"Accelerate State of DevOps" ウェブアプリケーションのdeliveryを考えるとき、今何をすればいいのか

CI/CD Conference 2023の発表資料です
発表者-> id: renjkari

Transcript

1. 䚷
   $FFHOHUDWH6WDWHRI'HY2SV
   䜴䜵䝤䜰䝥䝸䜿䞊䝅䝵䞁䛾GHOLYHU\䜢⪃䛘䜛䛸䛝䚸௒ఱ䜢
   䛩䜜䜀䛔䛔䛾䛛
   
   

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2. 䚷
   
   3URILOH
   䛻IUHHHධ♫
   65(䜢䛺䛜䛟䜔䛳䛶䛔䛶䛣䛣ᖺ䛿'HY2SV࿘㎶䜔䛳䛶䛔䜎
   䛩
   䛛䜙䝥䝺䜲䞁䜾䝬䝛䞊䝆䝱䞊
   OLNH
   䝀䞊䝮
   䝪䞊䝗䝀䞊䝮
   䝸䜰䝹⬺ฟ䝀䞊䝮
   ⸨ཎᓧ㍤
   65(
   VKXQNLIXMLZDUD#UHQMLNDUL
   䝥䝻䝣䜱䞊䝹⏬ീ䛾
   䝖䝸䝭䞁䜾᪉ἲ
   

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3. 䚷䛿䛨䜑䛻
   䚷䛄6WDWHRI'HY2SV䛅䛸
   䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶
   䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱
   䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛
   䚷౛♧IUHHH䛾஦౛
   䚷䜎䛸䜑
   $JHQGD
   

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4. 䚷䛿䛨䜑䛻
   䚷䛄6WDWHRI'HY2SV䛅䛸
   䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶
   䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱
   䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛
   䚷౛♧IUHHH䛾஦౛
   䚷䜎䛸䜑
   $JHQGD
   

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5. 
   ௒᪥䛾ヰ䛾ᑐ㇟⪅
   Ɣ ᮏㅮ₇䛿䚸䛄6WDWHRI'HY2SV䛅5HSRUW䜔䛄/HDQ䛸'HYR2SV䛾⛉Ꮫ䛻䛴䛔䛶䛅䛻♧䛥䜜䛯GHOLYHU\䛾⏕⏘ᛶ䛻
   㛵㐃䛧䜎䛩䚹
   ż ヲ⣽䛿ḟ䝨䞊䝆䛻䛶
   Ɣ 䛯䛟䛥䜣䛾ㄪᰝ䛻䜘䛳䛶䛔䛟䛴䛛䛾䜿䜲䝟䝡䝸䝔䜱⬟ຊ䚸せ⣲䛜⤌⧊䛾䝟䝣䜷䞊䝬䞁䝇䛸䛔䛖䜒䛾䛻ᙳ㡪䜢
   ୚䛘䜛䛸䛔䛖䛣䛸䛿䜟䛛䛳䛶䛝䛯䜘䛖䛺䛾䛷䛭䜜䛿୍᪦䛩䜉䛶ཷ䛡ධ䜜䛶䚸䛹䛖䛧䛯䜙䛭䛾䜿䜲䝟䝡䝸䝔䜱䜢
   ྥୖ䛥䛫䜙䜜䜛䛛䛸䛔䛖䛣䛸䜢⪃䛘䜛VHVVLRQ䛷䛩
   Ɣ ⮬ศ䛿䛯䛟䛥䜣䛾௻ᴗ䜢ぢ䛶䛝䛯䜶䜻䝇䝟䞊䝖䛷䛿䛺䛟䚸65(䜢䜔䛳䛶䛔䛯௻ᴗ䛾䜶䞁䝆䝙䜰䛷䛩䛾䛷䚸
   ど㔝䛜⊃䛔⪃ᐹ䜔㛫㐪䛳䛯䛸䛣䜝䛒䜛䛛䜒䛧䜜䜎䛫䜣䛜䛭䛣䛿䛬䜂௒ᚋ㆟ㄽ䛥䛫䛶䛟䛰䛥䛔䚹LGUHQMLNDUL
   䜎䛷
   

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6. 䚷䛿䛨䜑䛻
   䚷䛄6WDWHRI'HY2SV䛅䛸
   䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶
   䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱
   䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛
   䚷౛♧IUHHH䛾஦౛
   䚷䜎䛸䜑
   $JHQGD
   

