サーバーレス開発の勘所

Developers.IO 2019 Fukuoka
2019/10/26

Transcript

1. αʔόʔϨε։ൃͷצॴ $9ࣄۀຊ෦
   Ն໨༞थ
2. εϥΠυ͸ޙͰೖख͢Δ͜ͱ͕ग़དྷ·͢ͷͰ ൃදதͷ಺༰ΛϝϞ͢Δඞཁ͸͋Γ·ͤΜɻ ࣸਅࡱӨΛ͢Δ৔߹͸ ϑϥογϡɾγϟολʔԻ͕ग़ͳ͍Α͏ʹ͝഑ྀ͍ͩ͘͞ Attention
3. ࣗݾ঺հ  Ն໨༞थ
   φπϝϢ΢λ
   w $9ࣄۀຊ෦
   w ݩαʔόʔϨε։ൃ෦
   w ෱ԬΦϑΟε
   w ޷͖ͳαʔϏε
   -BNCEB
   4
4. ࿩͢͜ͱ࿩͞ͳ͍͜ͱ  w ࿩͢͜ͱ
   w αʔόʔϨεΞϓϦέʔγϣϯͷ։ൃӡ༻Λ
 ΍࣮ͬͯࡍʹಘΒΕͨ஌ݟ
   w "84ͷαʔϏεΛ࢖͏։ൃͷ஌ݟ
   w ࿩͞ͳ͍͜ͱ
   w αʔόʔϨεΞϓϦέʔγϣϯͱ͸Կͧ΍
5.  ։ൃ؀ڥ
6. ։ൃ؀ڥ  1. GitHubͱCircleCI
7. 
   (JU)VCͱ$JSDMF$*  w (JU)VC
   w ։ൃͰ͸σϑΝΫτʹ͍ۙ
   w ࢖͍΍͍͢஌ݟ΋ଟ͍
   w 1VMM
   3FRVFTU
   w (JUͷجૅ஌ࣝ͑͋͞Ε͹࢖͑Δ
8. 
   (JU)VCͱ$JSDMF$*  w $JSDMF$*
   w (JU)VCΞΧ΢ϯτ͕͋Ε͹࢖͑Δ
   w +PCͷϫʔΫϑϩʔΛ૊Έ΍͍͢
   w ฒྻ࣮ߦ΋Ͱ͖Δ
9. ։ൃ؀ڥ  2. ҰͭͷAWSΞΧ΢ϯτʹ
 ෳ਺ͷ؀ڥΛԡ͠ࠐ·ͳ͍
10. 
    Ұͭͷ"84ΞΧ΢ϯτʹෳ਺ͷ؀ڥΛԡ͠ࠐ·ͳ͍  w Ұͭͷ"84ΞΧ΢ϯτʹ
    ։ൃຊ൪
    ͳͲ
 ෳ਺ͷ؀ڥ͕͋Δͱେม
    w -BNCEBؔ਺໊ͱ͔͸3FHJPOͰҰҙʹ͠ͳ͍ͱ͍͚ͳ͍
    w ։ൃ؀ڥ৮ͬͯΔͭ΋ΓͰɺຊ൪؀ڥ৮ͬͪΌ͏
11. ։ൃ؀ڥ  3. CI/CDͰ࢖༻͢Δ
 Ϟδϡʔϧ౳͸Ωϟογϡͤ͞Δ
12. 
    $*$%Ͱ࢖༻͢ΔϞδϡʔϧ౳͸Ωϟογϡͤ͞Δ  w "84
    $-*ͱ͔QZUFTUͱ͔$*$%Ͱ࢖༻͢Δ
 Ϟδϡʔϧ͸͍ͬͺ͍͋Δ
    w $JSDMF$*ͷΩϟογϡػೳΛ࢖༻ͯ͠
 ࢖͍·Θ͠Ͱ͖ΔΑ͏ʹͨ͠ํ͕͍͍
    w IUUQTDJSDMFDJDPNEPDTKBDPOpHVSBUJPO SFGFSFODFTBWF@DBDIF
    w IUUQTDJSDMFDJDPNEPDTKBDPOpHVSBUJPO SFGFSFODFSFTUPSF@DBDIF
13. 
    $*$%Ͱ࢖༻͢ΔϞδϡʔϧ౳͸Ωϟογϡͤ͞Δ  w ΩϟογϡΛ࢖༻͢Δࡍͷ஫ҙ఺
    w Ωϟογϡ͸࠷େ೔อଘ͞Ε·͢
    w ࠷େͳͷͰͦΕΑΓૣ͘ͳ͘ͳΔ͜ͱ΋͋Γ·͢
    w ΩϟογϡͷSFTUPSFʹࣦഊͯ͠΋+PC͸ଓߦ͢Δ
    w SFTUPSFͨ͠ΒͪΌΜͱ੒ޭ͔ͨ֬͠ೝͯ͠ɺ
 ࣦഊͯͨ͠Β࠶Πϯετʔϧ͢Δ
    खॱ͕ඞཁʹͳΓ·͢
