒΕ͔ͨͰ۠ผ͍ͯ͠Δ
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-BNCEBͷ։ൃӡ༻
10. LambdaͷࣦഊΤϥʔ͚ͩ͡Όͳ͍
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-BNCEBͷࣦഊΤϥʔ͚ͩ͡Όͳ͍
w ΤϥʔҎ֎Ͱ-BNCEBࣦഊ͢Δ
w λΠϜΞτ
w ྃ͢Δ·Ͱʹϓϩηε͕མͪΔ
w ϝϞϦաͱ͔
w -PH(SPVQʹు͔ΕΔ͔Β௨Ͱ͖Δ
w λΠϜΞτ
w 5;CDGEBEFECBECD5BTLUJNFEPVUBGUFSTFDPOET
w ϓϩηεམͪ
w 3FRVFTU*ECCGDBFCEE1SPDFTTFYJUFECFGPSFDPNQMFUJOHSFRVFTU
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-BNCEBͷ։ൃӡ༻
11. ݶք·Ͱ୯ମςετΛߦ͏
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ݶք·Ͱ୯ମςετΛߦ͏
w ୯ମςετ͕͍͠
"84Λ৮ΔςετՄೳͳݶΓΔ
w -PDBM4UBDL
w "84ͷϦιʔεΛϩʔΧϧͰΤϛϡϨʔτ͢ΔϞοΫ
w %PDLFS্Ͱಈ͘ͷͰɺͲͷݴޠͰςετʹ͑Δ
w TQVMFDNPUP
w 1ZUIPO༻ͷ؆୯ʹ͑ΔNPDL
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ݶք·Ͱ୯ମςετΛߦ͏
IUUQTTQFBLFSEFDLDPNNBSDZUFSVJTFSWFSMFTTBSDIJUFDUJOHBOEOPTRMEBUBNPEFMJOHGPSTVDDFTTGVMNJDSPTFSWJDFT TMJEF
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-BNCEBͷ։ൃӡ༻
12. ڥมΛ͏
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ڥมΛ͏
w -BNCEB࡞࣌ʹڥมΛఆٛͰ͖Δ
w ,.4Λ༻ͯ͠҉߸ԽͰ͖Δ
w ༻͢Δ%ZOBNP%#5BCMFͷ໊લͱ͔ɺ
"84Ϧιʔεͷ*%ͱ͔Λ͢ͱศར
w ࣗಈੜ͞ΕΔ*%ͳͲɺ
4".ςϯϓϨʔτͰڥมʹͯ͠Β͏Α͏ʹ͢Δ
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AWS Systems Manager Parameter Store
(SSM Parameter)
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"844ZTUFNT.BOBHFS1BSBNFUFS4UPSF
13. API KeyͳͲΛ҉߸Խͯ͠อଘ͢Δ
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"1*,FZͳͲΛ҉߸Խͯ͠อଘ͢Δ
w 44.1BSBNFUFSͰΛ,.4Ͱ҉߸Խͯ͠
อଘ͢Δ4FDVSF4USJOHͱ͍͏5ZQF͕͋Δ
w Λऔಘ͢Δͱ͖ʹ෮߸Խͯ͠औಘ͢Δ͜ͱ
Ͱ͖ΔͨΊɺ؆୯ʹ͏͜ͱ͕Ͱ͖Δ
w ,.4Λ-BNCEBͷதͰ͏͜ͱͰ͖Δ͚Ͳɺ
CZUFTʹͨ͠Γͱ͔৭ʑखॱΛ౿Ήඞཁ͕͋Δ
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CloudFormation
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$MPVE'PSNBUJPO
14. Ϧιʔεߋ৽ͷڍಈʹҙ͠Α͏
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Ϧιʔεߋ৽ͷڍಈʹҙ͠Α͏
w Ұ$'OͰσϓϩΠ͞ΕͨϦιʔεͷ
ߋ৽࣌ͷڍಈʹ͍͔ͭ͘छྨ͕͋Δ
w தஅΛΘͳ͍ߋ৽
w Ϧιʔεͷ༻Λଓ͚ͨ··ߋ৽Ͱ͖Δ
w Ұ࣌తͳதஅΛ͏ߋ৽
w ߋ৽࣌ʹҰ࣌తʹϦιʔεࢭ·ͬͯ͠·͏
w ஔ
w ߋ৽͢ΔͱશͳผϦιʔεʹͳͬͯ͠·͏
w தʹσʔλ͕͋ͬͨͱͯͯ͢͠ফ͑Δ
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$MPVE'PSNBUJPO