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7. 
   䛄6WDWHRI'HYRSV䛅䛸䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶
   䛣䜜䜙䛻䛴䛔䛶䛹䜣䛺䛣䛸䜢♧၀䛩䜛䜘䛖䛺䜒䛾䛺䛾䛛▱䜙䛺䛔䛸ᐇ㊶䛻䛔䛯䜜䛪䚸⫈ㅮ⪅䛩䜉䛶䛜⾲㢟
   䛾ᮏ䜔5HSRUW䜢ㄞ䜣䛷䛔䜛䜟䛡䛷䛿䛺䛔䛸ᛮ䛖䛾䛷䚸๓ᥦ䛾ඹ᭷䜢⾜䛔䜎䛩䚹
   䛣䜜䛻䛴䛔䛶⤂௓䛩䜛䛰䛡䛷䜒䛱䜓䜣䛸䜔䛳䛯䜙వ⿱䛷PLQ௨ୖ䛛䛛䛳䛶䛧䜎䛖䛾䛷䚸䝃䜽䝑䛸⾜䛝䜎
   䛩䚹
   ᐇ㝿䛻๓ᅇ䛾&,&'&RQIHUHQFH䛷䚸
   䛣䛱䜙䛻䛴䛔䛶䛾VHVVLRQ䛜䛒䜚䜎䛩䛾䛷䚸⯆࿡䛾䛒䜛䛛䛯䛿䛹䛖䛮
   KWWSVHYHQWFORXGQDWLYHGD\VMSFLFGWDONV
   

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8. 
   䛄6WDWHRI'HYRSV䛅䛻䛴䛔䛶
   Ɣ 䜶䞁䝆䝙䜰䛾⏕⏘ᛶ䜔'HOLYHU\䛾⏕⏘ᛶ䛸䛔䛖䜒䛾䛻䛴䛔䛶⤫ィⓗ䛻䜘䜚◊✲ⓗᡭἲ䜢⏝䛔䛶䜰
   䝥䝻䞊䝏䛧䛶䛔䜛䚹
   Ɣ ẖᖺ5HSRUW䛜䛷䛶䛚䜚䚸↓ᩱ䛷ㄞ䜑䜛
   ż 䛱䛺䜏䛻&LUFOH&,ᵝ䛜ᖺ䛾䝺䝫䞊䝖䜢᪥ᮏㄒヂ䛧䛶බ㛤䛧䛶䛚䜚䚸㠀ᖖ䛻ຓ䛛䜚䜎䛧
   䛯䚹
   Ɣ 'HOLYHU\䛸┦㛵䛾䛒䜛䛥䜎䛦䜎䛺0HWULFV䜔䚸'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛾䝷䞁䜽䛻䜘䛳䛶䛹䜣䛺ഴྥ
   䛜䛒䜛䛛䜢䜎䛸䜑䛶䛔䜛䚹
   ż 䜎䛯䚸๓ᖺ䛸䛾ẚ㍑䜒䛧䛶䛔䜛
   

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9. 
   䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶
   Ɣ 䛾5HSRUW䜢䜒䛸䛻䚸䛭䜜䜙䜢䜎䛸䜑䛶䛔䜛
   Ɣ 'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛜⤌⧊඲య䛾䝟䝣䜷䞊䝬䞁䝇䜔ᴗ⦼䛸䛔䛖䜒䛾䛻ᙉ䛔ᙳ㡪䜢䜒䛯䜙
   䛩䛸䛔䛖⤖ㄽ䜢䛰䛧䛶䛔䜛
   

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10. 
    IRXUNH\V
    䛣䛣䜎䛷GHOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛸䛔䛖ゝⴥ䜢౑䛳䛶䛝䜎䛧䛯䛜䚸
    䛣䛱䜙䛻䛴䛔䛶ゎㄝ䛧䜎䛩
    'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛿௨ୗ䛾䠐䛴䛛䜙ィ 䛧䜎䛩
    Ɣ 䝸䞊䝗䝍䜲䝮
    Ɣ 㢖ᗘ
    Ɣ 䝃䞊䝡䝇᚟ᪧ䛾ᡤせ᫬㛫
    Ɣ ኚ᭦ኻᩋ⋡
    䛣䜜䜙䜢(OLWH+LJK0HGLXPORZ䛾䛴䛾䜽䝷䝇䝍䛻ศ㢮䛧䛶䛔䜛䛾5HSRUW䛷䛾䜏(OLWH䛺䛧䛾䛴
    䛾䜽䝷䝇䝍
    

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11. 
    IRXUNH\V
    ྑ䛾䜘䛖䛻ศ㢮䛥䜜䛶䛔䜛䚹
    (OLWH+LJK0HGLXP/RZ
    
    6WDWHRI'HY2SV5HSRUW䜘䜚
    

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12. 
    IRXUNH\V
    䛾UHSRUW䛷䛿(OLWH䛸
    +LJK䛾ᕪ䛜኱䛝䛟⌧䜜䛺䛛䛳
    䛯䛣䛸䛛䜙䚸䛴䛾FOXVWHU䛷ศ
    㢮䛥䜜䛶䛔䜛
    KLJK0HGLXP/RZ
    