14. ։ൃ؀ڥ  4. Jobͷ࣮ߦ࣌ʹ
 ෳ਺ͷίϯςφΛ࢖༻͢Δ
15. 
    +PCͷ࣮ߦ࣌ʹෳ਺ͷίϯςφΛ࢖༻͢Δ  w $JSDMF$*͸+PCͷ࣮ߦ࣌ʹ
 ෳ਺ͷ%PDLFSίϯςφΛ࢖༻͢Δ͜ͱ͕Ͱ͖Δ
    w +PCΛ࣮ߦ͢Δίϯςφͱ
 -PDBM4UBDLΛ࣮ߦ͢Δίϯςφͷ̎ͭΛ࢖༻ͯ͠
 ୯ମςετͨ͠ΓͰ͖Δ
16. ։ൃ؀ڥ  5. JobΛฒྻͰ࣮ߦ͢Δ
17. 
    +PCΛฒྻͰ࣮ߦ͢Δ  w $JSDMF$*Ͱ͸+PCఆٛͰࢦఆ͢Ε͹
 ͦͷ+PCΛฒྻ࣮ߦͰ͖Δ
    w 1VCMJDϦϙδτϦͰ͋Ε͹ແ՝ۚͰ࠷େฒྻ
    w 1SJWBUFϦϙδτϦ͸՝ۚ͢Ε͹Ͱ͖ΔΑ͏ʹͳΔ
    w IUUQTDJSDMFDJDPNEPDTKBQBSBMMFMJTNGBTUFSKPCT
18. 
    +PCΛฒྻͰ࣮ߦ͢Δ  w ͨͩ͠ɺԿ΋͠ͳ͚Ε͹ಉ͡ॲཧΛ
 ฒྻͰ΍͍ͬͯΔ͚ͩ
    w ॲཧΛ෼͚ΔΑ͏ʹॻ͘ඞཁ͕͋Δ
    w ؀ڥม਺
    l$*3$-&@/0%&@*/%&9zͰॲཧΛΘ͚Δ
    w $JSDMF$*ͷ$-*ίϚϯυͰॲཧର৅ͷϑΝΠϧͳͲΛΘ͚Δ
19. 
    +PCΛฒྻͰ࣮ߦ͢Δ 
20. 
    +PCΛฒྻͰ࣮ߦ͢Δ  w ςετͰฒྻԽͨ͘͠ͳΔ
    w ୯ମςετ
    ฒྻԽ͸҆৺ͯ͠Ͱ͖Δ
    w ෳ਺ίϯςφ࢖ͬͯͯ΋ͦΕ͝ͱฒྻԽͯ͘͠ΕΔ͔Β
 ׯব͢Δ͜ͱ΋ͳ͘ฒྻ࣮ߦͰ͖Δ
    w &&ςετ
    Α͘ߟ͑ͯฒྻԽ͠ͳ͍ͱ͍͚ͳ͍
    w ฒྻԽͯ͠΋όοΫΤϯυ͸͢΂ͯಉ͡ͱ͜Ζ͔ͩΒ
 ͱ͖Ͳ͖ׯবͨ͠Γ͢Δ
21.  Lambdaͷ։ൃ/ӡ༻
22. -BNCEBͷ։ൃӡ༻  6. τϦΨʔछผʹؾΛ͚ͭΔ
23. 
    τϦΨʔछผʹؾΛ͚ͭΔ  w τϦΨʔͷछผ͸ͬ͘͟Γ෼͚Δͱͭ
    w ಉظ࣮ߦ
    w "1*
    (BUFXBZ
    $PHOJUP6TFS
    1PPMT
    w ඇಉظ࣮ߦ
    w 4
    4/4
    $MPVE8BUDI
    &WFOU
    "84
    *P5
    w ΠϕϯτιʔεϚοϐϯά
    ετϦʔϜ
    w %ZOBNP%#
    4USFBN
    ,JOFTJT
    %BUB4USFBN
    424
24. 
    τϦΨʔछผʹؾΛ͚ͭΔ  w τϦΨʔͷछผʹΑͬͯϦτϥΠͷಈ࡞͕มΘΔ
    w ಉظ࣮ߦ
    w ϦτϥΠ͠ͳ͍
    w ඇಉظ࣮ߦ
    w ࠷େճ
    ϦτϥΠ
    w ΠϕϯτιʔεϚοϐϯά
    ετϦʔϜ
    w ετϦʔϜͷ*UFN͕ظݶ੾ΕʹͳΔ·ͰԿ౓΋࣮ߦ
    w Ωϡʔ͸ॲཧʹ੒ޭ͠ͳ͍ͱɺ*UFN͸Ωϡʔʹ࢒Δ
    w ׂͱॏཁͳͷͰɺυΩϡϝϯτΛ֬ೝ͍ͯͩ͘͠͞
    w IUUQTEPDTBXTBNB[PODPNKB@KQMBNCEBMBUFTUEHMBNCEBNPOJUPSJOHIUNM
