AWS CDKとTerraformをn個の観点で徹底比較/compare-aws-cdk-and-terraform-from-n-perspectives

JTF2021 の発表資料です

1. "84
   $%,ͱ5FSSBGPSNΛOݸͷ؍఺Ͱపఈൺֱ 
   ࠤ౻ஐथ $9ࣄۀຊ෦
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2.  nݸͬͯԿݸͩΑ
3.  n = 14 ͙Β͍Ͱ͓࿩͠͠·͢
4. "84
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   ࠤ౻ஐथ $9ࣄۀຊ෦
   *P5ࣄۀ෦
5. 5 ࣗݾ঺հ @tmk2154 @tomoki10 • ࠤ౻ஐथ • Ϋϥεϝιουגࣜձࣾ • CXࣄۀຊ෦ IoTࣄۀ෦ new! • લ৬ɿSIerͷSEΛ4೥ऑ • ݱࡏɿΠϯϑϥ݉αʔόʔαΠυΤϯδχΞ݉ etc • ޷͖ͳAWSαʔϏεɿLambdaɺCDK
6. ൃ୺  ࠓճͷ July Tech Festa ͷςʔϚ ʮ#ࠓ͞Βฉ͚ͳ͍ITٕज़ ʯ ݁ہ Terraform ͱ CDK Ͳͬͪબ΂͹͍͍ΜͰ͢ʁʁ
7. ૝ఆ͢Δର৅ͷ੔ཧ  ର৅ऀͷΠϝʔδ
   w Ϋϥ΢υ༻ͷ*B$ͷπʔϧ܈ʹ
   "84
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   w Ҏલ
   *B$
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   w ݱ৔໨ઢͰͷ؍఺͝ͱͷϝϦοτσϝϦοτΛ஌Δ
   w ࣗ෼ͷνʔϜϓϩδΣΫτʹͱͬͯ࠷దͳπʔϧΛબ୒Ͱ͖ΔΑ͏ʹͳΔ
8. *B$͸ͦ΋ͦ΋ͳ͍ͥΔͷ͔  ද୊͸લճͷ
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   ͷൃදΛࢀর Ҿ༻ɿhttps://speakerdeck.com/fu3ak1/naze-infrastructure-as-code-gabi-yao-nafalseka
9. ొஃऀͷഎܠ  1+ܦݧ
   w "84
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   w ͲͪΒ΋࢝Ίͨͷ͸௚ۙ൒೥ʙ೥ڧ
   w ΠϯϑϥΑΓόοΫΤϯυΤϯδχΞܦݧͷํ͕௕͍
   ݸਓతͳଐੑ
   w *B$
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   "84
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   ͷํ͕޷͖ ※஫ҙɿެฏΛظ͍ͯ͠·͕͢ొஃऀͷൃݴ͕ͪ͜ΒدΓͷൃݴʹͳ͍ͬͯΔՄೳੑ͸͋Γ·͢ AWS CDK Terraform
10. ొஃ֎ͰࢀߟʹͳΔ৘ใ  ൺ΂ͯΘ͔Δʂ*B$ͷબͼ͔ͨ
    ʙΫϥ΢υωΠςΟϒ*B$ετʔϦʔʙ 5FSSBGPSN
    