    6WDWHRI'HY2SV5HSRUW䜘䜚
    

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13. 
    ඲యീ䛦䛳䛟䜚䜎䛸䜑
    Ɣ 'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇IRXUNH\V䛿⤌⧊඲య䛾䝟䝣䜷䞊䝬䞁䝇䛸ṇ䛾┦㛵㛵ಀ䛜䛒䜛
    ż 䜰䞁䜿䞊䝖ㄪᰝ䛻䜘䛳䛶'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛜㧗䛔䛸⟅䛘䛯⤌⧊䛿䛹䜣䛺䜿䜲䝟䝡䝸䝔䜱䛜㧗
    䛔䛛䜢⣣ゎ䛔䛶䛔䜛
    ż ᵓ㐀䛸䛧䛶䛿
    Ŷ 䛸䛒䜛ᚋ㏙䛩䜛䜿䜲䝟䝡䝸䝔䜱䛜㧗䛔!'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䛜㧗䛔!⤌⧊඲య䛾䝟
    䝣䜷䞊䝬䞁䝇䛜㧗䛔䛸䛔䛖ṇ䛾┦㛵䛜䛒䜛
    ż 䛴䜎䜚䛭䜜䜙䛾䜿䜲䝟䝡䝸䝔䜱䜢ྥୖ䛥䛫䜛䛣䛸䛷䚸'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䜢䛒䛢䜘䛖䛸䛔䛖䛾䛜
    5HSRUW䛸᭩⡠䛾୺ᙇ䛾୍䛴
    䈜୍⯡䛻┦㛵㛵ಀ䛜䛒䜛䛸䛔䛖䛣䛸䛿ᅉᯝ㛵ಀ䛜䛒䜛䛸䛔䛖䛣䛸䛷䛿䛺䛟䚸䜰䞁䜿䞊䝖ㄪᰝ䛷䛒䜝䛖䛸䝅䝇䝔
    䝬䝏䝑䜽䛺ㄪᰝ䛷䛒䜝䛖䛸୎ᑀ䛻ㄪᰝ䛧䛺䛔䛸ㄗ䛳䛯⤖ㄽ䜢ᑟ䛔䛶䛧䜎䛖䚹୍㐃䛾ㄪᰝ䛷䛿䛭䛣䛻䛛䛺䜚Ẽ
    䜢౑䛳䛶䜰䜹䝕䝭䝑䜽䛻ㄪᰝ䜢⾜䛳䛶䛔䜛䛾䛷䚸୺ᙇ䜢䛧䛳䛛䜚⌮ゎ䛧䛯䛔ሙྜ䛿᭩⡠䜢୍ㄞ䛩䜛䛣䛸䜢䛚
    䛩䛩䜑䛧䜎䛩䚹
    

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14. 䚷䛿䛨䜑䛻
    䚷䛄6WDWHRI'HY2SV䛅䛸
    䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶
    䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱
    䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛
    䚷౛♧IUHHH䛾஦౛
    䚷䜎䛸䜑
    $JHQGD
    

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15. 
    㔜せ䛺䜿䜲䝟䝡䝸䝔䜱
    ㄪᰝ⤖ᯝ䛛䜙⤌⧊䛾䝟䝣䜷䞊䝬䞁䝇䛻ᙳ㡪䛩䜛䛾䜿䜲䝟䝡䝸䝔䜱䛜Ⓨぢ䛥䜜䚸䛭䜜䜙䛿䛥䜙
    䛻䛴䛾䝆䝱䞁䝹䛻ศ㢮䛥䜜䛶䛔䜛䚹
    Ɣ ⥅⥆ⓗ䝕䝸䝞䝸
    Ɣ 䜰䞊䜻䝔䜽䝏䝱
    Ɣ 〇ရ䛸䝥䝻䝉䝇
    Ɣ 䝸䞊䞁ᛮ⪃䛻ᇶ䛵䛟⟶⌮䛸┘ど
    Ɣ ⤌⧊ᩥ໬
    

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16. 
    ⥅⥆ⓗ䝕䝸䝞䝸䛻㛵䛩䜛䜿䜲䝟䝡䝸䝔䜱
    Ɣ ᮏ␒⎔ቃ䛾䛩䜉䛶䛾ᡂᯝ≀䜢䝞䞊䝆䝵䞁⟶⌮䝅䝇䝔䝮䛷⟶⌮
    Ɣ 䝕䝥䝻䜲䝯䞁䝖䝥䝻䝉䝇䛾⮬ື໬
    Ɣ ⥅⥆ⓗ䜲䞁䝔䜾䝺䞊䝅䝵䞁䛾ᐇ⿦
    Ɣ 䝖䝷䞁䜽䝧䞊䝇䛾㛤Ⓨᡭἲ䛾ᐇ㊶䈜䛾UHSRUW䛷䛿ู䛾ഴྥ䛜ฟ䛶䛔䜛䛸䛔䛖ὀពⅬ
    䛒䜚
    Ɣ 䝔䝇䝖䛾⮬ື໬
    Ɣ 䝔䝇䝖䝕䞊䝍䛾⟶⌮
    Ɣ ᝟ሗ䝉䜻䝳䝸䝔䜱䛾䝅䝣䝖䝺䝣䝖
    Ɣ ⥅⥆ⓗ䝕䝸䝞䝸䛾ᐇ㊶
    