25. -BNCEBͷ։ൃӡ༻  7. LogGroupʹ
 FilterΛઃఆͯ͠ศརʹ࢖͏
26. 
    -PH(SPVQʹ'JMUFSΛઃఆͯ͠ศརʹ࢖͏  w -BNCEBͷ࣮ߦϩά͸
 $MPVE8BUDI
    -PHTͷ
    -PH(SPVQʹు͔ΕΔ
    w -PH(SPVQʹ'JMUFSΛઃఆ͢Δͱศརʹ࢖͑Δ
    w ৚݅Λຬͨ͢ϩά͕ు͔ΕΔͱԿ͔ͯ͘͠ΕΔ
    w छྨ͋Δ
    w .FUSJDT'JMUFS
    ΧελϜϝτϦΫεʹ஋Λ౤͛Δ
    w 4VCTDSJQUJPO'JMUFS
    w -BNCEB
    ,JOFTJT
    %BUB
    4USFBN'JSFIPTFʹϩάΛ౤͛Δ
27. -BNCEBͷ։ൃӡ༻  8. LambdaͱҰॹʹ
 LogGroup΋࡞੒͢Δ
28. 
    -BNCEBͱҰॹʹ-PH(SPVQ΋࡞੒͢Δ  w -BNCEB͸-PH(SPVQ͕ͳ͚Ε͹ɺ
 ࣮ߦ࣌ʹࣗಈతʹ࡞੒͢Δ
    w ໌ࣔతʹ࡞੒͠ͳ͍ͱɺ-BNCEB͕࣮ߦ͞ΕΔ·Ͱ
 -PH(SPVQ͸࡞੒͞Εͳ͍ͷͰ'JMUFSΛઃఆͰ͖ͳ͍
    w -BNCEBͷ؂ࢹʹ͸͔ܽͤͳ͍ͷͰ
 -PH(SPVQ͸Ұॹʹ࡞੒͢Δ
29. -BNCEBͷ։ൃӡ༻  9. ඇಉظ࣮ߦͷLambdaͷ Τϥʔ௨஌͸DLQΛ࢖༻͢Δ
30. 
    ඇಉظ࣮ߦͷ-BNCEBͷΤϥʔ௨஌͸%-2Λ࢖༻͢Δ  w ඇಉظ࣮ߦͷ-BNCEB͸ࣦഊ͢Δͱ
 ϦτϥΠΛؚΊͯճ࣮ߦ͞ΕΔ
    w ࠷ॳ͸ࣦഊ͚ͨ͠ͲɺϦτϥΠͰ੒ޭ͢Δ
    w Α͋͘Δ
    w ΤϥʔϩάͰ௨஌͢ΔͱແବʹΤϥʔ͕དྷΔ
31. 
    ඇಉظ࣮ߦͷ-BNCEBͷΤϥʔ௨஌͸%-2Λ࢖༻͢Δ  w %-2 %FBE
    -FUUFS
    2VFVF Λ࢖༻ͯ͠
 ϦτϥΠ΋ؚΊࣦͯഊͨ͠ͱ͖ͷΈ௨஌͢Δ
    w ඇಉظ࣮ߦͷ-BNCEB͕ճࣦഊ͢Δͱ
 %-2ʹσʔλ͕౤͛ΒΕΔ
    w %-2͸4/4ͱ424ͷͲͪΒ͔ΛઃఆͰ͖Δ
32. 
    ඇಉظ࣮ߦͷ-BNCEBͷΤϥʔ௨஌͸%-2Λ࢖༻͢Δ  w %-2ʹ౤͛ΒΕΔσʔλʹ͸ɺ
 Ͳͷ-BNCEB͕౤͔͛ͨΛࣝผ͢Δ৘ใ͸ͳ͍
    w Τϥʔϝοηʔδ΍ϦΫΤετ*%͸͋Δ
    w Ͳͷ-BNCEB͔Λࣝผ͢Δ৘ใ͚ͩͳ͍
    w -BNCEB͝ͱʹ4/4
    5PQJDΛ࡞੒͠ɺ
 Ͳͷ4/4
    5PQJD͔Β౤͛ΒΕ͔ͨͰ۠ผ͍ͯ͠Δ
33. -BNCEBͷ։ൃӡ༻  10. Lambdaͷࣦഊ͸Τϥʔ͚ͩ͡Όͳ͍
34. 
    -BNCEBͷࣦഊ͸Τϥʔ͚ͩ͡Όͳ͍  w ΤϥʔҎ֎Ͱ΋-BNCEB͸ࣦഊ͢Δ
    w λΠϜΞ΢τ
    w ׬ྃ͢Δ·Ͱʹϓϩηε͕མͪΔ
    w ϝϞϦ௒աͱ͔
    w -PH(SPVQʹ͸ు͔ΕΔ͔Β௨஌͸Ͱ͖Δ
    w λΠϜΞ΢τ
    
