IoTデバイスの疑似データ送信システムにおける サーバーレスなログ処理機構の試行錯誤

ServerlessDays Fukuoka 2019

1. *P5σόΠεͷٙࣅσʔλૹ৴γεςϜʹ͓͚Δ
   αʔόʔϨεͳϩάॲཧػߏͷࢼߦࡨޡ 4FSWFSMFTT%BZT
   'VLVPLB
   
    4BU ໟར
   ܒଠ
2.  ‣ 'VTJD
   $P
   -UE
   ‣ ϓϦϯγύϧΤϯδχΞ
   
   NPDLNPDLνʔϜϦʔμʔ
   ‣ "84
   403"$0.
   (P
   3VCZ
   ‣ ਺࣌ؒͰ׬શཧղʂΘΓͱΰπ͍,VCFSOFUFTϋϯζΦϯʂʂ
   w IUUQTRJJUBDPN,UB.JUFNTDFDEEGEE ໟར
   ܒଠʢ΋͏Γ
   ͚͍ͨʣ
3. *P5σόΠεͷٙࣅσʔλૹ৴γεςϜʹ͓͚Δ
   αʔόʔϨεͳϩάॲཧػߏͷࢼߦࡨޡ
4.  *P5։ൃऀ޲͚ͷ
   ٙࣅσʔλੜ੒ɾૹ৴αʔϏε NPDLNPDL 8FCίϯιʔϧ͔Β੍ޚ Backend ٙࣅσʔλ Ծ૝σόΠε
   NPDL ࣮σόΠεͳ͠Ͱ
   #BDLFOEͷ
   ςετ΍ෛՙࢼݧ͕
   ࣮ࢪՄೳʹ
5. ը໘Πϝʔδ  ࢥ͍௨ΓͷϑΥʔϚοτͰ+40/σʔλΛੜ੒ Ծ૝σόΠεͷεςʔλεͱͦͷมԽΛ೚ҙʹઃఆ ͞·͟·ͳ࣌ܥྻσʔλੜ੒ػೳ
6. *P5σόΠεͷٙࣅσʔλૹ৴γεςϜʹ͓͚Δ
   αʔόʔϨεͳϩάॲཧػߏͷࢼߦࡨޡ
7. γεςϜશମ૾ 
8.  PublicSubnet Web Web WebίϯιʔϧͰ ಈ࡞Λઃఆ mockΛૢ࡞ PrivateSubnet RDS
9.  PublicSubnet PrivateSubnet Web Web Worker Worker WebίϯιʔϧͰ ಈ࡞Λઃఆ mockΛૢ࡞ mockૢ࡞JobΛ ൃߦ PrivateSubnet RDS
10.  PublicSubnet PrivateSubnet S3 Bucket (Lot) S3 Bucket (Binary) Web Web Worker Worker mockૢ࡞JobΛ ൃߦ ઃఆϑΝΠϧΛ Ξοϓϩʔυ mockαʔόʔʹ ૢ࡞ࢦࣔ PrivateSubnet Mock Mock Mock Mock Mock Mock WebίϯιʔϧͰ ಈ࡞Λઃఆ mockΛૢ࡞ PrivateSubnet RDS