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17. 
    ⥅⥆ⓗ䝕䝸䝞䝸
    Ɣ ⥅⥆ⓗ䝕䝸䝞䝸䛸䛿䚸䝋䝣䝖䜴䜵䜰䜢䝷䜲䝣䝃䜲䜽䝹ᶵ⬟䛾㏣ຍ䚸ᵓᡂ䛾ኚ᭦䚸䝞䜾䛾ಟṇ
    ඲య䛻䜟䛯䛳䛶Ᏻ඲䛛䛴㎿㏿䛛䛴ᣢ⥆ྍ⬟䛺ᙧ䛷䝕䝥䝻䜲ྍ⬟䛺≧ែ䜢⥔ᣢ䛩䜛䛸䛔䛖
    㛤Ⓨ䝥䝷䜽䝔䜱䝇䛾䛣䛸
    Ɣ 䛣䛾䝕䝥䝻䜲ྍ⬟䛺≧ែ䛾⥔ᣢ䜢᪂ᶵ⬟䛾㏣ຍ䜘䜚䜒ඃඛ䛩䜛
    ż 䈜/HDQ䛸'HY2SV䛾⛉Ꮫ䜘䜚ຍ➹ಟṇ䛧䛯ᐃ⩏
    

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18. 
    ௚䛾䝆䝱䞁䝹䛛䜙ᢤ⢋䛧䛶⤂௓
    Ɣ 䜰䞊䜻䝔䜽䝏䝱
    ż ␯⤖ྜ䛾䜰䞊䜻䝔䜽䝏䝱
    Ɣ 〇ရ䛸䝥䝻䝉䝇
    ż ඲ᴗົ䝥䝻䝉䝇䛾సᴗ䝣䝻䞊䛾ྍど໬
    ż 䝏䞊䝮䛻䜘䜛ᐇ㦂䛾ዡບ䞉ᐇ⌧
    Ɣ 䝸䞊䞁ᛮ⪃䛻ᇶ䛵䛟⟶⌮䛸┘ど
    ż ㈇Ⲵ䛾㍍䛔ኚ᭦ᢎㄆ䝥䝻䝉䝇
    ż ஦ᴗሙ䛾ពᛮỴᐃ䛻䛚䛡䜛䜰䝥䝸䜿䞊䝅䝵䞁䛸䜲䞁䝣䝷䛾┘ど⤖ᯝ䛾ά⏝
    ż :,3ไ㝈䛻䜘䜛䝥䝻䝉䝇ᨵၿ䛸సᴗ⟶⌮
    Ɣ ⤌⧊ᩥ໬
    ż ᨵၿ䜢᥎㐍䛩䜛䝸䞊䝎䞊䝅䝑䝥䛾ᐇ⌧䜔ᨭ᥼
    

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19. 䚷䛿䛨䜑䛻
    䚷䛄6WDWHRI'HYRSV䛅䛸
    䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶
    䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱
    䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛
    䚷౛♧IUHHH䛾஦౛
    䚷䜎䛸䜑
    $JHQGD
    

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20. 
    &,&'䛻䛚䛡䜛䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛
    ௒䜎䛷䛾ヰ䜢ᢚ䛘䛯ୖ䛷´⥅⥆ⓗ䝕䝸䝞䝸䛻㛵䛩䜛䜿䜲䝟䝡䝸䝔䜱´䜢ྥୖ䛩䜛䛯䜑䛻᭷ຠ䛭䛖䛺䜒䛾䜢䜘䜚ᐇ㊶ⓗ䛻䝥
    䝷䜽䝔䜱䝇䛸䛔䛖ᙧ䛷䜎䛸䜑䛶䜏䛯䛔䛸ᛮ䛔䜎䛩䚹
    &1&)䛾FORXGWUDLO䜢ぢ䛶䜏䜛䛸䚸&,&'䜎䜟䜚䛾䛣䛸䛿䛭䜣䛺䛻ヲ䛧䛟䛾䛳䛶䛔䜎䛫䜣
    䐟&,&'䜢⮬ື໬䛧䜘䛖䐠䝻䞊䝹䝞䝑䜽䛷䛝䜛䜘䛖䛻䛧䜘䛖䐡$UJR䛚䛩䛩䜑䚸䛟䜙䛔䛧䛛䜟䛛䜙䛺䛔䛾䛷䜒䛖ᑡ䛧せ⣲䜢
    ⪃䛘䛶䜏䜎䛧䛯
    䛣䛣䛛䜙䛿䛄6WDWHRI'HY2SV䛅ཬ䜃䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛷᭩䛔䛶䛒䜛䛣䛸䛰䛡䛷䛺䛟䚸୍㒊䛻⚾䛾⤒㦂䛻䜘䜛ヰ
    䜔䚸ᛮ᝿䛺䛹䛜ධ䛳䛶䛝䜎䛩䛾䛷䛭䛾Ⅼ䛿䛤␃ព䛟䛰䛥䛔
    ᘬ⏝KWWSVJLWKXEFRPFQFIWUDLOPDS
    

