ざっくり理解するクラウドの基礎

サポーターズ勉強会資料
https://supporterz.connpass.com/event/49090/

Transcript

1. ͬ͘͟Γཧղ͢Δ Ϋϥ΢υͷجૅ αϙʔλʔζษڧձ@2017/02/16 ۙ৿३ฏ 
2. ࢀՃ͋Γ͕ͱ͏͍͟͝·͢ʂ 
3. ΞδΣϯμ 
4. ΞδΣϯμ • 19:00-19:10 ࣗݾ঺հ • 19:10-19:20 ΞϓϦέʔγϣϯͷσϓϩΠσϞ • 19:20-19:50 Ϋϥ΢υʹ͍ͭͯ • 19:50-20:10 Ϋϥ΢υͷϝϦοτɺσϝϦοτ • 20:10-20:30 ࣭ٙԠ౴ 
5. ࣗݾ঺հ 
6. ۙ৿”΃͍”३ฏ HALେࡕ WEB։ൃֶՊ̏೥ 
7. ࠷ۙ΍ͬͯΔ͜ͱ 
8. ITΠϕϯτݕࡧΞϓϦ eventory (iOS) 
9. 18೥ VOYAGE GROUP಺ఆऀ 
10. ࢀՃऀ΁ͷ࣭໰ 
11. ֶੜͷਓ 
12. Ϋϥ΢υؔ࿈Ұ੾৮ͬͨ͜ͱͳ͍ਓ 
13. Ϋϥ΢υͷΠϝʔδڭ͍͑ͯͩ͘͞ 
14. Ͱ͸ɺຊ୊ʹೖΓ·͢ɻ 
15. ීஈ͸ΞϓϦέʔγϣϯΤϯδχΞ 
16. ࠓ೔࿩͢͜ͱ͸ΞϓϦέʔγϣϯ
 ΤϯδχΞͱͯ͠ɺ஌͓͖͍ͬͯͨ ͜ͱΛֶ΂Δؾ͕͠·͢ɻ 
17. Ϋϥ΢υͬͯͳΜͩΖ͏ 
18. Ϋϥ΢υ Ϣʔβʔ͔ΒݟͯΫϥ΢υʢӢɺωοτϫʔΫʣ ͷதʹϓϩόΠμ͕ఏڙ͢Δ֤छαʔϏε͕
 ͋Δɻ Ϋϥ΢υίϯϐϡʔςΟϯάͱ͸ɺ
 ίϯϐϡʔλωοτϫʔΫΛϕʔεͱͨ͠
 ίϯϐϡʔλࢿݯͷར༻ܗଶͰ͋Δɻ Wikipedia 
19. ͭ·ΓɺͲ͏͍͏͜ͱʁ 
20. 
21. Gmail͸Ϋϥ΢υαʔϏεͰ͢ 
22. ࣮ମ͕ͳͯ͘΋ɺΠϯλʔωοτ௨ͯ͠ɺ
 αʔϏεΛར༻͢Δ͜ͱ͕ग़དྷΔɻ 
23. Ϋϥ΢υͱର৅తͳܗଶ͕ɺ
 ΦϯϓϨϛεɻ 
24. ΦϯϓϨϛεΘ͔Δਓ 
25. ΦϯϓϨϛε اۀͳͲ͕৘ใγεςϜΛࣗࣾͰอ༗͠ɺ
 ࣗࣾͷઃඋʹ͓͍ͯӡ༻͢Δ͜ͱͰ͋Δɻ ʮpremiseʯͱ͸ߏ಺ɺళ಺ͱ͍͏ҙຯͷӳޠ Ͱɺฏͨ͘ݴ͑͹ΦϯϓϨϛεͱ͸ࣗࣾӡ༻ͷ͜ ͱͰ͋Δɻ IT༻ޠࣙయόΠφϦ 
26. ͭ·Γɺࣗࣾαʔόʔ 
27. Ϋϥ΢υ : Ͳ͔ͬͷαʔόʔ ΦϯϓϨϛε : ࣗࣾαʔόʔ 
28. Ϋϥ΢υͷೝࣝ߹Θͤ 
29. ར༻ऀ͔ΒݟͨΒɺͲͬͪ΋ Ϋϥ΢υαʔϏεͱ͍͏ೝࣝʹͳΔɻ GmailΈ͍ͨͳͷఏڙ͍ͯ͠Δձࣾ 