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    Ҿ༻ɿhttps://booth.pm/ja/items/3045918 Ҿ༻ɿhttps://selmertsx.hatenablog.com/entry/2021/05/07/ Terraform_/_aws-cdk_Λൺֱͯ͠Έͨ(ݸਓͷॴײͰ͢)
11. શମߏ੒  w "84
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    w ֤؍఺Ͱൺֱ
12. શମߏ੒  w "84
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    ͱ͸
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    w ֤؍఺Ͱൺֱ
13. "84
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    w ݱࡏ͸
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    πʔϧ಺෦ͷ։ൃ͸
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    w ίʔυิ׬ͰυΩϡϝϯτΛݟͳͯ͘΋࣮૷͕Ͱ͖Δ
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    ྫɿ$MPVE'PSNBUJPO
    Ͱߦͷ࣮૷͕
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14. "84
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    "84
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    ϫʔΫγϣοϓ
    ͱΓ͋͑ͣखΛಈ͔ͯ͠ମײͰ͖Δ https://summit-online-japan-cdk.workshop.aws/ https://cdkpatterns.com/
15. 5FSSBGPSNͱ͸  w )$- )BTIJ$PSQ
    $POpHVSBUJPO
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    w ϒϩοΫɺҾ਺ɺࣜͳͲͰϦιʔεΛ؆ܿʹهࡌ
    w ؀ڥʹ൓ө͢ΔલʹӨڹ͞ΕΔϦιʔεͷࠩ෼Λ໌֬ʹ֬ೝՄೳ
    w Ϋϥ΢υϓϩόΠμʔͳͲ͕ఏڙ͢ΔϞδϡʔϧΛ࢖͏ͱෳࡶͳߏ੒΋؆୯ʹ࡞੒
    w "84͚ͩͰͳ͘ଞͷΫϥ΢υϓϩόΠμʔ΍4BB4ͷߏ੒ʹ΋ରԠ
16. 5FSSBGPSNೖ໳ͷ͓͢͢Ί  ࣮ફ5FSSBGPSNɹ"84ʹ͓͚Δγες ϜઃܭͱϕετϓϥΫςΟε
    5FSSBGPSN
    ͷશମ૾Λମܥతʹֶ΂Δ https://www.amazon.co.jp/࣮ફTerraform-AWSʹ͓͚ΔγεςϜઃܭͱ ϕετϓϥΫςΟε-ٕज़ͷઘγϦʔζʢNextPublishingʣ-໺ଜ-༑ن/
17. શମߏ੒  w "84
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    ͱ͸
    w 5FSSBGPSN
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    w Ұൠతͳٕज़બఆͷ؍఺
    w ࣮ફ্ͨ͠Ͱͷ؍఺
    w ֤؍఺Ͱൺֱ
18. ෳ਺ͷٕज़બఆͷ؍఺͔Βݕ౼  Ұൠతͳٕज़બఆͷ؍఺ ࣮ફ্ͨ͠Ͱͷ؍఺
19. Ұൠతͳٕज़બఆͷ؍఺  ʮཧ૝ͷٕज़બఆʯͷٕज़બఆͷධՁ࣠Λࢀߟ
    w αʔϏεཁ݅ͷ୲อ
    w ηΩϡϦςΟཁ݅
    w ݁Ռ੔߹ੑʢಛʹετϨʔδʣ
    w αʔϏεͷ࣮ݱՄೳੑ
    w ٕज़৴པੑ
    w ຊ൪࠾༻਺
    w ։ൃ฼ମͷ҆ఆੑ
    w ֫ಘ͍ͯ͠Δελʔ਺
    w ஀ੜ͔Βͷ೥਺
    w ܦࡁੑ
    w αʔόʔ୅અ໿
    w ਓ݅අઅ໿
    w ։ൃੜ࢈ੑ
    w ֶशίετʢ
    ֓೦ͷγϯϓϧ͞ɺطଘϊ΢ ϋ΢ͱͷ਌࿨ੑʣ
    w ਓ਺ن໛΁ͷద߹ੑ
    w ϝϯςφϯεੑ
    w ਓతࢿݯͷՄ༻ੑ
    w ֶशϞνϕʔγϣϯ ࢀߟɿʮཧ૝ͷٕज़બఆʯhttps://note.com/timakin/n/n2d9eaa02e633
20. Ұൠతͳٕज़બఆͷ؍఺  ʮཧ૝ͷٕज़બఆʯͷٕज़બఆͷධՁ࣠Λࢀߟ
    w αʔϏεཁ݅ͷ୲อ
    w ηΩϡϦςΟཁ݅
    w ݁Ռ੔߹ੑʢಛʹετϨʔδʣ
    w αʔϏεͷ࣮ݱՄೳੑ
    w ٕज़৴པੑ
    w ຊ൪࠾༻਺
    w ։ൃ฼ମͷ҆ఆੑ
    w ֫ಘ͍ͯ͠Δελʔ਺
    w ஀ੜ͔Βͷ೥਺
    w ܦࡁੑ
    w αʔόʔ୅અ໿
    w ਓ݅අઅ໿
    w ։ൃੜ࢈ੑ
    w ֶशίετʢ
    ֓೦ͷγϯϓϧ͞ɺطଘϊ΢ ϋ΢ͱͷ਌࿨ੑʣ
    w ਓ਺ن໛΁ͷద߹ੑ
    w ϝϯςφϯεੑ
    w ਓతࢿݯͷՄ༻ੑ
    w ֶशϞνϕʔγϣϯ
    ˡݸਓʹΑΓ͚Γ ࢀߟɿʮཧ૝ͷٕज़બఆʯhttps://note.com/timakin/n/n2d9eaa02e633
21.  w ։ൃ฼ମʢఏڙձࣾʣΛվΊͯ֬ೝ
    