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21. 
    䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛
    Ɣ &RQWDLQHUL]DWLRQ
    Ɣ 䛩䜉䛶䛾SURGXFWLRQ⎔ቃ䛾䜲䞁䝣䝷䛜䝁䞊䝗໬䛥䜜䛶䛔䜛
    Ɣ EXLOG䛾⮬ື໬
    Ɣ ༢య䝔䝇䝖䞉⤖ྜ䝔䝇䝖䞉HH䝔䝇䝖䛜䛭䜜䛮䜜⮬ື䛷㛤Ⓨ⪅䛜䛒䛘䛶䛺䜣䜙䛛䛾⾜ື䜢䛸䜛䛣䛸䛺䛟ື
    䛟
    Ɣ ᝟ሗ䝉䜻䝳䝸䝔䜱䛾䝅䝣䝖䝺䝣䝖
    Ɣ 䝕䝥䝻䜲䛻䛛䛛䜛ே䛾䜰䜽䝅䝵䞁䜢䛷䛝䜛䛰䛡ῶ䜙䛩
    Ɣ GHOLYHU\䛻䛚䛡䜛GHYHORSHU䛾ᚰ⌮ⓗ㈇Ⲵ䜢ୗ䛢䜛䍦ኻᩋ᫬䛾XVHUᙳ㡪䜢పῶ䛩䜛
    Ɣ ಶ䚻䛾䝇䝍䝑䝣䛜⊂❧䛧䛯ᙧ䛷సᴗ䜢㐍䜑䜙䜜䜛⎔ቃ
    ᐇ᪋䛩䜛㡰␒䛻䛴䛔䛶䛿఍♫䜔䝣䜵䞊䝈䛻䜘䜚䛡䜚䛰䛳䛯䜚䛩䜛Ẽ䛜䛧䛯䛾䛷䚸䛒䜛⛬ᗘ㡰ᗎ䜢Ẽ䛻䛧䛶
    䛿䛔䜎䛩䛜䚸᮲௳䛻䜘䛳䛶๓ᚋ䛧䛯䜚୙ᚲせ䛺䜒䛾䜒䛒䜛䛛䜒䛧䜜䜎䛫䜣䚹
    
    
    

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22. 
    䝥䝷䜽䝔䜱䝇
    Ɣ &RQWDLQHUL]DWLRQ
    ż &ORXG7UDLOPDS䛷䜒䛣䜜䛜᭱ึ䛷䛒䛳䛯䛜䚸ྠᵝ䛻&RQWDLQHUL]DWLRQ䛿㐍䜑䛯䜋䛖䛜Ⰻ䛔䛸⪃
    䛘䛶䛔䜛
    ż 䛱䛺䜏䛻䝕䞊䝍䛷᣺䜚㏉䜛&,&'&RQIHUHQFHཧຍ⪅⦅
    䛷๓ᅇ䛾ཧຍ⪅䛾FRQWDLQHU฼⏝⋡䛜䜏䜜䜛
    Ŷ 」ᩘᅇ⟅ྍ䛺䛾䛷䜐䛪䛛䛧䛔䛜๭௨ୖ䛿FRQWDLQHU䜢฼⏝䛧䛶䛔䛭䛖
    Ɣ 䛩䜉䛶䛾SURGXFWLRQ⎔ቃ䛾䜲䞁䝣䝷䛜䝁䞊䝗໬䛥䜜䛶䛔䜛
    ż $:6*&3&RQVROH䜔&/,䜢฼⏝䛧䛶ኚ᭦䛩䜛ෆᐜ䛜Ꮡᅾ䛧䛺䛔
    Ŷ 㐠⏝᫬䛻䛴䛔䛶᪂䝥䝻䝎䜽䝖సᡂ᫬䛻䛚䛔䛶
    ż ᚲ䛪UHYLHZ䛾䝥䝻䝉䝇䜢⤒䛶䝁䞊䝗໬䛥䜜䛯䜲䞁䝣䝷䛜⏕ᡂ䛥䜜䜛
    ż 䝁䞊䝗䛜ኚ᭦䛥䜜䛯䛣䛸䜢㉳ᅉ䛻⮬ື䛷䜲䞁䝣䝷䛜ኚ᭦䛥䜜䜛
    ż 䝁䞊䝗໬䛥䜜䛯䜲䞁䝣䝷䛸ᐇ㝿䛾䜲䞁䝣䝷䛜ྠ୍䛷䛒䜛䛣䛸䜢ᢸಖ䛩䜛௙⤌䜏䛜䛒䜛
    

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23. 
    䝥䝷䜽䝔䜱䝇
    Ɣ EXLOG䛾⮬ື໬
    ż EXLOG䛾ᐇ⾜䛾䛯䜑䛻ORFDO䛷䛾సᴗ䛜ᚲせ䛺䛔
    ż JLWSXVK35PHUJH䜢㉳ᅉ䛻LPDJHEXLOG䛜㉮䜛䝕䝥䝻䜲䛾㛤ጞ᫬䛻,PDJHEXLOG䛜⮬ື䛷㉮䜛
    ż EXLOG䛸䝕䝥䝻䜲䛜୍㐃䛾SLSHOLQH䛸䛧䛶⮬ື໬䛥䜜䛶䛔䜛
    ż WHVW䛸EXLOG䛸䝕䝥䝻䜲䛜୍㐃䛾SLSHOLQH䛸䛧䛶⮬ື໬䛥䜜䛶䛔䜛
    Ɣ ༢య䝔䝇䝖䞉⤖ྜ䝔䝇䝖䞉HH䝔䝇䝖䛜䛭䜜䛮䜜⮬ື䛷㛤Ⓨ⪅䛜䛒䛘䛶䛺䜣䜙䛛䛾⾜ື䜢䛸䜛䛣䛸䛺䛟ື䛟
    ż ኱༙䛾䝔䝇䝖䜢⤫ྜ⎔ቃ䛻䝕䝥䝻䜲䛩䜛䛣䛸䛺䛟ᐇ᪋䛷䛝䜛
    Ɣ ᝟ሗ䝉䜻䝳䝸䝔䜱䛾䝅䝣䝖䝺䝣䝖
    