    w 5;
    CDGEBEFECBECD
    5BTL
    UJNFE
    PVU
    BGUFS
    
    TFDPOET
    w ϓϩηεམͪ
    
    w 3FRVFTU*E
    CCGDBFCEE
    1SPDFTT
    FYJUFE
    CFGPSF
    DPNQMFUJOH
    SFRVFTU
35. -BNCEBͷ։ൃӡ༻  11. ݶք·Ͱ୯ମςετΛߦ͏
36. 
    ݶք·Ͱ୯ମςετΛߦ͏  w ୯ମςετ͕೉͍͠
 "84Λ৮Δςετ΋ՄೳͳݶΓ΍Δ
    w -PDBM4UBDL
    w "84ͷϦιʔεΛϩʔΧϧͰΤϛϡϨʔτ͢ΔϞοΫ
    w %PDLFS্Ͱಈ͘ͷͰɺͲͷݴޠͰ΋ςετʹ࢖͑Δ
    w TQVMFDNPUP
    w 1ZUIPO༻ͷ؆୯ʹ࢖͑ΔNPDL
37. 
    ݶք·Ͱ୯ମςετΛߦ͏  IUUQTTQFBLFSEFDLDPNNBSDZUFSVJTFSWFSMFTTBSDIJUFDUJOHBOEOPTRMEBUBNPEFMJOHGPSTVDDFTTGVMNJDSPTFSWJDFT TMJEF
38. -BNCEBͷ։ൃӡ༻  12. ؀ڥม਺Λ࢖͏
39. 
    ؀ڥม਺Λ࢖͏  w -BNCEB͸࡞੒࣌ʹ؀ڥม਺ΛఆٛͰ͖Δ
    w ,.4Λ࢖༻ͯ͠҉߸Խ΋Ͱ͖Δ
    w ࢖༻͢Δ%ZOBNP%#
    5BCMFͷ໊લͱ͔ɺ
 "84Ϧιʔεͷ*%ͱ͔Λ౉͢ͱศར
    w ࣗಈੜ੒͞ΕΔ*%ͳͲ͸ɺ
 4".ςϯϓϨʔτͰ؀ڥม਺ʹ౉ͯ͠΋Β͏Α͏ʹ͢Δ
40.  AWS Systems Manager Parameter Store (SSM Parameter)
41. "84
    4ZTUFNT
    .BOBHFS
    1BSBNFUFS
    4UPSF  13. API KeyͳͲΛ҉߸Խͯ͠อଘ͢Δ
42. 
    "1*
    ,FZͳͲΛ҉߸Խͯ͠อଘ͢Δ  w 44.
    1BSBNFUFSͰ͸஋Λ,.4Ͱ҉߸Խͯ͠
 อଘ͢Δ4FDVSF4USJOHͱ͍͏5ZQF͕͋Δ
    w ஋Λऔಘ͢Δͱ͖ʹ෮߸Խͯ͠औಘ͢Δ͜ͱ΋
 Ͱ͖ΔͨΊɺ؆୯ʹ࢖͏͜ͱ͕Ͱ͖Δ
    w ,.4Λ-BNCEBͷதͰ௚઀࢖͏͜ͱ΋Ͱ͖Δ͚Ͳɺ
 CZUFTʹͨ͠Γͱ͔৭ʑखॱΛ౿Ήඞཁ͕͋Δ
43.  CloudFormation
44. $MPVE'PSNBUJPO  14. Ϧιʔεߋ৽ͷڍಈʹ͸஫ҙ͠Α͏
45. 
    Ϧιʔεߋ৽ͷڍಈʹ͸஫ҙ͠Α͏  w Ұ౓$'OͰσϓϩΠ͞ΕͨϦιʔεͷ
 ߋ৽࣌ͷڍಈʹ͸͍͔ͭ͘छྨ͕͋Δ
    w தஅΛ൐Θͳ͍ߋ৽