    
    ։ൃ฼ମɿ"NB[PO
    8FC
    4FSWJDFT
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    "84
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    ฼ମͷ҆ఆੑͱ͸ผʹఏڙऴྃͯ͠΋ $MPVE'PSNBUJPO
    ؅ཧʹ໭ͤΔ
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22. 
    
    
    ٕज़৴པੑ ελʔ਺஀ੜ೥਺ Ҿ༻(2021/7/10࣌఺)ɿhttps://www.githubcompare.com/aws/aws-cdk+hashicorp/terraform
23.  w ๭స৬αΠτͷٻਓ਺ͰਓతࢿݯͷՄ༻ੑΛ֬ೝ
    ˞࣌఺ͷ৘ใ
    
    
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    #ࣾٻਓ਺ɿ݅
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    ˞ฐࣾ͸݁ߏ࣮੷ଟ͍Ͱ͢ʢײ֮஋ʣ
    
    
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    #ࣾٻਓ਺ɿ݅
    ೥ͷ࣮੷͔Β࢖༻1+΍ਓࡐ΋ଟ͍͘Δ Α͏ͳҹ৅ ։ൃੜ࢈ੑ ਓతࢿݯͷՄ༻ੑ
24.  ͜͜·Ͱ7෼ͩͱྑ͍ϖʔε
25. શମߏ੒  w "84
    $%,
    ͱ͸
    w 5FSSBGPSN
    ͱ͸
    w Ұൠతͳٕज़બఆͷ؍఺
    w ࣮ફ্ͨ͠Ͱͷ؍఺
    w ֤؍఺Ͱൺֱ
26. ࣮ફ্ͨ͠Ͱͷٕज़બఆͷ؍఺  ࣗ෼ͷܦݧ͔Βಠࣗʹ؍఺Λ࡞੒
    w ։ൃݴޠͷҧ͍
    w ίʔυͷΞʔΩςΫνϟݕ౼
    w νʔϜεΩϧ
    w σϓϩΠ࣌ͷڍಈ
    w खಈมߋͷऔΓࠐΈ
    w αʔόϨε
    w αʔόϨεʢίʔυόϯυϧʣ
    w $*$%
    w ίϯςφԾ૝Ϛγϯϕʔε
    w ରԠ͍ͯ͠ΔϦιʔε
27. 
    5ZQF4DSJQUɺ+BWB4DSJQUɺ1ZUIPOɺ +BWBɺ$ɺ(P ։ൃऀϓϨϏϡʔ ͰϦ ιʔεΛهड़
    ࣮૷ࣗମ͸
    5ZQF4DSJQU
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28. 
    ϝϦοτɿ
    ීஈͷ࣮૷Ͱ࢖༻͠׳ΕͨݴޠͰهड़͢ Δ͜ͱ͕Մೳ
    ίʔυิ׬ͰυΩϡϝϯτΛݟͳͯ͘΋ ࣮૷͕ਐΊΒΕΔ
    σϝϦοτɿ
    5ZQF4DSJQU
    Ҏ֎Ͱ࡞Δ৔߹೔ຊޠͷ৘ ใ͕গͳΊ
    ϝϦοτɿ
    :".-ɺ+40/ʹ͍ۙͷͰϓϩάϥϛϯ άܦݧ͕ͳͯ͘΋࢝Ί΍͍͢
    ݻఆͷݴޠͰ؆୯ͳن໿Λ࡞Ε͹։ൃऀ ʹدΒͣࣅͨΑ͏ͳॻ͖ํʹͰ͖Δ
    σϝϦοτɿ
    υϝΠϯݻ༗ݴޠ %4- ͳͷͰද໘తͳ هड़ํ๏ͷܦݧΛଞʹ׆͔ͮ͠Β͍
    ٕज़બఆͷ؍఺ ։ൃݴޠͷҧ͍
29. 
    