11.  PublicSubnet PrivateSubnet S3 Bucket (Lot) S3 Bucket (Binary) Web Web Worker Worker mockૢ࡞JobΛ ൃߦ ઃఆϑΝΠϧΛ Ξοϓϩʔυ mockαʔόʔʹ ૢ࡞ࢦࣔ ઃఆϑΝΠϧ όΠφϦΛDL PrivateSubnet Mock Mock Mock Mock Mock Mock WebίϯιʔϧͰ ಈ࡞Λઃఆ mockΛૢ࡞ PrivateSubnet RDS
12.  PublicSubnet PrivateSubnet S3 Bucket (Lot) S3 Bucket (Binary) Web Web Worker Worker mockૢ࡞JobΛ ൃߦ ઃఆϑΝΠϧΛ Ξοϓϩʔυ mockαʔόʔʹ ૢ࡞ࢦࣔ ઃఆϑΝΠϧ όΠφϦΛDL PrivateSubnet Mock Mock Mock Mock Mock Mock WebίϯιʔϧͰ ಈ࡞Λઃఆ mockΛૢ࡞ mockϓϩηε ىಈ PrivateSubnet RDS
13.  PublicSubnet PrivateSubnet S3 Bucket (Lot) S3 Bucket (Binary) Web Web Worker Worker mockૢ࡞JobΛ ൃߦ ઃఆϑΝΠϧΛ Ξοϓϩʔυ mockαʔόʔʹ ૢ࡞ࢦࣔ ઃఆϑΝΠϧ όΠφϦΛDL PrivateSubnet Mock Mock Mock Mock Mock Mock mockϓϩηε ىಈ WebίϯιʔϧͰ ಈ࡞Λઃఆ mockΛૢ࡞ PrivateSubnet mockՔಇঢ়گ Λ௨஌ RDS ϩάॲཧػߏ ʁ Log Storage ϩάૹ৴ ϩάอଘ
14.  PublicSubnet PrivateSubnet S3 Bucket (Lot) S3 Bucket (Binary) Web Web Worker Worker mockૢ࡞JobΛ ൃߦ ઃఆϑΝΠϧΛ Ξοϓϩʔυ mockαʔόʔʹ ૢ࡞ࢦࣔ ઃఆϑΝΠϧ όΠφϦΛDL PrivateSubnet Mock Mock Mock Mock Mock Mock mockϓϩηε ىಈ WebίϯιʔϧͰ ಈ࡞Λઃఆ mockΛૢ࡞ PrivateSubnet mockՔಇঢ়گ Λ௨஌ RDS ϩάॲཧػߏ ʁ Log Storage ϩάૹ৴ ϩάอଘ Mock Mock [ mock ] Go੡όΠφϦ͔Βཱͯͨ Ծ૝σόΠε໾ϓϩηε [ tower ] Go੡όΠφϦ͔Βཱͯͨ mock؅ཧϓϩηε
15. ϩάॲཧػߏ 
16.  <*/165>
    ֤NPDLϓϩηε͕
    ٙࣅσʔλૹ৴ͷͨͼʹ ϩάΛੜ੒ɾૹ৴ <065165>
    Կ͔͠ΒͷετϨʔδʹ ੜϩάΛอଘ <065165>
    ϩάΛղੳͯ͠