15. Ϧιʔεͷ্ݶʹؾΛ͚ͭΔ
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Ϧιʔεͷ্ݶʹؾΛ͚ͭΔ
w ͭͷελοΫͰ࡞Ͱ͖ΔϦιʔεݸ·Ͱ
w 4".ΛͬͯͨΓ͢Δͱ
উखʹ࡞͞ΕΔϦιʔε͕ଟ͍ͷͰҙ͕ඞཁ
w ରࡦ
w ҰͭͷελοΫͰଟ͘ͷϦιʔεΛ࡞Βͳ͍Α͏ʹ͢Δ
w Ұ෦Ϧιʔε/FTUFE4UBDLΛͬͯཧ͢ΔΑ͏ʹ͢Δ
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$MPVE'PSNBUJPO
16. Λͨ͢ΊͷػߏΛ͍͜ͳ͢
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Λͨ͢ΊͷػߏΛ͍͜ͳ͢
w ελοΫʹରͯ͠
֎͔ΒΛͨ͢Ίͷػߏ͕͍͔ͭ͋͘Δ
w 1BSBNFUFSTηΫγϣϯ
w ΫϩεελοΫࢀর *NQPSU&YQPSU
w %ZOBNJD3FGFSFODFT
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Λͨ͢ΊͷػߏΛ͍͜ͳ͢
w 1BSBNFUFSTηΫγϣϯ
w ςϯϓϨʔτͷதͰύϥϝʔλΛఆٛͯ͠ɺ
ελοΫͷσϓϩΠ࣌ʹඞͣ͢Α͏ʹͤ͞Δ
w 44.1BSBNFUFSΛࢀর͢ΔΑ͏ʹ͢Δ͜ͱͰ͖Δ
w ,.4Ͱ҉߸Խ͞Εͨ͑ͳ͍
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Λͨ͢ΊͷػߏΛ͍͜ͳ͢
w ΫϩεελοΫࢀর *NQPSU&YQPSU
w ผͷελοΫͰఆٛͨ͠Λ༻͢Δ͜ͱ͕Ͱ͖ΔΈ
w ςϯϓϨʔτͷ0VUQVUTηΫγϣϯͰ
&YQPSU༻ͷ/BNFΛઃఆ͢Δ͜ͱͰ༻ՄೳʹͳΔ
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Λͨ͢ΊͷػߏΛ͍͜ͳ͢
w %ZOBNJD3FGFSFODFT
w 44.1BSBNFUFS4FDSFUT.BOBHFSʹอଘ͞ΕͨΛ
ςϯϓϨʔτͰ༻͢Δ͜ͱ͕Ͱ͖ΔΈ
w ͜͜Ͱ,.4Ͱ҉߸Խ͞ΕͨΛ༻͢Δ͜ͱ͕Ͱ͖Δ
w ,.4Ͱ҉߸Խ͞ΕͨΛ0VUQVUTηΫγϣϯͳͲʹ
هࡌ͢Δ͜ͱͰ͖ͳ͍
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API Gateway
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"1*(BUFXBZ
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"1*(BUFXBZ
17. λΠϜΞτ29ඵ
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λΠϜΞτඵ
w "1*(BUFXBZͰඵΑΓ͍ॲཧͰ͖ͳ͍
w λΠϜΞτʹͳͬͯ͠·͏
w ඵΑΓ͍࣌ؒʹઃఆ͢Δ͜ͱͰ͖Δ
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"1*(BUFXBZ
18. API͔Β
AWSαʔϏεΛ৮Δ͜ͱ͕Ͱ͖Δ
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"1*͔Β"84αʔϏεΛ৮Δ͜ͱ͕Ͱ͖Δ
w "1*(BUFXBZͰ4FSWJDF1SPYZͱ͍͏ΈͰ
"84ͷαʔϏεΛσʔλΛ͢͜ͱ͕Ͱ͖Δ
w 1045͞Εͨ༰Λͦͷ··ɺ4/4424ʹ͢
w 4ͷσʔλΛ"1*(BUFXBZΛհͯ͢͠
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"1*(BUFXBZ
19. ΧελϜυϝΠϯΛ༻ͯ͠
ෳͷAPIΛҰͭͷAPIʹ·ͱΊΔ
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ΧελϜυϝΠϯΛ༻ͯ͠ෳͷ"1*ΛҰͭͷ"1*ʹ·ͱΊΔ
w "1*(BUFXBZͰΧελϜυϝΠϯͰ
ॴ༗͍ͯ͠ΔυϝΠϯΛ༻Ͱ͖Δ
w ΧελϜυϝΠϯͰϕʔεύεϚοϐϯάͱ͍͏ํ๏Ͱ
ෳͷ"1*ΛҰͭͷ"1*ͷΑ͏ʹݟͤΔ͜ͱ͕Ͱ͖Δ
w Γସ͑؆୯͔ͭਝʹՄೳͳͷͰ