    ٕज़બఆͷ؍఺ ίʔυͷΞʔΩςΫνϟݕ౼ ʮBoost your infrastructure with the AWS CDKʯ https://aws.amazon.com/jp/blogs/aws/boost-your-infrastructure-with-cdk/ ʮModule Creation- Recommended Patternʯ https://learn.hashicorp.com/tutorials/terraform/pattern-module- creation?in=terraform/modules
30. 
    
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31. 
    
    ϝϦοτɿ
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    σϝϦοτɿ
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    $%,
    ༻ͷίʔσΟϯάن ໿͕ͳ͍ͱݸਓʹΑΔϒϨ͕େ͖͍
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32. 
    
    ίʔυͷΞʔΩςΫνϟݕ౼ɿࢀߟʹͳͬͨهࣄ https://learn.hashicorp.com/tutorials/terraform/pattern-module- creation?in=terraform/modules .PEVMF
    $SFBUJPO
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33. 
    
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    w 5ZQF4DSJQU
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    w $%,
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    w )$-ͷه๏
    w 5FSSBGPSN
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    w ΞʔΩςΫνϟͷཧղ
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    ͷ੍໿ ٕज़બఆͷ؍఺ νʔϜεΩϧ
34. 
    
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    w 5ZQF4DSJQU
    ͷه๏
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    w $%,
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    w $%,$MPVE'PSNBUJPO
    ͷ੍໿ ඞཁͳٕज़ελοΫ
    w )$-ͷه๏
    w 5FSSBGPSN
    $-*
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    w ΞʔΩςΫνϟͷཧղ
    w 5FSSBGPSN
    ͷ੍໿ ٕज़બఆͷ؍఺ νʔϜεΩϧ
35. 
    
    ϝϦοτɿ
    ΞϓϦ࣮૷ͷܦݧ͕͋Ε͹࢖͍΍͍͢
    +BWBܦݧऀͳΒಛʹ໰୊ͳ͍ ࣮ମݧ
    ΞϓϦ࣮૷ܦݧͷ͋ΔΠϯϑϥ΍ϑϩϯ τόοΫΤϯυΤϯδχΞ͕ଟ͍νʔ Ϝʹ༗ޮ ϝϦοτɿ
    :".-
    ΍
    +40/
    ͳͲʹ͍ۙه๏Ͱशಘ ͠΍͍͢
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    ˞ϕʔεͱͳΔΞʔΩςΫνϟ࡞Γ͕
    ɹͰ͖ΔΞʔΩςΫτ͸ผ్ඞཁ ٕज़બఆͷ؍఺ νʔϜεΩϧ ʮҰൠతͳٕज़બఆʯͷֶशίετʹؔ࿈
36. 
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    ελοΫͷґଘؔ܎পʹϋϚΓ΍͍͢
    ϝϦοτɿ
    ࣮؀ڥͱίʔυͰϦιʔεൺֱ͕Մೳ UFSSBGPSN
    QMBO
    σϝϦοτɿ
    ࣦഊ࣌͸ϩʔϧόοΫ͞Εͣ໰୊ͳ͔ͬ ͨҰ෦ͷઃఆ͚ͩ൓ө͞ΕΔɻ࠶σϓϩ Π࣌ʹमਖ਼ͨ͠෦෼͚ͩ൓ө ٕज़બఆͷ؍఺ σϓϩΠ࣌ͷڍಈ
37.  ٕज़બఆͷ؍఺ σϓϩΠ࣌ͷڍಈ 5FSSBGPSN
    ͱ
    $MPVE'PSNBUJPO
    ͷൺֱ͕ॏཁɻͪ͜ΒͷํͷൃදΛࢀর https://dev.classmethod.jp/articles/terraform-or-cloudformation/
38. 
    