    w Ϧιʔεͷ࢖༻Λଓ͚ͨ··ߋ৽Ͱ͖Δ
    w Ұ࣌తͳதஅΛ൐͏ߋ৽
    w ߋ৽࣌ʹҰ࣌తʹϦιʔε͸ࢭ·ͬͯ͠·͏
    w ஔ׵
    w ߋ৽͢Δͱ׬શͳผϦιʔεʹͳͬͯ͠·͏
    w தʹσʔλ͕͋ͬͨͱͯ͠΋͢΂ͯফ͑Δ
46. $MPVE'PSNBUJPO  15. Ϧιʔε਺ͷ্ݶʹؾΛ͚ͭΔ
47. 
    Ϧιʔε਺ͷ্ݶʹؾΛ͚ͭΔ  w ͭͷελοΫͰ࡞੒Ͱ͖ΔϦιʔε਺͸ݸ·Ͱ
    w 4".Λ࢖ͬͯͨΓ͢Δͱ
 উखʹ࡞੒͞ΕΔϦιʔε͕ଟ͍ͷͰ஫ҙ͕ඞཁ
    w ରࡦ
    w ҰͭͷελοΫͰଟ͘ͷϦιʔεΛ࡞Βͳ͍Α͏ʹ͢Δ
    w Ұ෦Ϧιʔε͸/FTUFE4UBDLΛ࢖ͬͯ؅ཧ͢ΔΑ͏ʹ͢Δ
48. $MPVE'PSNBUJPO  16. ஋Λ౉ͨ͢ΊͷػߏΛ࢖͍͜ͳ͢
49. 
    ஋Λ౉ͨ͢ΊͷػߏΛ࢖͍͜ͳ͢  w ελοΫʹରͯ͠
 ֎͔Β஋Λ౉ͨ͢Ίͷػߏ͕͍͔ͭ͋͘Δ
    w 1BSBNFUFST
    ηΫγϣϯ
    w ΫϩεελοΫࢀর
    *NQPSU&YQPSU
    w %ZOBNJD
    3FGFSFODFT
50. 
    ஋Λ౉ͨ͢ΊͷػߏΛ࢖͍͜ͳ͢  w 1BSBNFUFST
    ηΫγϣϯ
    w ςϯϓϨʔτͷதͰύϥϝʔλΛఆٛͯ͠ɺ
 ελοΫͷσϓϩΠ࣌ʹඞͣ౉͢Α͏ʹͤ͞Δ
    w 44.
    1BSBNFUFSΛࢀর͢ΔΑ͏ʹ͢Δ͜ͱ΋Ͱ͖Δ
    w ,.4Ͱ҉߸Խ͞Εͨ஋͸࢖͑ͳ͍
51. 
    ஋Λ౉ͨ͢ΊͷػߏΛ࢖͍͜ͳ͢  w ΫϩεελοΫࢀর
    *NQPSU&YQPSU
    w ผͷελοΫͰఆٛͨ͠஋Λ࢖༻͢Δ͜ͱ͕Ͱ͖Δ࢓૊Έ
    w ςϯϓϨʔτͷ0VUQVUTηΫγϣϯͰ
 &YQPSU༻ͷ/BNFΛઃఆ͢Δ͜ͱͰ࢖༻ՄೳʹͳΔ
52. 
    ஋Λ౉ͨ͢ΊͷػߏΛ࢖͍͜ͳ͢  w %ZOBNJD
    3FGFSFODFT
    w 44.
    1BSBNFUFS΍4FDSFUT
    .BOBHFSʹอଘ͞Εͨ஋Λ
 ςϯϓϨʔτͰ࢖༻͢Δ͜ͱ͕Ͱ͖Δ࢓૊Έ
    w ͜͜Ͱ͸,.4Ͱ҉߸Խ͞Εͨ஋Λ࢖༻͢Δ͜ͱ͕Ͱ͖Δ
    w ,.4Ͱ҉߸Խ͞Εͨ஋Λ0VUQVUTηΫγϣϯͳͲʹ
 هࡌ͢Δ͜ͱ͸Ͱ͖ͳ͍
53.  API Gateway
54. "1*
    (BUFXBZ 
55. "1*
    (BUFXBZ  17. λΠϜΞ΢τ͸29ඵ
56. 
    λΠϜΞ΢τ͸ඵ  w "1*
    (BUFXBZͰ͸ඵΑΓ௕͍ॲཧ͸Ͱ͖ͳ͍
    w λΠϜΞ΢τʹͳͬͯ͠·͏
    w ඵΑΓ୹͍࣌ؒʹઃఆ͢Δ͜ͱ͸Ͱ͖Δ
57. "1*