#MVF(SFFO%FQMPZNFOUʹ͑Δ
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ΧελϜυϝΠϯΛ༻ͯ͠ෳͷ"1*ΛҰͭͷ"1*ʹ·ͱΊΔ
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DynamoDB
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%ZOBNP%#
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%ZOBNP%#
20. ॻ͖ࠐΈখ͘͞ɺಡΈࠐΈେ͖͘
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ॻ͖ࠐΈখ͘͞ɺಡΈࠐΈେ͖͘
w %ZOBNP%#ͷྉۚ
ಡΈࠐΈͷํ͕ॻ͖ࠐΈΑΓഒ͍҆
w ಡΈࠐΈ୯Ґॻ͖ࠐΈ୯ҐΑΓഒ͍҆
w ಡΈࠐΈ,#ͷಡΈࠐΈͰ୯Ґ
w ॻ͖ࠐΈ,#ͷॻ͖ࠐΈͰ୯Ґ
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ॻ͖ࠐΈখ͘͞ɺಡΈࠐΈେ͖͘
w ॻ͖ࠐΈͷ୯ҐΛ͑Δͱ͖ɺ
มߋ༰ͷαΠζͰͳ͘*UFNͷαΠζͰ͑Δ
w ,#ͷ*UFNΛ,#ॻ͖͑ͨͱͯ͠ɺ
ॻ͖ࠐΈͷ୯ҐʹͳΔ
w *UFNͷαΠζΛখͭͭ͘͞͠ɺ
ಡΈࠐΈ࣌ʹ·ͱΊͯऔಘ͢Δͷ͕ޮత
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%ZOBNP%#
21. ΦϯσϚϯυΩϟύγςΟͷํ͕
͍҆߹͕͋Δ
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ΦϯσϚϯυΩϟύγςΟͷํ͕͍҆߹͋Δ
w %ZOBNP%#ͷྉۚେ͖͚͘Δͱछྨ͋Δ
w ϦβʔϒυΩϟύγςΟ
w ༧ΊಡΈॻ͖͢ΔͨΊͷΩϟύγςΟΛ֬อ͢Δ
w ֬อͨ͠Ҏ্ͷੑೳͰͳ͍ "VUP4DBMJOHՄೳ
w ΦϯσϚϯυΩϟύγςΟ
w ΩϟύγςΟͷ֬อΛͤͣɺ༻ͨ͠՝ۚ͞ΕΔ
w ༻͢Ε੨ఱҪͰ՝ֹ͕ۚ૿͑Δ
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ΦϯσϚϯυΩϟύγςΟͷํ͕͍҆߹͋Δ
w ϦβʔϒυͱΦϯσϚϯυΛൺֱͯ͠ΈΔ
w ಡΈࠐΈͰൺֱ
w Ϧβʔϒυ
w 3$6YIPVS
w YY3$6YNPOUI3$6YNPOUI
w ΦϯσϚϯυສ୯ҐϦΫΤετ
w ୯७ͳྉۚൺֱͰΦϯσϚϯυׂ͕ߴ
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ΦϯσϚϯυΩϟύγςΟͷํ͕͍҆߹͋Δ
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Step Functions
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4UFQ'VODUJPOT
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4UFQ'VODUJPOT
22. Lambdaͷىಈʹࣦഊ͢Δ͜ͱ͕͋Δ
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-BNCEBͷىಈʹࣦഊ͢Δ͜ͱ͕͋Δ
w 4UFQ'VODUJPOTͰ-BNCEBΛ࣮ߦ͢Δͱ͖ɺ
كʹ࣮ߦͦͷͷʹࣦഊ͢Δ͜ͱ͕͋Δ
w -BNCEB͕ΤϥʔͰࣦഊͨ͠ͷͰͳ͘ɺ
-BNCEBͷॲཧΛΒͤΒΕͳ͔ͬͨ
w -BNCEBͷΤϥʔ௨Ͱर͏͜ͱ͕Ͱ͖ͳ͍
w $MPVE8BUDI.FUSJDTΛͬͯ
4UFQ'VODUJPOTͷࣦഊΛݕ͢Δඞཁ͕͋Δ
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·ͱΊ
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·ͱΊ
w Ҏ্αʔόʔϨεΞϓϦέʔγϣϯΛ։ൃ͢Δ্Ͱ
͕ࣗײͨ͡5JQTͰͨ͠
w ͋Δఔ૾Ͱ͖ͯͨͷ͔Βɺ
Βͳ͔ͬͨ͜ͱ·Ͱ͋ͬͯɺ
࣮ࡍʹ৮Βͳ͍ͱΘ͔Βͳ͍ͳ͊ͱࢥ͍·ͨ͠
w αʔόʔϨε։ൃͷҰॿʹͳΕ͍Ͱ͢