    NPDLͷՔಇঢ়ଶΛ௨஌ PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock ϩάॲཧػߏ ʁ Log Storage
17. ը໘ͰݟΔͱʜ  <065165>NPDLͷՔಇঢ়ଶΛදࣔ <065165>อଘͨ͠ϩάΛදࣔάϥϑදࣔ
18. *P5σόΠεͷٙࣅσʔλૹ৴γεςϜʹ͓͚Δ
    αʔόʔϨεͳϩάॲཧػߏͷࢼߦࡨޡ
19. ϙΠϯτ 
20.  PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock ϩάॲཧػߏ ʁ Log Storage NPDLͷՔಇ਺͸
    ࠷େͰສ୆
    Քಇ਺͔Β
    ͍͖ͳΓສʹͳΔ͜ͱ΋
21.  PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock ϩάॲཧػߏ ʁ Log Storage NPDLͷՔಇ਺͸
    ࠷େͰສ୆
    Քಇ਺͔Β
    ͍͖ͳΓສʹͳΔ͜ͱ΋ NPDLͷσʔλૹ৴ִؒ͸ ࠷খͰඵ
22.  ૹ৴ͨٙ͠ࣅσʔλͷ
    αΠζʹΑͬͯ
    ϩάͷαΠζ͸େ͖͘มಈ
    ,#ະຬd਺े,# PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock ϩάॲཧػߏ ʁ Log Storage NPDLͷՔಇ਺͸
    ࠷େͰສ୆
    Քಇ਺͔Β
    ͍͖ͳΓສʹͳΔ͜ͱ΋ NPDLͷσʔλૹ৴ִؒ͸ ࠷খͰඵ
23.  ૹ৴ͨٙ͠ࣅσʔλͷ
    αΠζʹΑͬͯ
    ϩάͷαΠζ͸େ͖͘มಈ
    ,#ະຬd਺े,# NPDLͷՔಇঢ়ଶΛ
    ϦΞϧλΠϜʹ൓ө͍ͨ͠ PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock ϩάॲཧػߏ ʁ Log Storage NPDLͷՔಇ਺͸
    ࠷େͰສ୆
    Քಇ਺͔Β
    ͍͖ͳΓສʹͳΔ͜ͱ΋ NPDLͷσʔλૹ৴ִؒ͸ ࠷খͰඵ
24.  ૹ৴ͨٙ͠ࣅσʔλͷ
    αΠζʹΑͬͯ
    ϩάͷαΠζ͸େ͖͘มಈ
    ,#ະຬd਺े,# NPDLͷՔಇঢ়ଶΛ
    ϦΞϧλΠϜʹ൓ө͍ͨ͠ PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock ϩάॲཧػߏ ʁ Log Storage NPDLͷՔಇ਺͸
    ࠷େͰສ୆
    Քಇ਺͔Β
    ͍͖ͳΓສʹͳΔ͜ͱ΋ NPDLͷσʔλૹ৴ִؒ͸ ࠷খͰඵ Ұఆظ͕ؒܦաͨ͠Β