30. ࠓճ͸ར༻ऀࢹ఺Ͱ͸ͳ͘ 
31. ࣗࣾαʔόʔͰαʔϏεఏڙ Ϋϥ΢υͰαʔϏεఏڙ 
32. ࣗࣾαʔόʔͰαʔϏεఏڙ Ϋϥ΢υͰαʔϏεఏڙ ͜Ε 
33. σϓϩΠσϞ 
34. σϓϩΠʁ ιϑτ΢ΣΞͷ෼໺Ͱɺ։ൃͨ͠ιϑτ΢ΣΞΛར༻Ͱ͖Δ Α͏ʹ࣮ࡍͷӡ༻؀ڥʹల։͢Δ͜ͱΛσϓϩΠͱ͍͏͜ͱ ͕͋Δɻ
 Πϯετʔϧʢinstallʣʹ͍ۙҙຯ͕ͩɺαʔόίϯϐϡʔλ ্Ͱӡ༻͞Ε֎෦͔ΒωοτϫʔΫΛ௨ͯ͡ར༻͞ΕΔιϑ τ΢ΣΞ΍ɺଞͷιϑτ΢ΣΞ͔Βࢀর͞ΕΔίϯϙʔωϯ τͳͲΛɺར༻Մೳͳঢ়ଶʹ͢ΔɺΞΫηεՄೳʹ͢Δɺͱ ͍ͬͨχϡΞϯε͕͋Δɻ IT༻ޠࣙయόΠφϦ 
35. ϦϦʔεͱ͔Ξοϓσʔτ 
36. σϞ͠·͢ 
37. tikasan/gae-go-starter 
38. https://for-handson.appspot.com
 /api/get?name=supporterz 
39. ར༻͢Δ σϓϩΠσϞ σϓϩΠ ΞϓϦ 
40. ΤϯυϙΠϯτ https://for-handson.appspot.com
 • /api/get?name=test (GET)
 • /api/post (POST)
 • /api/put (PUT)
 • /api/delete (DELETE) 
41. ؆୯Ͱ͠ΐʔʁ 
42. ΦϯϓϨϛεͷ৔߹ 
43. ΦϯϓϨϛεͷ৔߹ • αʔϏεͷࠓޙͷར༻ऀ਺ͷ༧૝Λ͢Δɻ • αʔόʔͷεϖοΫΛܾఆ͢Δɻ • αʔόʔͷஔ͖৔ॴΛܾΊΔɻ • αʔόʔௐୡ͢Δɻ • ryryryry 
44. ར༻͢Δ ΦϯϓϨΠϝʔδ σϓϩΠ ΞϓϦ 
45. ΋͠ɺ༧૝֎ʹར༻ऀ͕૿͑ͨΒ 
46. ΦϯϓϨϛεͷ৔߹ • αʔϏεͷࠓޙͷར༻ऀ਺ͷਪҠΛ༧૝͢Δ • αʔόʔͷεϖοΫΛܾఆ͢Δɻ • αʔόʔௐୡ͢Δɻ • εέʔϧ͢ΔͨΊͷઃఆ΍ΒͳΜ΍Βʔʔʔ 
47. େมͰ͢ 
48. Ϋϥ΢υͷ৔߹ 
49. Ϋϥ΢υͷ৔߹ • εέʔϧ͕؆୯ɻ • ैྔ՝ۚͳͷͰɺαʔϏεͷར༻ऀ਺͕༧૝ Ͱ͖ͳ͍ύλʔϯʹ޲͍ͯΔɻ • αʔόʔͷ্ཱ͕͙ͪ͛͢ग़དྷΔɻ 
50. ͦ΋ͦ΋ɺεέʔϦϯάΑ͘෼͔Βͳ͍ਓ 
51. εέʔϦϯά εέʔϦϯάͱ͸ɺʢର৅ͷن໛ʹԠͯ͡ʣ