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24. 
    䝥䝷䜽䝔䜱䝇
    Ɣ 䝕䝥䝻䜲䛻䛛䛛䜛ே䛾䜰䜽䝅䝵䞁䜢䛷䛝䜛䛰䛡ῶ䜙䛩
    ż 䐟䝕䝥䝻䜲䜢ጞ䜑䜛䝪䝍䞁䜢ᢲ䛩HJVODFN䛾ZRUNIORZMHQNLQVJLWKXE䛻UHOHDVH䜢ษ䜛
    ż 䐠᳨ド⎔ቃ䜈䛾䝕䝥䝻䜲䜢☜ㄆ䛩䜛HJVWDJLQJ䛻HHWHVW䜢ὶ䛩䚹VWDJLQJ䛾DSSOLFDWLRQ䛷ኚ᭦ෆᐜ䜢
    ☜ㄆ䛩䜛
    ż 䐡SURGXFWLRQ䜈䛾䝕䝥䝻䜲䜢㛤ጞ䛩䜛
    ż ౛䛸䛧䛶䝕䝥䝻䜲䛷ே䛜㛵䜟䜛㒊ศ䜢䛣䛾䜘䛖䛺VWHS䜎䛷ῶ䜙䛫䜛䛸᏶඲⮬ື䛷䛺䛟䛶䜒䝕䝥䝻䜲䜈䛾
    ㈇ᢸ䛜䛛䛺䜚ῶ䜙䛫䜛䛸ᛮ䜟䜜䜛
    ż 䜒䛱䜝䜣䛥䜙䛻䛣䛾ඛ䛸䛧䛶᏶඲䛻⮬ື䛻䛧䛶䛔䛟᪉ྥᛶ䜒⪃䛘䜙䜜䜛
    

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25. 
    䝥䝷䜽䝔䜱䝇
    Ɣ GHOLYHU\䛻䛚䛡䜛GHYHORSHU䛾ᚰ⌮ⓗ㈇Ⲵ䜢ୗ䛢䜛䚹䍦ኻᩋ᫬䛾䝴䞊䝄䞊ᙳ㡪䜢పῶ䛩䜛
    ż ኚ᭦ኻᩋ᫬䛻䝻䞊䝹䝞䝑䜽䜢⾜䛘䜛
    ż ே㛫䛾ᡭ䜢௓䛥䛺䛔⮬ືUROOEDFN
    ż ୍㒊䛾UHYLVLRQ䜢ྲྀ䜚㎸䜣䛰KRWIL[䛺䝕䝥䝻䜲䜢㑅ᢥ䛷䛝䜛
    ż FDQDU\
    Ŷ Q䛾FDQDU\
    Ŷ WHQDQWEDVH䛾FDQDU\
    Ɣ ಶ䚻䛾䝇䝍䝑䝣䛜⊂❧䛧䛯ᙧ䛷సᴗ䜢㐍䜑䜙䜜䜛⎔ቃ
    ż ␯⤖ྜ䛺䝏䞊䝮ཬ䜃䜰䞊䜻䝔䜽䝏䝱
    ż ᚲせ䛺䝒䞊䝹䜢䝏䞊䝮䛜㑅ᢥ䛷䛝䜛
    

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26. 䚷䛿䛨䜑䛻
    䚷䛄6WDWHRI'HYRSV䛅䛸
    䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶
    䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱
    䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛
    䚷౛♧IUHHH䛾஦౛
    䚷䜎䛸䜑
    $JHQGD
    

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27. 
    ౛♧IUHHH䛾஦౛
    IUHHH䜢ᐇ౛䛸ᤊ䛘䛶௒䜎䛷䛾ヰ䜢⪃䛘䛶䜏䜎䛩
    䜎䛪䛿GHOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇䜢VWDWHRIGHYRSV᪉ᘧ䛻ᙜ䛶䛿䜑䛶⪃䛘䜎䛩
    Ɣ 䝕䝥䝻䜲ᅇᩘᅇSHUGD\
    Ɣ 䝸䞊䝗䝍䜲䝮ṇ☜䛺V\VWHPSUDPHWHU䜢䛸䜜䛶䛔䛺䛔䛜䚸᫬㛫ᮍ‶䛷䛿䛺䛔䚹୍᪥ᅇ䛾䝕䝥䝻
    䜲䜢䛧䛶䛔䜛䛾䛷᫬㛫⛬ᗘ䛸⪃䛘䜙䜜䜛
    Ɣ 0775ከ䛟䛾ሙྜ᫬㛫ᮍ‶
    Ɣ ኚ᭦ኻᩋ⋡XVHUᙳ㡪䛿䛺䛔䛜䚸₯ᅾⓗ䛺㞀ᐖ䛻䛺䜚䛖䜛䜒䛾➼䛾⣽䛛䛔䜒䛾䜎䛷ྵ䜐
    