    ϩάΛফ͍ͨ͠
25.  ૹ৴ͨٙ͠ࣅσʔλͷ
    αΠζʹΑͬͯ
    ϩάͷαΠζ͸େ͖͘มಈ
    ,#ະຬd਺े,# NPDLͷՔಇ਺ʹΑͬͯ අ༻΋εέʔϧ͍ͤͨ͞ NPDLͷՔಇঢ়ଶΛ
    ϦΞϧλΠϜʹ൓ө͍ͨ͠ PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock ϩάॲཧػߏ ʁ Log Storage NPDLͷՔಇ਺͸
    ࠷େͰສ୆
    Քಇ਺͔Β
    ͍͖ͳΓສʹͳΔ͜ͱ΋ NPDLͷσʔλૹ৴ִؒ͸ ࠷খͰඵ Ұఆظ͕ؒܦաͨ͠Β
    ϩάΛফ͍ͨ͠
26.  ͋ͳͨͳΒͲ͏͢Δʁ
27. /PX
    -PBEJOH powerd by ʮ࣮ࣸ൛ϞΫ͑΋Μ
    JO
    &YQMPSFS
    dѪɾ͓΅͍͑ͯ·͔͢dʯ
    https://speakerdeck.com/ktam1219/shi-xie-ban-mokuemon-in-explorer-ai-oboeteimasuka
28. ୈ̍ੈ୅
29. ‣ NPDLαʔόʔʹ͸Կ΋Πϯετʔϧ͠ͳ͍
     ؂ࢹͱ͔ΞοϓάϨʔυͱ͔͕໘౗
    ‣ ϩάॲཧػߏʹωοτϫʔΫଳҬΛۃྗׂ͔ͳ͍
     ϝΠϯػೳͷٙࣅσʔλૹ৴ʹ࢖͍͍ͨ ୈੈ୅ํ਑ 
30.  PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock S3 Bucket S3 Bucket Lambda ૹ৴ຖʹϩάΛ ॻ͖ग़͢ 1෼ຖʹશmockͷ ϩάΛूܭ S3΁ͷputͰ Lambda͕ൃՐ mockͷঢ়ଶΛ HTTPͰ఻͑Δ mockຖʹϩάΛ όϥͯ͠อଘ
31. ୈੈ୅݁Ռ  (PPE #BE ‣ NPDLαʔόʔʹԿ΋Πϯετʔϧ ͠ͳ͍͍ͯ͘
    ‣ ϩάॲཧػߏʹׂ͘ωοτϫʔΫଳ Ҭ͕࠷௿ݶ ‣ ϩάͷ఻ୡʹ͕͔͔࣌ؒΔ
    ‣ ϩάͷू໿෼ղॲཧ͕͋ΔͨΊ
 ϩάͷαΠζ͕େ͖͘Ͱ͖ͳ͍
    ‣ ҟৗܥ·Ͱߟ͑ΔͱUPXFSͰͷϩά ू໿ॲཧ͕ෳࡶʹͳΔ
    ‣ 4͔ΒظؒࢦఆͰϩάΛऔΓʹ͍͘
    ‣ XPSLFSʹNPDLঢ়ଶΛ఻͑Δͱ͜ Ζ͕ಉظత
    w ࣦഊ࣌ͷ࠶ૹॲཧΛͤͶ͹
32. ୈੈ୅݁Ռ  (PPE #BE ‣ NPDLαʔόʔʹԿ΋Πϯετʔϧ ͠ͳ͍͍ͯ͘
    ‣ ϩάॲཧػߏʹׂ͘ωοτϫʔΫଳ Ҭ͕࠷௿ݶ ‣ ϩάͷ఻ୡʹ͕͔͔࣌ؒΔ
    ‣ ϩάͷू໿෼ղॲཧ͕͋ΔͨΊ
 ϩάͷαΠζ͕େ͖͘Ͱ͖ͳ͍
    ‣ ҟৗܥ·Ͱߟ͑ΔͱUPXFSͰͷϩά ू໿ॲཧ͕ෳࡶʹͳΔ