    
    $MPVE'PSNBUJPO
    ʹJNQPSUޙ
    $%,
    ͷ Ϟδϡʔϧ˞Ͱཧ࿦্͸औΓࠐΈՄೳ
    'PSNFS
    ͳͲͷ֎෦πʔϧΛ࢖͏
    
    ্ͷҊ͸྆ํͱ΋-
    $POTUSVDUʹͳͬ ͯ͠·͏ɻग़དྷΕ͹ຆͲͷϦιʔεΛ $%,Ͱॻ͘ͱ͍͏ڧ͍ҙࢤ͕ඞཁ 
    UFSSBGPSN
    JNQPSU
    ίϚϯυͰऔࠐՄೳ
    
    5FSSBGPSNͰ࡞੒ͨ͠Ϧιʔεͷࡉ͔͍ ઃఆ಺༰ͷมߋ͸औΓࠐΈ΍͍͢
    طଘͷϦιʔεΛ࠷దͳϞδϡʔϧʹ౰ ͯ͸ΊͯऔΓࠐΉͷ͸େมͦ͏ ٕज़બఆͷ؍఺ खಈมߋͷऔΓࠐΈ ※ʮInclude CloudFormation templates in the CDKʯ https://docs.aws.amazon.com/cdk/api/latest/docs/cloudformation-include-readme.html
39.  ͕࣍AWS CDKͰ1൪ͷਪ͠ϙΠϯτʂʂ
40. 
    
    -BNCEBपΓͷػೳ͸؆୯ʹݖݶΛઃఆ Ͱ͖ΔɻΑΓએݴతͳهड़͕Մೳ
    ։ൃΛ࢝Ί͖ͯ᪴΍͍͢Ϧιʔεؒ*". ϩʔϧͷݖݶΛࡉ͔͘؆୯ʹ࡞ΕΔʂ
    
    3PMFपΓͷઃఆͰ໌ࣔతʹݖݶΛ༩͑ Δඞཁ͕͋Γগ͠खؒ ٕज़બఆͷ؍఺ αʔόϨε ࢀߟɿhttps://dev.classmethod.jp/articles/receive-data-from-soracom-on-aws-using-terraform/#toc-3 ࢀߟɿhttps://summit-online-japan-cdk.workshop.aws/20-typescript/40-hit-counter/600-permissions.html resource aws_dynamodb_table iot_sample { name = "Terraform_Iot_Sample" … } … resource "aws_iam_role" "role" { name = "IotRuleToDynamoDBAccessRole" assume_role_policy = = <<EOF {…} EOF } resource "aws_iam_role_policy" "iam_policy_for_iot" { … policy = <<EOF { … "Action": [ "dynamodb:PutItem" ], "Resource": “${aws_dynamodb_table.iot_sample.arn}" } } EOF } export class HitCounter extends cdk.Construct { … const table = new dynamodb.Table(this, 'Hits', { … }); this.handler = new lambda.Function(this, 'HitCounterHandler', { … }); // grant the lambda role read/write permissions to our table table.grantReadWriteData(this.handler); } }
41. 
    
    ϝϦοτɿ
    એݴతʹ࣮૷Ͱ͖
    5FSSBGPSN
    ΑΓ୹͍ هड़Ͱ࣮૷͕Մೳ
    
    σϝϦοτɿ
    ҉໧ͷύϥϝʔλ͕ଟ͘ͳΓ΍͘͢୯७ ʹ࣮૷͢Δͱ
    5FSSBGPSN
    ΑΓϝϯςφ ϯεੑ͸Լ͕Γ΍͍͢
    
    
    ϝϦοτɿ
    هड़ྔ͕ଟ͘ͳΓઃఆΛஸೡʹߦ͍΍͢ ͘ϝϯςφϯεੑ͕༏Ε͍ͯΔ
    σϝϦοτɿ
    $MPVE'PSNBUJPO
    ʹൺ΂Ε͹એݴతʹ ॻ͚Δ͕
    $%,
    ʹൺ΂ΔͱݖݶࢦఆͳͲ ͸ࡉ͔͘ඞཁ
    ٕज़બఆͷ؍఺ αʔόϨε ʮҰൠతͳٕज़બఆʯͷϝϯςφϯεੑʹؔ࿈ ͲͪΒΛ࢖͏ʹͯ͠΋҉໧ͷઃఆʢؔ਺΍Ϟδϡʔϧ͕ඞਢͱ͍ͯ͠ͳ͍߲໨ͳͲʣ Λཧղͯ͠࢖Θͳ͚Ε͹ϝϯςφϯεੑ͸௿͘ͳΔɻॏཁͳઃఆ͸֬ೝ͢Δ͜ͱ
42. 
    