 ૿ݮ͢Δɺ֦େɾॖখ͢ΔɺͳͲͷҙຯΛ࣋ͭӳ ୯ޠɻϝσΟΞٕज़ͷ෼໺Ͱ͸ɺը૾΍ಈըͳͲ Λը໘ʹදࣔ͢Δࡍʹɺը໘΍දࣔྖҬͷ޿͞ʹ ߹Θͤͯࣗಈతʹ֦େɾॖখ͢Δ͜ͱΛεέʔϦ ϯάͱ͍͏ɻ IT༻ޠࣙయ 
52. εέʔϦϯάʹ͸ɺ
 ਨ௚ɺਫฏεέʔϧͷ̎ͭ͋Δ 
53. ਫฏεέʔϧʢεέʔϧΞ΢τʣ 
54. εέʔϧΞ΢τ ར༻ऀ͕ٸܹʹ૿͑ͨ εέʔϧΞ΢τʂ ΍͹͍ 
55. ਨ௚εέʔϧʢεέʔϧΞοϓʣ 
56. εέʔϧΞοϓ ར༻ऀ͕ٸܹʹ૿͑ͨ εέʔϧΞοϓʂ ΍͹͍ 
57. εέʔϧ͕ॊೈʹ࣮ߦग़དྷΔͷ͕ɺ
 Ϋϥ΢υͷେ͖ͳڧΈͰ͢ɻ 
58. σϞ͸PaaSͱ͍͏ܗଶͰ͢ɻ 
59. PaaSʁ 
60. PasS : Platform as a Service 
61. ͭ·ΓɺͳΜͩɻ 
62. ̋aaSγϦʔζͷͻͱͭͰ͢ɻ 
63. ̋aaS • Analytics as a Service AaaS ౷ܭɺղੳ • Backend as a Service BaaS ϢʔβʔೝূɺҐஔ৘ใαʔϏεɺϓογϡ௨஌ͳͲ • Backup as a Service BaaS όοΫΞοϓ • Communication as a Service CaaS ௨৴ɺϏσΦձٞɺWEBձٞͳͲ • CI as a Service CI-aaS CI(ܧଓతΠϯςάϨʔγϣϯ)ɺ • Data as a Service DaaS σʔλશମ • Desktop as a Service DaaS σεΫτοϓ؀ڥ • Database as a Service DBaaS σʔλϕʔε 
64. ΊͬͪΌ͋ΔʢೖΓ੾Βͳ͔ͬͨʣ 
65. ࠓճ͸ɺ3ͭʹߜͬͯ࿩͠·͢ɻ 
66. IaaS : Infrastructure as a Service PaaS : Platform as a Service BaaS : Backend as a Service 
67. ͪΐͬͱٳܜೖΓ·͢ 
68. IaaS 
69. IaaS : Infrastructure ৘ใγεςϜͷՔಈʹඞཁͳԾ૝αʔόΛ͸͡Ίͱͨ͠ػࡐ΍ωοτ ϫʔΫͳͲͷΠϯϑϥΛɺΠϯλʔωοτ্ͷαʔϏεͱͯ͠ఏڙ ͢Δܗଶͷ͜ͱΛࢦ͠·͢ɻগʑཚ๫ʹ۠෼͢Δͱɺ͜Ε·Ͱͷϗε ςΟϯάαʔϏεͱݴΘΕΔαʔϏεͱఏڙൣғͷ۠෼Ͱ͸΄΅ม ΘΓ·ͤΜɻ