    ‣ 4͔ΒظؒࢦఆͰϩάΛऔΓʹ͍͘
    ‣ XPSLFSʹNPDLঢ়ଶΛ఻͑Δͱ͜ Ζ͕ಉظత
    w ࣦഊ࣌ͷ࠶ૹॲཧΛͤͶ͹ ͳΜ͔μα͍ʂ
33. /PX
    -PBEJOH
34. ୈ̎ੈ୅
35. ‣ NPDLαʔόʔʹ͸Կ΋Πϯετʔϧ͠ͳ͍
     ΍ͬͺΓ؂ࢹͱ͔ΞοϓάϨʔυͱ͔͕໘౗
    ‣ ϩάॲཧػߏʹωοτϫʔΫଳҬΛ͋Δఔ౓ׂ͜͏
     ଍Γͳ͔ͬͨΒ͓ۚͷྗʹཔͬͯੜ͖͍ͯ͜͏
    ‣ 4͔Β%ZOBNP%#ʹม͑ͯΈΑ͏
     %ZOBNP%#ͳΒ֤NPDL͔Β௚઀ϩάΛೖΕͯ΋େৎ෉ͦ͏
     ΫΤϦ͕ॻ͚ΔͷͰอଘͨ͠ϩά͕औಘ͠΍͍͢
     Ͱ΋ΩϟύγςΟͷ؅ཧ͕໘౗ʜ ୈ̎ੈ୅ํ਑ 
36. %ZOBNP%#
    0O%FNBOE
    ര஀ʂ  !SF*OWFOU
    
37. %ZOBNP%#
    0O%FNBOE
    ര஀ʂ 
38. ࢲͷͨΊͷΞοϓσʔτ͔ 
39. ‣ ैདྷͷ%ZOBNP%#Ͱ͸ɺΩϟύγςΟϢχοτ ಡΈॻ͖ੑೳ Λ
 ͋Β͔͡Ίઃఆ͓ͯ͘͠ඞཁ͕͋ͬͨ
     8$6 8SJUF
    $BQBDJUZ
    6OJU
     3$6 3FBE
    $BQBDJUZ
    6OJU
    ‣ ΩϟύγςΟϢχοτͷΦʔτεέʔϦϯά͸ઃఆͰ͖Δ͕ɺ
 ॠؒతʹεέʔϧ͢ΔΘ͚Ͱ͸ͳ͍ ෼ऑ͔͔Δ
    ‣ 0O%FNBOEϞʔυͰ͸ɺ࢖ͬͨΩϟύγςΟϢχοτʹରͯ͠
 ैྔ՝ۚͯ͘͠ΕΔʂ
     ͋Β͔͡ΊΩϟύγςΟϢχοτΛઃఆ͓ͯ͘͠ඞཁ͕ͳ͍ʂ %ZOBNP%#
    0O%FNBOE
    ര஀ʂ 
40.  PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock DynamoDB (On-Demand) Lambda SNS SQS ֤mock͕௚઀ DynamoDBʹϩάΛ ॻ͖ࠐΉ Worker͔ΒσʔλΛ औΓʹߦ͘͜ͱͰ ඇಉظʹσʔλΛߋ৽ DynamoDB Streamsʹ ΑͬͯLambdaΛൃՐ ੜϩά͸DynamoDBΛࢀর TTLͰҰఆظؒܦաޙʹ࡟আ
41. ୈੈ୅݁Ռ  (PPE #BE ‣ NPDLՔಇঢ়ଶͷ఻ୡ͕΄΅ϦΞϧ λΠϜ
    ‣ ػߏ͕ൺֱత؆୯ʹͳͬͨ
    ‣ ϩάͷू໿෼ղॲཧ͕ͳ͘ͳͬͨ ͷͰɺେ͖Ίͷϩά΋ૹΕΔΑ͏ʹ ‣ ϩάॲཧػߏʹׂ͘ωοτϫʔΫ
 ଳҬ͕େ͖͘ͳͬͨ
    ‣ %ZOBNP%#
    0O%FNBOE͸
 ΰϦΰϦ࢖͏ͱߴ͍ʜ