    ެࣜͰόϯυϧػೳ͕͋Δ
    1ZUIPOɺ/PEFKTɺ(P 1SFWJFX Ͱఏڙ
    
    
    -BNCEBͷόϯυϧػೳ͕ͳ͍ɻಠࣗͷ ϏϧυεΫϦϓτ͕ඞཁ ٕज़બఆͷ؍఺ αʔόϨε
    ίʔυόϯυϧ ࢀߟɿhttps://dev.classmethod.jp/articles/terraform-lambda-deployment/ ࢀߟɿhttps://docs.aws.amazon.com/cdk/api/latest/docs/aws-lambda-nodejs-readme.html
43. 
    
    ϝϦοτɿ
    $%,
    1JQFMJOF
    ͱ͍͏ެࣜͷ$PEFγϦʔ ζ࣮૷͕͋Δ
    "84֎ʹݖݶ͕ग़ͣ҆શੑ͸Ұ൪ߴ͍
    
    σϝϦοτɿ
    $PEF
    γϦʔζͰ
    1VMM
    3FRVFTU
    ͷ
    $*
    Λ ߦ͍͍ͨ৔߹͸࡞ΓࠐΈ͕ඞཁ
    
    ˞(JU)VC
    "DUJPOT$JSDMF$*
    ୯ମͷํ͕࠷ॳ͸ָʜ
    
    
    ϝϦοτɿ
    5FSSBGPSN
    $MPVEͱ͍͏ެࣜͷπʔϧ ʹݖݶΛ౉ͯ͠σϓϩΠ͕Մೳ
    
    σϝϦοτɿ
    ΞϓϦͷ
    $*$%
    ͸
    (JU)VC
    "DUJPOT
    Λ བྷΊͨ࡞ΓࠐΈ͕ඞཁ
    
    ˞(JU)VC
    "DUJPOT$JSDMF$*
    ୯ମͷํ͕ෳࡶʹͳΒͣྑ͍͔΋ʜ ٕज़બఆͷ؍఺ $*$%πʔϧपΓ
44.  -
    $POTUSVDU
    ΍
    -
    $POTUSVDU
    Λ࢖͏ ͱ؆୯ʹߏஙՄೳ
    ྫɿBXTFDTQBUUFSOT
    NPEVMF
    ͳͲ
    جຊ͸
    -
    $POTUSVDU
    Ͱߏ੒͠ࡉ͔͍ઃ ఆΛ͍ͨ͠৔߹͸
    -
    $POTUSVDU
    Λ࢖͏ ͱ໌֬ʹࢦఆͰ͖Δ
    $POTUSVDU
    ͷৄࡉ͸ҎԼͷεϥΠυΛࢀর
    ʮ"84
    #MBDL
    #FMU
    0OMJOF
    4FNJOBS
    "84
    $MPVE
    %FWFMPQNFOU
    ,JU
    $%, ʯ1
    IUUQTXXXTMJEFTIBSFOFU"NB[PO8FC4FSWJDFT+BQBOBXTCMBDLCFMUPOMJOF TFNJOBSBXTDMPVEEFWFMPQNFOULJUDEL
    ʮ"84
    $%,ʹίϯτϦϏϡʔτ͢ΔͨΊͷ۩ମతͳํ๏ʯ1
    IUUQTTQFBLFSEFDLDPNUPNPLJIPXUPBXTDELDPOUSJCVUF
    ϞδϡʔϧΛ࢖͑͹खಈͱൺֱͯ͠؆୯ ʹ&$4΍&$पΓͷߏ੒ΛߏஙՄೳ
    ྫ
    FDTGBSHBUFTFSWJDF
    NPEVMF
    ͳͲ
    ࡉ͔͍ઃఆΛ͍ͨ͠৔߹͸ެࣜϞδϡʔ ϧΛ૊Έ߹ΘͤΔͱޙ͔Β෼͔Γ΍͘͢ ࡞੒Ͱ͖Δ
    NPEVMF
    ͷৄࡉ͸ҎԼͷެࣜࢿྉΛࢀর
    ʮ.PEVMFT
    0WFSWJFXʯ
    IUUQTMFBSOIBTIJDPSQDPNUVUPSJBMTUFSSBGPSNNPEVMF JOUFSSBGPSNNPEVMFT ٕज़બఆͷ؍఺ ίϯςφԾ૝Ϛγϯ
45.  ͕࣍ Terraform Ͱ1൪ͷਪ͠ϙΠϯτʂʂ
46. 
    
