GraphQLを用いたサイトに おけるパフォーマンス改善 （ECサイトを題材に）/ Improving online shopping site performance which using the GraphQL

Transcript

1. (SBQI2-Λ༻͍ͨαΠτʹ
 ͓͚ΔύϑΥʔϚϯεվળ
 ʢ&$αΠτΛ୊ࡐʹʣ ᖒҪએ඙(@nobuhikosawai) גࣜձࣾFiNC Technologies JSConf JP 2019 Day2
2. ?B1>App Store&Google Play 1@-2018@10 .2019@9.('702
   5<App Annie Google Play "2018 3/,8AC :646 App Annie TOP PUBLISHER AWARD 2018  MAUAC *46 12).D9;1* !& =+  $#  % FiNC
3.  
    
4. ϔϧεέΞ঎඼Λѻ͏&$αΠτ
5. ֓ཁʢഎܠʣ w ࣾ಺తʹ΋ྺ࢙ͷ௕͍αʔϏε
   w ೥͔Β͋Δ
   w 3BJMT
   
   FSCͰIUNMΛ
 ϨϯμϦϯά
   w ϖʔδભҠ͕஗͍ 5 چϞʔϧ
6. ֓ཁʢഎܠʣ w ϦχϡΞʔϧϓϩδΣΫτ
   w શࣾͷϦϒϥϯσΟϯά
   w ϖʔδભҠͷվળ
   w ٕज़ελοΫͷߋ৽
   w (SBQI2-
   
   3FBDUͳͲͷ ࠾༻ʢৄࡉ͸ޙड़ʣ 6 ৽Ϟʔϧ
7. ֓ཁʢഎܠʣ w ϦχϡΞʔϧϓϩδΣΫτ
   w ϦϦʔεͷλΠϛϯάΛ༏ઌ
   w ֎෦ϕϯμʔΛ׆༻ $44σβΠ ϯʣ
   w ͦͷ݁ՌύϑΥʔϚϯε΍࡞Γ΍ ͢͞Λ٘ਜ਼ʹ͍ͯͨ͠
   w ݁ՌϦχϡʔΞϧޙͷϖʔδ͕͔ͳ Γॏ͘ͳͬͨ 7
8. ֓ཁʢഎܠʣ w ύϑΥʔϚϯεվળϓϩδΣΫτ
   w 1BHF4QFFE
   *OTJHIUTͰ఺·Ͱ
 վળ 8
9. ֓ཁʢ݁࿦ʣ w ύϑΥʔϚϯεվળϓϩδΣΫτ
   w ϑϩϯτͷνϡʔχϯά
   w (SBQI2-ͷνϡʔχϯά
   wΫϥΠϯτʹࣗ༝౓͕͋Δ
   wద੾ͳઃܭͱ࢖༻Λ͠ͳ͍ͱҙ ਤ͠ͳ͍ύϑΥʔϚϯεͷྼԽ Λট͘ 9
10. ຊτʔΫͷର৅ͱ͍ͯ͠Δਓ w (SBQI2-ΛϓϩμΫγϣϯͰಋೖ͠Α͏͔ݕ౼͍ͯ͠Δਓ
    w ϓϩμΫγϣϯͰಋೖ͍ͯ͠Δ͕ͬ͘͠Γདྷ͍ͯͳ͍ਓ
    w ͜ͷ͋ͨΓͷ༻ޠʹϐϯͱདྷͳ͍ํ
    w 0WFSGFUDIJOH
    w 'SBHNFOUͱ$PMPDBUJPO
    w 1FSTJTUFE
    RVFSZ 10 ※ΊͬͪΌΘ͔Δͱ͍͏ํ͸Ή͠Ζ࠙਌ձͱ͔Twitterͱ͔ͰͲ͏͍͏ӡ༻͍ͯ͠Δ͔ڭ͍͖͍͑ͯͨͩͨͰ͢
11. Agenda ϦχϡʔΞϧ࣌ͷٕज़ߏ੒
    ύϑΥʔϚϯεվળ
    ࠓޙͷల๬
    ·ͱΊ 11
12. Agenda ϦχϡʔΞϧ࣌ͷٕज़ߏ੒
    ύϑΥʔϚϯεվળ
    ࠓޙͷల๬
    ·ͱΊ 12
13. ϦχϡʔΞϧ࣌ͷٕज़ߏ੒ w GSPOUFOE
    3FBDU
    