42. ୈੈ୅݁Ռ  (PPE #BE ‣ NPDLՔಇঢ়ଶͷ఻ୡ͕΄΅ϦΞϧ λΠϜ
    ‣ ػߏ͕ൺֱత؆୯ʹͳͬͨ
    ‣ ϩάͷू໿෼ղॲཧ͕ͳ͘ͳͬͨ ͷͰɺେ͖Ίͷϩά΋ૹΕΔΑ͏ʹ ‣ ϩάॲཧػߏʹׂ͘ωοτϫʔΫ
 ଳҬ͕େ͖͘ͳͬͨ
    ‣ %ZOBNP%#
    0O%FNBOE͸
 ΰϦΰϦ࢖͏ͱߴ͍ʜ #JLLVSJ ‣ ࢥͬͨҎ্ʹॠؒతʹεέʔϧ͢Δ
    w ਺෼Ͱ
    <8$6>Ͱ΋0,
43. /PX
    -PBEJOH
44. ୈ̏ੈ୅
45. ‣ NPDLαʔόʔʹ͸Կ΋Πϯετʔϧ͠ͳ͍
     ΍ͬͺΓ؂ࢹͱ͔ΞοϓάϨʔυͱ͔͕໘౗
    ‣ ϩάॲཧػߏʹωοτϫʔΫଳҬΛ͋Δఔ౓ׂ͜͏
     ଍Γͳ͔ͬͨΒ͓ۚͷྗʹཔͬͯੜ͖͍ͯ͜͏
    ‣ %ZOBNP%#
    0O%FNBOE͸୤٫͠Α͏
     ͓ۚʹ΋ݶք͕͋ΔΑͶ ୈ̏ੈ୅ํ਑ 
46. ‣ ΩϟύγςΟ͕ৗʹେ͖͘มಈ͢Δ৔߹͸༗ޮ
    ‣ NPDLNPDLͰ΋มಈ͸͢Δ͕ɺ֤NPDL͕ॻ͖ࠐΉྔ͸Ұఆ
     ؤுΕ͹1SPWJTJPOFE͕࢖͑ΔͷͰ͸ʁ ΰϦΰϦ%ZOBNP%#
    0O%FNBOE  ΋ͣͬ͠ͱҰఆͰ࢖͍ଓ͚ͨΒʜ 0O%FNBOE 1SPWJTJPOFE ར༻͍ͯ͠ΔΩϟύγςΟͷ໿ഒΛ ϓϩϏδϣϯ͍ͯ͠Δঢ়ଶ ʹ
47. ࢲͷͨΊͷΞοϓσʔτ
    ͡Όͳ͔͔ͬͨ΋ 
48. ‣ ىಈ࣌ʹඞཁͳΩϟύγςΟΛ༧ଌͰ͖Ε͹࣮ݱ͢Δ
     ૹ৴σʔλαΠζʹΑͬͯϩάͷαΠζ͕େ͖͘มಈ
     ૹ৴σʔλαΠζΛ༧ଌ͢Δͷ͸ࠔ೉ %ZOBNP%#
    0O%FNBOE
    ͔Βͷ୤٫ 
49. ը໘ͰݟΔͱʜʢ࠶ܝʣ  <065165>NPDLͷՔಇঢ়ଶΛදࣔ <065165>อଘͨ͠ϩάΛදࣔάϥϑදࣔ
50. ը໘ͰݟΔͱʜʢ࠶ܝʣ  <065165>NPDLͷՔಇঢ়ଶΛදࣔ <065165>อଘͨ͠ϩάΛදࣔάϥϑදࣔ ૹ৴σʔλͷ৘ใΛ ࢖͍ͬͯΔͷ͸͚ͩ͜͜ ผͷػߏͰอଘͯ͠ΈΑ͏
51. ‣ ෳ਺ͷαʔόʔ͔ΒϚ΢ϯτͰ͖Δڞ༗ετϨʔδ
     ωοτϫʔΫϑΝΠϧγεςϜͱͯ͠Ϛ΢ϯτ
    ‣ ༰ྔ͕ࣗಈͰεέʔϧ͢Δ
    ‣ εϧʔϓοτ੍͕ޚՄೳ
     όʔετεϧʔϓοτ
    
    ϑΝΠϧγεςϜͷαΠζʹ߹Θͤͯεέʔϧ
     ϓϩϏδϣϯυεϧʔϓοτ
    
    εϧʔϓοτΛ௚઀ઃఆ
    ‣ ෳ਺ͷ";͔ΒΞΫηεՄೳ "NB[PO
    &MBTUJD
    'JMF
    4ZTUFN &'4 