 Ͱ͸Կ͕ҟͳΔ͔ͱݴ͏ͱɺIaaSͷ࠷ޙͷʮαʔϏεʯͱ͍͏఺ʹͳ Γ·͢ɻαʔόΛར༻͢Δࡍʹඞཁͳϋʔυ΢ΣΞͷεϖοΫ΍OS ΛɺϢʔβʔ͕ࣗ෼Ͱࣗ༝ʹબఆͯ͠ɺωοτϫʔΫӽ͠ʹར༻͢Δ ͜ͱ͕ՄೳͰ͢ɻ Ϋϥ΢υΤʔε 
70. ࣗલͰΧελϜ ར༻͢Δ IaaS Πϯετʔϧ σϓϩΠ ΞϓϦ 
71. VPSͱಉ͡͡ΌͶʁ 
72. VPS : Virtual Private Server όʔνϟϧɾϓϥΠϕʔτɾαʔόͱ͸
 Ұ୆ͷ෺ཧతͳαʔόίϯϐϡʔλ্ͰԾ૝త ͳαʔόίϯϐϡʔλΛԿ୆΋ىಈ͢Δٕज़ʹ Αͬͯͭ͘ΒΕͨԾ૝తͳαʔόίϯϐϡʔλ Ͱ͋Δɻ Wikipedia 
73. ΄ͱΜͲಉ͡ͳؾ͕͢Δɻ 
74. ൺֱ VPS
 αʔόʔΛ̍୆͝ͱͷ୯ମܖ໿ɻʢֹ݄ݻఆʣ
 εέʔϧ͕೉͍͠ɻ IaaS
 αʔόʔΛ̍୆͝ͱͷ୯ମܖ໿ɻʢֹ݄ݻఆɺैྔ՝ۚʣ
 εέʔϧ͕ग़དྷΔɻΦʔτεέʔϧ΋ग़དྷΔɻ
 VLANͳͲͷωοτϫʔΫઃఆ͕ग़དྷΔɻ
 ϩʔυόϥϯαɾɾɾͱʹ͔͘৭ʑ 
75. IaaSͷϝϦοτɺσϝϦοτ͸ɺ
 ΋ͷ͘͢͝આ໌͕௕͘ͳΔͷͰɺ
 ͋ͱͰɺ·ͱΊͯ࿩͠·͢ʂ 
76. PaaS 
77. PaaS : Platform as a Service ιϑτ΢ΣΞΛߏங͓ΑͼՔಈͤ͞ΔͨΊͷ౔୆ͱͳΔϓϥο τϑΥʔϜΛɺΠϯλʔωοτܦ༝ͷαʔϏεͱͯ͠ఏڙ͢Δɻ ։ൃऀ͸ɺϓϥοτϑΥʔϜ্Ͱߏஙͨ͠αʔϏεΛࣗ෼ͷސ ٬ʹఏڙ͢Δ͜ͱ͕Ͱ͖Δɻ
 ۩ମతʹ͸ɺΠϯϑϥɺDBMSɺϢʔβΠϯλϑΣʔεͳͲͷ γεςϜ։ൃखஈͱͳΔπʔϧ΍ɺ։ൃͨ͠γεςϜΛӡ༻͢Δ ͨΊͷ؀ڥΛΠϯλʔωοτΛ௨ͯ͡ʮαʔϏεʯͱͯ͠ఏڙ ͠ɺֹ݄࢖༻ྉͳͲͷܗͰऩೖΛಘΔࣄۀϞσϧͰ͋Δɻ Wikipedia 
78. σϞ͸PaaSͰ͢ɻ 
79. ࠷ॳ͔Βಈ͘
 ؀ڥ͕͋Δɻ ར༻͢Δ PaaS σϓϩΠ ΞϓϦ 
80. IaaSͷ৔߹ 
81. ࣗલͰΧελϜ ར༻͢Δ IaaS Πϯετʔϧ σϓϩΠ ΞϓϦ 
82. ΠϯϑϥͷߏஙΛؙʑল͚Δ 
83. PaaS͸ΞϓϦέʔγϣϯͷ։ൃ
 εϐʔυײΛେࣄʹग़དྷΔܗࣜͰ͢ɻ 
84. ΊͬͪΌศར͡ΌͶʁ 
85. σϝϦοτ΋໪࿦͋Γ·͢ɻ 
86. PaaSΛ૝ఆͯ͠ॻ͍ͨίʔυ͸
 ଞ؀ڥͰ͸ಈ͔ͳ͍͜ͱ͕͋Δɻ 
87. ࢖͏ϝιου͕ҧͬͨΓɺ PaaSͷύοέʔδͷϝιουΛ
 ࢖Θͳ͍ͱಈ͔ͳ͔ͬͨΓɻ 
88. ࠓճ͸GCPͷGAEͰ঺հ͠·͢ɻ
 