    ż ┤㏆䛾ኚ᭦䛷䛿䛺䛔䛜㞀ᐖ䛜Ⓨ⏕䛧䛶䛔䜛䛸䛔䛖䛾䛿䜒䛳䛸㉳䛝䛶䛔䜛䛾䛷䚸䝖䝷䝑䜻䞁䜾䛜㞴
    䛧䛔
    ż 䝥䝻䝎䜽䝖䛜኱䛝䛟䚸」㞧䛺䜒䛾䜋䛹㞀ᐖ௳ᩘ䛜ከ䛔䚹
    䛸䛔䛖ឤ䛨䛷䚸6WDWHRI'HY2SV5HSRUW䛾(OLWH䛸KLJK䛾୰㛫ᆅⅬ䛟䜙䛔䛻䛔䛭䛖䛷䛒䜛䚹
    

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28. 
    IUHHH䛾GHOLYHU\䛾ὶ䜜
    ๓ᥦᐃᆺⓗ䛻᪥䛻ᅇ䝕䝥䝻䜲䛩䜛䛸つᐃ䛥䜜䛶䛔䜛
    VODFN䛾ZRUNIORZ䜘䜚GHSOR\䝪䝍䞁䜢ᢲ䛩
    䚔 SURGXFWUHSRVLWRU\䛻GHYHORSEUDQFKWRVWDJLQJEUDQFK䛾35䛜⮬ື⏕ᡂ䛥䜜䜛VODFN䛻OLQN䛜
    㣕䜣䛷䛟䜛
    OLQN䜢㛤䛝䚸PHUJH䛩䜛
    䚔 䛣䛾PHUJHFRPPLW䜢䜒䛸䛻,PDJHEXLOG䛸UHJLVWU\䜈䛾SXVK䛜㉮䜛
    䚔 EXLOG䛜⤊䜟䜛䛸.XEHUQHWHVPDQLIHVWUHSRVLWRU\䜈䛾LPDJHGLII䛾35䛜⮬ືసᡂ䛥䜜䛶⮬ື
    䝬䞊䝆䛥䜜䜛
    䚔 䝬䞊䝆䛥䜜䜛䛸*LW2SV$UJR&'䛻䜘䛳䛶⮬ື䛷VWDJLQJ䜈䛾䝕䝥䝻䜲䛜⾜䜟䜜䜛
    䚔 VWDJLQJ䜈䛾䝕䝥䝻䜲䛜⾜䜟䜜䜛䛸䚸௒ᅇ䛾䝕䝥䝻䜲䛻ྵ䜎䜜䜛FRPPLWHU඲ဨ䛻VWDJLQJ䛷䛾
    ືస☜ㄆ䜢䛩䜛VODFN䛜Ⓨ⾜䛥䜜䜛䚹ྠ᫬䛻HH䝔䝇䝖䛜ᐇ⾜䛥䜜䜛
    

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29. 
    IUHHH䛾GHOLYHU\䛾ὶ䜜
    VODFN䛾ZRUNIORZ䛛䜙SURGXFWLRQ䝕䝥䝻䜲䝪䝍䞁䜢ᢲ䛩䚹
    䚔 SURGXFWUHSRVLWRU\䛻VWDJLQJEUDQFK䛛䜙PDVWHUEUDQFK䜈䛾35䛜⮬ື⏕ᡂ䛥䜜䜛VODFN䛻OLQN䛜㣕䜣䛷䛟䜛
    OLQN䜢㛤䛔䛶PHUJH䛩䜛
    .XEHUQHWHVPDQLIHVWUHSRVLWRU\䜈䛾LPDJHGLII䛾35SURGYHU䛜⏕ᡂ䛥䜜䜛䛾䛷䚸䛭䜜䜢㛤䛔䛶ṇ䛧䛟GLII䛜
    䛷䛶䛔䜛䛣䛸䜢☜ㄆ䛧PHUJH䛩䜛
    $UJR&'ୖ䛷GHSOR\V\QF䝪䝍䞁䜢ᢲ䛩䛒䜢⾜䛖
    ே㛫䛜௓ᅾ䛩䜛䛾䛿VWHS
    ୍㒊䛾䝥䝻䝎䜽䝖䛷䛿EUDQFKᡓ␎䛜␗䛺䜚䚸
    JLWKXE䛾UHOHDVH䜢ά⏝䛩䜛䛣䛸䛷
    VWHS䛷䝕䝥䝻䜲䛜䛷䛝䛶䛔䜛䛾䛷
    ḟ䛿䛣䛱䜙䜢┠ᣦ䛧䛶䛔䜛䚹
    䛱䛺䜏䛻⮬ື䛷FDQDU\UHOHDVH䛻䛺䛳䛶䛔䛶
    䛾UHOHDVH䛜PLQ⥆䛟䜘䛖䛻䛺䛳䛶䛔䜎䛩䚹
    