    (BUFXBZ  18. API͔Β௚઀
 AWSαʔϏεΛ৮Δ͜ͱ͕Ͱ͖Δ
58. 
    "1*͔Β௚઀"84αʔϏεΛ৮Δ͜ͱ͕Ͱ͖Δ  w "1*
    (BUFXBZͰ͸4FSWJDF
    1SPYZͱ͍͏࢓૊ΈͰ
 "84ͷαʔϏεΛ௚઀σʔλΛ౉͢͜ͱ͕Ͱ͖Δ
    w 1045͞Εͨ಺༰Λͦͷ··ɺ4/4΍424ʹ౉͢
    w 4ͷσʔλΛ"1*
    (BUFXBZΛհͯ͠౉͢
59. "1*
    (BUFXBZ  19. ΧελϜυϝΠϯΛ࢖༻ͯ͠ ෳ਺ͷAPIΛҰͭͷAPIʹ·ͱΊΔ
60. 
    ΧελϜυϝΠϯΛ࢖༻ͯ͠ෳ਺ͷ"1*ΛҰͭͷ"1*ʹ·ͱΊΔ  w "1*
    (BUFXBZͰ͸ΧελϜυϝΠϯͰ
 ॴ༗͍ͯ͠ΔυϝΠϯΛ࢖༻Ͱ͖Δ
    w ΧελϜυϝΠϯͰ͸ϕʔεύεϚοϐϯάͱ͍͏ํ๏Ͱ
 ෳ਺ͷ"1*ΛҰͭͷ"1*ͷΑ͏ʹݟͤΔ͜ͱ͕Ͱ͖Δ
    w ੾Γସ͑΋؆୯͔ͭਝ଎ʹՄೳͳͷͰ
 #MVF(SFFO
    %FQMPZNFOUʹ΋࢖͑Δ
61. 
    ΧελϜυϝΠϯΛ࢖༻ͯ͠ෳ਺ͷ"1*ΛҰͭͷ"1*ʹ·ͱΊΔ 
62.  DynamoDB
63. %ZOBNP%# 
64. %ZOBNP%#  20. ॻ͖ࠐΈ͸খ͘͞ɺಡΈࠐΈ͸େ͖͘
65. 
    ॻ͖ࠐΈ͸খ͘͞ɺಡΈࠐΈ͸େ͖͘  w %ZOBNP%#ͷྉۚ͸
 ಡΈࠐΈͷํ͕ॻ͖ࠐΈΑΓ΋ഒ͍҆
    w ಡΈࠐΈ୯Ґ͸ॻ͖ࠐΈ୯ҐΑΓഒ͍҆
    w ಡΈࠐΈ͸,#ͷಡΈࠐΈͰ୯Ґ
    w ॻ͖ࠐΈ͸,#ͷॻ͖ࠐΈͰ୯Ґ
66. 
    ॻ͖ࠐΈ͸খ͘͞ɺಡΈࠐΈ͸େ͖͘  w ॻ͖ࠐΈͷ୯ҐΛ਺͑Δͱ͖ɺ
 มߋ಺༰ͷαΠζͰ͸ͳ͘
    *UFNͷαΠζͰ਺͑Δ
    w ,#ͷ*UFNΛ,#ॻ͖׵͑ͨͱͯ͠΋ɺ
 ॻ͖ࠐΈͷ୯Ґ͸ʹͳΔ
    w 
    *UFNͷαΠζΛখͭͭ͘͞͠ɺ
 ಡΈࠐΈ࣌ʹ͸·ͱΊͯऔಘ͢Δͷ͕ޮ཰త
67. %ZOBNP%#  21. ΦϯσϚϯυΩϟύγςΟͷํ͕
 ͍҆৔߹͕΋͋Δ
68. 
    ΦϯσϚϯυΩϟύγςΟͷํ͕͍҆৔߹΋͋Δ  w %ZOBNP%#ͷྉۚ͸େ͖͘෼͚Δͱछྨ͋Δ
    w ϦβʔϒυΩϟύγςΟ
    w ༧ΊಡΈॻ͖͢ΔͨΊͷΩϟύγςΟΛ֬อ͢Δ
    w ֬อͨ͠෼Ҏ্ͷੑೳ͸Ͱͳ͍
    "VUP
    4DBMJOH͸Մೳ
    w ΦϯσϚϯυΩϟύγςΟ
    w ΩϟύγςΟͷ֬อΛͤͣɺ࢖༻ͨ͠෼՝ۚ͞ΕΔ
    w ࢖༻͢Ε͹੨ఱҪͰ՝ֹ͕ۚ૿͑Δ
69. 
    ΦϯσϚϯυΩϟύγςΟͷํ͕͍҆৔߹΋͋Δ  w ϦβʔϒυͱΦϯσϚϯυΛൺֱͯ͠ΈΔ
    w ಡΈࠐΈͰൺֱ
    w Ϧβʔϒυ
    