 GCP : GoogleͷΫϥ΢υ
 
 GAE : GCPͷPaaS 
89. ྫɿͦ΋ͦ΋ϝιου͕มΘΔ 
90. PaaS GVOD
    
    3VO
    \
    
    F
    
    FDIP/FX
    
    dddddddddddd
    F(&5 lBQJHFU
    BQJ(FU
    
    dddddddddddd
    F1SF NJEEMFXBSF3FNPWF5SBJMJOH4MBTI
    
    IUUQ)BOEMF 
    F
    
    ŠŠŠŠŠ
    F4UBSU lz
    ^
    
    
91. ྫɿϩʔΧϧͩͱಈ͔ͳ͍ 
92. ετϨʔδαʔό Cloud Storage
 
 ϑΝΠϧ΍ը૾ͷஔ͖৔ॴ 
93. ϩʔΧϧͰςετ σϓϩΠࡁΈͷΞϓϦ ઃఆϑΝΠϧ ΞΫηεͰ͖Δ ແཧ 
94. PaaS͸ศརͰ͕͢ɺ ศརͳͷ͸ϧʔϧΛཧղͨ͠Β ͱ͍͏ײ͡Ͱ͢ɻ 
95. BaaS 
96. BaaS BaaSͱ͸ɺεϚʔτϑΥϯΞϓϦ޲͚ͷ
 WebΞϓϦέʔγϣϯ͕ඞཁͱ͢Δαʔόଆͷ ༷ʑͳػೳΛΠϯλʔωοτΛ௨ͯ͡αʔϏε ͱͯ͠ఏڙ͢ΔΫϥ΢υαʔϏεͷҰछɻ IT༻ޠࣙయ 
97. Firebase஌ͬͯΔਓ 
98. Firebase • Ϣʔβʔೝূ • ϓογϡ௨஌ • ϦϞʔτίϯϑΟά • ετϨʔδ • ͦͷଞ৭ʑ 
99. ͜ΕΒΛࣗલͰ࣮૷͢Δͱ
 ͳΔͱɺ݁ߏେมͰ͢ɻ 
100. FirebaseͷΑ͏ͳɺ
 BaaSΛ࢖͏ͱɾɾɾ 
101. ಋೖྫ JNQPSU
     6*,JU
     JNQPSU
     'JSFCBTF
     
     
     !6*"QQMJDBUJPO.BJO
     DMBTT
     "QQ%FMFHBUF
     6*3FTQPOEFS
     6*"QQMJDBUJPO%FMFHBUF
     \
     
     
     
     
     WBS
     XJOEPX
     6*8JOEPX
     
     
     
     
     GVOD
     BQQMJDBUJPO BQQMJDBUJPO
     6*"QQMJDBUJPO
     EJE'JOJTI-BVODIJOH8JUI0QUJPOT
     MBVODI0QUJPOT
     </40CKFDU
     "OZ0CKFDU>
     
     #PPM
     \
     
     
     
     
     '*3"QQDPOpHVSF ɹŠŠŠŠ͜ΕͰऴΘΓ
     
     
     