52.  PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock DynamoDB (Provisioned) Lambda SNS SQS DynamoDBʹ͸ mockঢ়ଶߋ৽༻ͷϩά EFSʹ͸׬શͳϩάΛ ॻ͖ࠐΉ ΩϟύγςΟ͸ mockىಈ࣌ʹௐ੔ EFS
53. ‣ ΩϟύγςΟ͸૿΍͢ํ޲ʹ͸ճ਺੍ݶ͕ແ͍͚ͲɺݮΒ͢ํ޲ ʹ͸ճ਺੍ݶ͕͋Δ
     NPDLͷՔಇ୯Ґ͝ͱʹඞཁͳ8$6Λࢉग़ͯ͠௥Ճ
     DSPOͰ࣌ؒຖʹՔಇ୯Ґͷ8$6ͷ߹ܭ஋Λग़ͯ͠ద༻ %ZOBNP%#ͷ8$6ߋ৽ 
54. ୈੈ୅݁Ռ  (PPE #BE ‣ %ZOBNP%#ͷඅ༻͕࠷దԽ͞Εͨ ‣ ϩάॲཧػߏʹׂ͘ωοτϫʔΫ
 ଳҬ͕΋ͬͱେ͖͘ͳͬͨ
    ‣ Ұఆ࣌ؒܦաޙʹ&'4͔ΒσʔλΛ ࡟আ͢Δͷ͕खؒ
    ‣ &'4΋*0Λ૿΍ͦ͏ͱ͢ΔͱͦΕͳ Γʹඅ༻͕ʜ
55. ୈੈ୅݁Ռ  (PPE #BE ‣ %ZOBNP%#ͷඅ༻͕࠷దԽ͞Εͨ ‣ ϩάॲཧػߏʹׂ͘ωοτϫʔΫ
 ଳҬ͕΋ͬͱେ͖͘ͳͬͨ
    ‣ Ұఆ࣌ؒܦաޙʹ&'4͔ΒσʔλΛ ࡟আ͢Δͷ͕खؒ
    ‣ &'4΋*0Λ૿΍ͦ͏ͱ͢ΔͱͦΕͳ Γʹඅ༻͕ʜ :BSBLBTIJ ‣ ςετ؀ڥͰ8$6໭Βͣߴֹ੥ٻ
56. /PX
    -PBEJOH
57. ୈ̐ੈ୅
58. ‣ NPDLαʔόʔʹԿ͔ΛΠϯετʔϧ͢ΔͷΛڐ༰͠Α͏
     શମతʹ͜ͳΕ͖ͯͨͷͰɺࠓͳΒ͍͚Δؾ͕͢Δ
    ‣ ࠓͦ͜,JOFTJTͱ޲͖߹͓͏
     γϟʔυ͕ෳ਺ʹͳΔͱͪΐͬͱେม͚ͩͲ
    ‣ ૣ͘΋&'4͔Β୤٫͍ͨ͠ؾ࣋ͪ
     ωοτϫʔΫଳҬͷϘτϧωοΫʹͳΓ͕ͪ
     ͓ۚͰղܾͰ͖Δ͚Ͳ͓ۚ͸େࣄ
     ϩάͷͨΊʹNPDL͔ΒϲॴʹσʔλΛૹ͍ͬͯΔͷ΋͔ͬ͜ѱ͍ ୈ̐ੈ୅ํ਑ 
59. ‣ ,JOFTJT
    %BUB
    4USFBNTʹσʔλΛ౤͛ࠐΉϥΠϒϥϦ
    ‣ ͋Δఔ౓σʔλΛ·ͱΊͯૹͬͯ͘ΕΔ
     γϟʔυ͋ͨΓͷॻ͖ࠐΈ੍ݶΛΫϦΞ͠΍͘͢ͳΔ
    w .#ඵ
    w Ϩίʔυඵ
    
    ίϨ
     ωοτϫʔΫଳҬతʹ΋΍͞͠Ί
     -BNCEB࣮ߦճ਺తʹ΋΍͞͠Ί
    ‣ ૹ৴͕ඇಉظʹͳΔ
    ‣ qVFOUEͱ૊Έ߹Θͤͯ࢖͏ͱ΍Γ΍͍͢
     BXTqVFOUQMVHJOLJOFTJT "NB[PO
    ,JOFTJT
    1SPEVDFS
    -JCSBSZ ,1- 
60. ‣ ͦͷ໊ͷ௨ΓϩάΛ؅ཧͯ͘͠ΕΔ΍ͭ