    w 
    
    3$6
    Y
    IPVS
    w 
    Y
    
    Y
    
    
    3$6
    Y
    NPOUI
    
    
    
    3$6
    Y
    NPOUI
    w ΦϯσϚϯυ
    
    
    ສ୯ҐϦΫΤετ
    w ୯७ͳྉۚൺֱͰ͸ΦϯσϚϯυׂ͕ߴ
70. 
    ΦϯσϚϯυΩϟύγςΟͷํ͕͍҆৔߹΋͋Δ 
71.  Step Functions
72. 4UFQ
    'VODUJPOT 
73. 4UFQ
    'VODUJPOT  22. Lambdaͷىಈʹࣦഊ͢Δ͜ͱ͕͋Δ
74. 
    -BNCEBͷىಈʹࣦഊ͢Δ͜ͱ͕͋Δ  w 4UFQ'VODUJPOTͰ-BNCEBΛ࣮ߦ͢Δͱ͖ɺ
 كʹ࣮ߦͦͷ΋ͷʹࣦഊ͢Δ͜ͱ͕͋Δ
    w -BNCEB͕ΤϥʔͰࣦഊͨ͠ͷͰ͸ͳ͘ɺ
 -BNCEBͷॲཧΛ૸ΒͤΒΕͳ͔ͬͨ
    w -BNCEBͷΤϥʔ௨஌Ͱ͸र͏͜ͱ͕Ͱ͖ͳ͍
    w $MPVE8BUDI
    .FUSJDTΛ࢖ͬͯ
 4UFQ'VODUJPOTͷࣦഊΛݕ஌͢Δඞཁ͕͋Δ
75.  ·ͱΊ
76. ·ͱΊ  w Ҏ্αʔόʔϨεΞϓϦέʔγϣϯΛ։ൃ͢Δ্Ͱ
 ࣗ෼͕ײͨ͡5JQTͰͨ͠
    w ͋Δఔ౓૝૾Ͱ͖ͯͨ΋ͷ͔Βɺ
 ஌Βͳ͔ͬͨ͜ͱ·Ͱ͋ͬͯɺ
 ࣮ࡍʹ৮Βͳ͍ͱΘ͔Βͳ͍ͳ͊ͱࢥ͍·ͨ͠
    w αʔόʔϨε։ൃͷҰॿʹͳΕ͹޾͍Ͱ͢