     
     SFUVSO
     USVF
     
     
     ^
     ^
     
102. ָʂʂʂʂʂ 
103. ͪΐͬͱFirebaseͷը໘ݟͤ·͢ɻ 
104. BaaS͸جຊతʹศརͰɺ
 ࢖Θͳ͍ख͸ͳ͍ɻ 
105. ͕ 
106. ৽͍͠ػೳʹ௥ैग़དྷͯ
 ͍ͳ͍͜ͱ΋͋Δɻ 
107. iOSͷ࠷৽ͷϦονϓογϡ௨ ஌ʹ͸ରԠͯ͠ͳ͍ͳͲɻ
 ʢ࢓ํͳ͍ؾ΋͢Δʣ 
108. Ϋϥ΢υͷϝϦοτɺσϝϦοτ 
109. ͜͜·Ͱ௕ʑͱ࿩Λ͖ͯ͠·͕ͨ͠
 ·ͱΊʹೖΓ͍ͨͱࢥ͍·͢ɻ 
110. େมศརͳΫϥ΢υͰ͕͢ɺ
 શͯͷ૊৫Ͱಋೖ͞Ε͍ͯͳ͍
 ཧ༝͕͋Γ·͢ɻ 
111. ΦϯϓϨϛεͱൺֱ͠ͳ͕Βɺ
 ϝϦοτɺσϝϦοτΛ
 ঺հ͍ͨ͠ͱࢥ͍·͢ɻ 
112. Ϋϥ΢υͱΦϯϓϨϛεͷҧ͍ • ػີੑ • ಋೖεϐʔυ • ॊೈੑ • ಁ໌ੑ • ಋೖίετ • αʔϏεܧଓੑ 
113. ػີੑ 
114. ػີੑ Ϋϥ΢υΛར༻ͯ͠ɺΠϯλʔωοτ্ͷճઢ͔Β
 ৘ใ͕࿙ΕΔ͜ͱ͸͋Γ·ͤΜɻ(SSL΍VPNͷԸܙ)
 ͔͠͠ɺԾʹϢʔβʔ৘ใ͕࿙Εͨ৔߹͸ɺͲΕ͚ͩ ৘ใ͕҉߸Խ͞Ε͍ͯͨͱͯ͠΋ऴΘΓͰ͢ɻ
 Ϋϥ΢υαʔϏε͸୭Ͱ΋ΞΫηε͠Α͏ͱࢥ͑͹
 ग़དྷΔ఺͸ΦϯϓϨϛεͱେ͖͘ҧ͏ɻ 
115. ઈରʹΠϯλʔϯωοτ্ʹ
 σʔλΛஔ͖ͨ͘ͳ͍Ҋ݅Ͱ͸ແཧɻ 
116. σʔλ΁ͷΞΫηεͯ͠Έ·͢ɻ 
117. ಋೖεϐʔυ 
118. ಋೖεϐʔυ ࠓճͷߨٛͷং൫Ͱ΋࿩͠·͕ͨ͠ɺ
 Ϋϥ΢υ͸ಋೖ͕؆୯Ͱ͢ɻҰํͷΦϯϓϨϛε͸
 αʔόʔΛߪೖͯ͠ɺ৔ॴ΋༻ҙͯ͠ʙͳͲΛͯ͠ɺ
 Α͏΍͘ಈ͔͢͜ͱ͕ग़དྷ·͢ɻ࣌ؒ΋࿑ྗ΋
 ͔͔Γ·͕͢ɺͦΕʹରͯ͠Ϋϥ΢υ͸͍͔ͭ͘ͷ
 ૢ࡞Ͱ਺෼଴ͯ͹ɺ४උ׬ྃ͠ӡ༻͢Δ͜ͱ͕ग़དྷ·͢ɻ 
119. ͙͢ʹ࡞ͬͯɺ͙͢ʹϦϦʔε
 ͍ͨ࣌͠ʹ͸ɺΫϥ΢υ͸ڧ͍ɻ 
120. Πϯελϯε্ཱͪ͛σϞ͠·͢ɻ 
121. ॊೈੑ 
122. ॊೈੑ Ϋϥ΢υͷIaaSͰ͸ɺͦͦ͜͜ΧελϜ͢Δ͜ͱ͕
 ग़དྷ·͕͢ɺ͋͘·ͰɺΫϥ΢υͷαʔϏεఏڙऀͷ࡞ͬ ͨϧʔϧͱ͸ҧͬͨಠࣗͷߏ੒ʹ͸Ұ੾ग़དྷ·ͤΜɻͦ ͷͨΊɺҰൠతͳߏ੒ͳΒϋϚΔ͜ͱ͸ͳ͍Ͱ͕͢ɺ
 มΘͬͨߏ੒͕ඞཁͳཁ݅ʹ͸ෆ޲͖ͱݴ͑·͢ɻ 
123. ಁ໌ੑ 
124. ಁ໌ੑ αʔόʔͷॴࡏɺߏ੒ɺपΓͷ؀ڥͳͲҰ੾
 ෼͔Γ·ͤΜɻ෼͔Βͳ͍͜ͱʹΑͬͯػີੑ Λ֬อ͍ͯ͠ΔͷͰɺ࢓ํͳ͍ͱࢥ͍·͢ɻٯ ʹΦϯϓϨϛε͸શͯΛࣗલͰ༻ҙग़དྷΔͷͰɺ ༧ظͤ͵τϥϒϧʹૺ۰͠ʹ͍͘ͱݴ͑·͢ɻ
 