    ϝϦοτɿ
    $MPVE'PSNBUJPO
    ͰରԠͨ͠Ϧιʔε͸ ΄΅͙͢൓ө͞ΕΔɻϚΠφʔ͔ͩΒର Ԡ͞Εͳ͍ͱ͍͏৺഑͸গͳͯ͘ࡁΉ
    σϝϦοτɿ
    "84֎෦ͷαʔϏεΛ؅ཧ͢Δػೳ͸ ؚ·Ε͍ͯͳ͍
    ͍͔ͭ͸
    $%,
    GPS
    5FSSBGPSN
    Ͱ؅ཧͰ͖Δ͔΋ʁ
    
    ϝϦοτɿ
    "84Ҏ֎ͷΫϥ΢υαʔϏε΍4BB4ͷ Ϧιʔε؅ཧ΋Մೳ
    ($1"[VSF"VUI%BUB%PHFUD
    σϝϦοτɿ
    "84ͷ৽͍͠ػೳ΍Ұ෦ͷαʔϏε˞ ͸ະରԠͷ΋ͷ͕ଟʑ͋Δ
    ˞IoTܥͷ IoT EventsɺIoT Analytics ͳͲ ٕज़બఆͷ؍఺ ରԠػೳ AWS IoT Events AWS IoT Analytics
47. ࣮ફ্ͨ͠Ͱͷٕज़બఆͷ؍఺  ࣗ෼ͷܦݧ͔Βಠࣗʹ؍఺Λ࡞੒
    w ։ൃݴޠͷҧ͍
    w ίʔυͷΞʔΩςΫνϟݕ౼
    w νʔϜεΩϧ
    w σϓϩΠ࣌ͷڍಈ
    w खಈมߋͷऔΓࠐΈ
    w αʔόϨε
    w αʔόϨεʢίʔυόϯυϧʣ
    w $*$%
    w ίϯςφԾ૝Ϛγϯϕʔε
    w ରԠ͍ͯ͠ΔϦιʔε
    
    
    
    
    
48.  w αʔόϨε
    PS
    *P5
    ΍ΔͳΒ
    "84
    $%,
    5FSSBGPSN
    Λ࢖ͬͯ΋݁ہผͷ*B$πʔϧ΍ಠࣗπʔϧ͕ඞཁʹͳΓֶशίετ͕૿Ճ
    w "84֎ͷϦιʔε΋ίʔυ؅ཧ͚ͨ͠Ε͹
    5FSSBGPSN
    "84
    $%,
    ͸
    $%,
    GPS
    5FSSBGPSN
    ͷࠓޙͷਐḿʹظ଴
    w ίϯςφԾ૝Ϛγϯ͸
    "84
    $%,
    ΋
    5FSSBGPSN
    ΋͋Γ
    ϝϯςφϯεੑΛҙ࣮ࣝͨ͠૷͕ඞཁɻ·ͨίʔυͷΞʔΩςΫνϟʹ͍ͭͯ͸ཁ஫ҙ
    w ΞϓϦະܦݧऀ͕ଟ͍ͳΒ
    5FSSBGPSN
    ΞϓϦܦݧऀ͕ଟ͍ͳΒ
    "84
    $%,
    ͱ͍͏બͼํ΋͋Γ ൺֱ݁Ռ·ͱΊ