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30. 
    䛥䜙䛻ḟ䛾䝻䞊䝗䝬䝑䝥䛻㐍䜐䛯䜑䛻
    䝟䝍䞊䞁IRXUNH\V䛻ἢ䛳䛯ᨵၿ
    Ɣ 䝕䝥䝻䜲䛾㢖ᗘ䜔䝸䞊䝗䝍䜲䝮䜢䛥䜙䛻ᨵၿ䛩䜛䛯䜑䛻䛿䝕䝥䝻䜲䛾ᅇᩘ䜢ቑ䜔䛩ᚲせ䛜䛒䜛
    ż 䝕䝥䝻䜲䛾᏶඲⮬ື໬
    Ŷ 䝕䝥䝻䜲㛵㐃䛾㈇Ⲵ䜢䜈䜙䛩
    ż 䝕䝥䝻䜲䛾༢఩䜢䜘䜚ᑠ䛥䛟䛩䜛
    Ŷ 35䝕䝥䝻䜲
    Ɣ 0775䛾ᨵၿ
    ż ⮬ື䝻䞊䝹䝞䝑䜽
    ż 0RQLWRULQJ䛾ᙉ໬
    Ŷ 2EVHUYDELOLW\䛾ྥୖ&LUFXLW%UHDNHU䛾ᐇ⿦
    

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31. 
    䛥䜙䛻ḟ䛾䝻䞊䝗䝬䝑䝥䛻㐍䜐䛯䜑䛻
    䝟䝍䞊䞁&,&'௨እ䛾䜿䜲䝟䝡䝸䝔䜱䛾ᨵၿ
    Ɣ ᚑᴗဨ䝻䜲䝲䝹䝔䜱䛾ྥୖ
    ż ³䝝䜲䝟䝣䜷䞊䝬䞁䝇䛺⤌⧊䛾ᚑᴗဨ䛿⮬ศ䛾⤌⧊䜢䛂⣲ᬕ䜙䛧䛔⫋ሙ䛃䛸䛧䛶᥎ዡ䛩䜛☜⋡䛜௚䛾
    䝟䝣䜷䞊䝬䞁䝇䛾䜹䝔䝂䝸䛾ಸ´
    Ɣ 䝸䞊䝎䞊䝅䝑䝥
    ż 䝔䜽䝜䝻䝆䞊䛾ศ㔝䛻䛚䛔䛶䜒䝸䞊䝎䞊䝅䝑䝥䛿㔜せ
    ż ³䝸䞊䝎䞊䝅䝑䝥䛿䚸ඃ䜜䛯䝏䞊䝮䚸䝔䜽䝜䝻䝆䞊䚸⤌⧊䛾ᵓ⠏䛻ᙺ❧䛴´
    

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32. 
    䛥䜙䛻ḟ䛾䝻䞊䝗䝬䝑䝥䛻㐍䜐䛯䜑䛻
    䝟䝍䞊䞁GHYRSVWHDP䛛䜙SODWIRUPWHDP䜈䛾ኚ㠉
    Ɣ WHDPWRSRORJLHV䛾ᑟධ䛻䜘䜚
    ż 䝥䝻䝎䜽䝖䝏䞊䝮䜢VWUHDPDOLJQHGWHDP䛻ኚ㠉
    ż GHYRSVWHDP䜢䛹䛖䛔䛳䛯䝏䞊䝮䛸䛧䛶ᢅ䛖䛛䠛
    Ŷ ౛ᗈ䛟䛿SODWIRUPWHDP䛾୰䛾VWUHDPDOLJQHGWHDP䛻䛩䜛
    Ɣ $UJR&'RQ$:6(.6䜢㛤Ⓨ㐠⏝䛧䚸䝥䝻䝎䜽䝖㛤Ⓨ䛾VWUHDPDOLJQHGWHDP䛻౯್䜢ᒆ䛡䜛
    䝏䞊䝮
    ż 䛣䛾ሙྜ䛷䜒SODWIRUPWHDP䛾୰䛾SODWIRUP䝏䞊䝮䛜$:6(.6䛸䛔䛖SODWIRUP䜢ᥦ౪䛧䛶䛔
    䜛
    

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33. 䚷䛿䛨䜑䛻
    䚷䛄6WDWHRI'HYRSV䛅䛸
    䚷䚷䛄/HDQ䛸'HY2SV䛾⛉Ꮫ䛅䛻䛴䛔䛶
    䚷㔜せ䛺䜿䜲䝟䝡䝸䝔䜱
    䚷䝥䝷䜽䝔䜱䝇䜢⪃䛘䜛
    䚷౛♧IUHHH䛾஦౛
    䚷䜎䛸䜑
    $JHQGD
    

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34. 
    䜎䛸䜑
    Ɣ 㔜せ䛺䜿䜲䝟䝡䝸䝔䜱!'HOLYHU\䛾䝟䝣䜷䞊䝬䞁䝇!⤌⧊䛾䝟䝣䜷䞊䝬䞁䝇
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35. 䝇䝰䞊䝹䝡䝆䝛䝇䜢䚸ୡ⏺䛾୺ᙺ䛻䚹
    

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