 AWS΋Ұ෦ͷࣾһ͔͠৔ॴ஌Βͳ͍Β͍͠ɻ 
125. ΠϯελϯεΨνϟ͸
 νϡʔχϯάฒʹେࣄͩͬͨΓ͠·͢ 
126. ಋೖίετ 
127. ಋೖίετ Ϋϥ΢υͰ͸ैྔ՝੍ۚ·ͨ͸ݻఆྉۚͷͲͪΒ͔Ͱ͢ɻ େମͷػೳ͕ैྔ՝੍ۚͰɺར༻ճ਺ʹରͯ͠՝ۚ
 ͞Ε·͢ɻͭ·Γɺ࢖ΘΕͳ͚Ε͹අ༻΋҆͘ࡁΈ·͢ɻ
 
 ҰํͰΦϯϓϨϛε͸ɺॳظඅ༻͕େ͖͍୅ΘΓʹɺ
 ݻఆඅ༻ͳͷͰɺਖ਼͘͠αʔϏεʹରͯ͠ͷෛՙ૝ఆ͕ ग़དྷ͍ͯΕ͹ɺେن໛ͳαʔϏεʹ͓͍ͯ͸ߴ͍
 ίετύϑΥʔϚϯεΛൃش͠·͢ɻ 
128. ίετ 
129. ཁ݅ʹ߹Θͤͨ࠾༻͕େࣄ 
130. झຯͰ΍ΔͳΒΫϥ΢υྑͦ͞͏ 
131. αʔϏεܧଓੑ 
132. αʔϏεܧଓੑ Ϋϥ΢υͷ৔߹ɺఏڙऀʹґଘ͍ͯ͠ΔͷͰɺ
 ྫ͑͹ɺࠓճͷྫͷGCP͕ࢮΜͩΒɺΞϓϦέʔγϣϯ͸ ౰વͰ͕͢ɺҰॹʹࢮʹ·͢ɻ
 
 ΦϯϓϨϛε΋ಉ༷ͰαʔϏεܧଓ͕ग़དྷͳ͍Մೳੜ͸ɺ
 ൃੜ͠·͕͢ɺΫϥ΢υʹൺ΂ͨ৔߹ʹɺґଘؔ܎͸
 ௿͍ͱݴ͑·͢ɻ 
133. Ϋϥ΢υͷӡ༻ྫ 
134. Ϋϥ΢υͷӡ༻ύλʔϯ • ύϒϦοΫΫϥ΢υ • ϗεςουܕϓϥΠϕʔτΫϥ΢υ • ΦϯϓϨϛεܕϓϥΠϕʔτΫϥ΢υ • ϋΠϒϦουΫϥ΢υ
 
 ্ͷ̐ͭͷӡ༻ύλʔϯΛௐ΂Δͱ޾ͤʹͳΕͦ͏ɻ 
135. VPN ύϒϦοΫʢGCPͱ͔ʣ ϗεςου ΦϯϓϨϛε 
136. ΦϯϓϨ΋Ϋϥ΢υ΋࢖ͬͯӡ༻
 ݁ߏ࠾༻͞Ε͍ͯΔύλʔϯ 
137. ϋΠϒϦουύλʔϯ ΦϯϓϨɿސ٬৘ใ
 Ϋϥ΢υɿେྔτϥϑΟοΫ ΦϯϓϨɿϝΠϯαʔόʔ
 Ϋϥ΢υɿαϒαʔόʔʢΫϥ΢υམͪͨΒͱ͔ʣ 
138. Ϋϥ΢υΛֶͿϝϦοτ 
139. Ϋϥ΢υΛֶͿϝϦοτ • ϋοΧιϯͰΘΓͱ׆༂ग़དྷΔɻ • झຯͰ࡞ͬͨΞϓϦΛϦϦʔε͢Δͷʹ͸ஸ ౓Α͍ɻʢैྔ՝੍ۚͳͷͰʣ • खஈ͕૿͑ΔͷͰɺ୯७ʹྑ͍͜ͱɻ 
140. ֶΜͰ͓͍ͯଛ͠ͳͦ͞͏Ͱ͠ΐʁ 
141. Ϋϥ΢υ࢖ͬͯΈΑ͏ͱࢥͬͨਓ