     $MPVE8BUDI
    -PHT
    *OTJHIUT
    ͰϩάσʔλΛ෼ੳ͢Δ͜ͱ΋Մೳ
     อଘظؒ΋ઃఆͰ͖Δʂ
    ‣ ୈੈ୅ͷͱ͖ʹҰճݕ౼͚ͯͨ͠Ͳ
 ੍ݶ಺༰Λצҧ͍͍ͯͯ͠Ϙπʹʜʂ
    ‣ ϩά౤ೖස౓ͷ੍ݶ؇࿨͕ඞཁ
     σϑΥϧτͰ͸݅ඵͷτϥϯβΫγϣϯ BQOPSUIFBTU "NB[PO
    $MPVE8BUDI
    -PHT 
61.  PrivateSubnet Worker Worker PrivateSubnet Mock Mock Mock Mock Mock Mock Lambda SNS SQS Kinesis
 Data Streams KPLͰσʔλΛ ·ͱΊͯૹ৴ CloudWatch Logs ΞΧ΢ϯτ͝ͱʹLogGroup mock͝ͱʹLogStream
62. ୈੈ୅݁Ռ  (PPE #BE ‣ &'4͔Βͷ୤٫
    ‣ ϩάॲཧػߏʹׂ͘ωοτϫʔΫଳ Ҭ͕খ͘͞ͳͬͨ
63. ୈੈ୅݁Ռ  (PPE #BE ‣ &'4͔Βͷ୤٫
    ‣ ϩάॲཧػߏʹׂ͘ωοτϫʔΫଳ Ҭ͕খ͘͞ͳͬͨ *LLB ‣ ͍ͭʹNPDLαʔόʔʹΠϯετʔ ϧͨ͠
    ‣ ,1-ͰϩάΛू໿ͯ͠ૹΔͨΊɺ NPDLঢ়ଶͷ఻ୡϥά͕ŧŔŕŪũƄſ
64. /PX
    -PBEJOH
65. ୈੈ୅ʁ
66. ظ଴ͷ৽੕
    "NB[PO
    5JNFTUSFBN  !SF*OWFOU
    
67. ‣ ߴ଎Ͱεέʔϥϒϧͳ׬શϚωʔδυܕͷ࣌ܥྻσʔλϕʔε
     ॻ͖ࠐΈ
    
    ΫΤϦ
    
    ετϨʔδʹΑΔैྔ՝ۚ
     *0ͷੑೳ ੍ݶ ͸·ͩग़͍ͯͳ͍ʜ
     σʔλอଘظ͕ؒઃఆͰ͖ΔͷͰ࡟আॲཧ΋ඞཁͳ͍ʁ ظ଴ͷ৽੕
    "NB[PO
    5JNFTUSFBN 
68. SF*OWFOU΋
    ऴΘͬͨࠓʂ 
69. 
70. 
71. /PX
    -PBEJOH
72. ·ͱΊ
73. ‣ େྔͷNPDL͔Βൃੜ͢ΔϩάΛॲཧ͢ΔػߏͷมભΛݟ͖ͯͨ
    ‣ ͳʹ͛ʹશ෦TFSWFSMFTT
     අ༻΋NPDLͷՔಇ਺ʹԠͯ͡εέʔϧ͢Δ ෦෼͕ଟ͍
    ‣ ࣗ෼Ͱ͸࡞Δͷ͕೉͍͠ػߏ͕ͨ͘͞Μ༻ҙ͞Ε͍ͯͯ
 ؾܰʹࢼߦࡨޡ͕Ͱ͖Δͷ͸Ϋϥ΢υͳΒͰ͸
     ύζϧͷΑ͏ʹ͍Ζ͍Ζ૊Έ߹Θ͍ͤͯ͘ͷ͸ָ͍͠ʂ
    ‣ େن໛ͳσʔλΛѻ͏ͱ͖ʹ࠷ޙʹϘτϧωοΫʹͳΔͷ͸΍ͬͺΓ*0 ·ͱΊ 
74. ͝ਗ਼ௌ
 ͋Γ͕ͱ͏͍͟͝·ͨ͠ʂ NPDLNPDL͕
    ؾʹͳΔํ͸ޙΖͷϒʔε΁ʂ