    5ZQFTDSJQU
    w ϖʔδભҠΛૣ͘͢ΔͨΊ
    w 4FWFSTJEF
    SFOEFSJOH
    443 Λద༻
    w CBDLFOE
    طଘͷ3BJMTΛྲྀ༻ 13
14. ϦχϡʔΞϧ࣌ͷٕज़ߏ੒ w "1*ఆٛ
    (SBQI2-
    w 5PQ
    1BHFΛϦονʹ͢Δߏ૝
    w ΧελϚΠζͷࣗ༝౓
    w ҰཡͱৄࡉͰͷ"1*ͷ࠶ར༻ੑ
    w ϑϩϯτΤϯυଆʹ"1*ͷࣗ༝౓ Λ΋ͨͤΔ 14
15. ϦχϡʔΞϧ࣌ͷٕज़ߏ੒ w (SBQI2-
    w 'BDFCPPLʹΑͬͯ࠷ॳʹެ։͞Εͨ8FC
    "1*ͷͨΊͷن֨ ʢݱࡏ͸(SBQI2-
    'PVOEBUJPO
    w 3&45ͱҟͳΓDMJFOU͔ΒͷRVFSZʹඥͮ͘σʔλΛฦ͢ 15
18. 18 w 4DIFNB
    w 3FTQPOTFͷܕఆٛ
    w "1*
    EPDVNFOU
    w DMJFOUଆͰ΋SFTQPOTFͷܕ ఆٛΛ࡞੒Մೳ
19. 19 443
    
 3FOEFSJOH
    4FSWFS 3BJMT
    HSBQIRMSVCZ ϦχϡʔΞϧ࣌ͷٕज़ߏ੒
20. 20 443
    
 3FOEFSJOH
    4FSWFS 3BJMT
    HSBQIRMSVCZ ϦχϡʔΞϧ࣌ͷٕज़ߏ੒ 443࣌ 1. /index
21. 21 443
    
 3FOEFSJOH
    4FSWFS 3BJMT
    HSBQIRMSVCZ ϦχϡʔΞϧ࣌ͷٕज़ߏ੒ 443࣌ 1. /index 2. /graphql query { content { id } }
22. 22 443
    
 3FOEFSJOH
    4FSWFS 3BJMT
    HSBQIRMSVCZ ϦχϡʔΞϧ࣌ͷٕज़ߏ੒ 443࣌ 1. /index 2. /graphql query { content { id } } 3. api response { “content”: { “name”: “hoge” } }
23. 23 443
    
 3FOEFSJOH
    4FSWFS 3BJMT
    HSBQIRMSVCZ ϦχϡʔΞϧ࣌ͷٕज़ߏ੒ 443࣌ 1. /index 2. /graphql query { content { id } } 3. api response { “content”: { “name”: “hoge” } } 4. html/js/css
24. 24 443
    
 3FOEFSJOH
    4FSWFS 3BJMT
    HSBQIRMSVCZ ϦχϡʔΞϧ࣌ͷٕज़ߏ੒ $43࣌ 1. /graphql query { content { id } }
25. 25 443
    
 3FOEFSJOH
    4FSWFS 3BJMT
    HSBQIRMSVCZ ϦχϡʔΞϧ࣌ͷٕज़ߏ੒ $43࣌ 1. /graphql query { content { id } } 2. api response { “content”: { “name”: “hoge” } }
26. Agenda ϦχϡʔΞϧ࣌ͷٕज़ߏ੒
    ύϑΥʔϚϯεվળ
    ࠓޙͷల๬
    ·ͱΊ 26
27. ύϑΥʔϚϯεվળ 27 ܭଌ ϘτϧωοΫͷ ಛఆ վળ ࠶ൃ๷ࢭ
28. ܭଌࢦඪͷಋೖ w ύϑΥʔϚϯεͷܭଌ
    w ࣮ػͰߦ͏ςετ
    w ߹੒؀ڥͰߦ͏ςετʢ4ZOUIFUJD
    UFTU
    w 1BHF4QFFE
    *OTJHIUTͰվળޮՌΛܭଌ 28
29. ϘτϧωοΫͷಛఆ w $ISPNF
    "VEJU
    ʢ࣮ػʣ
    1BHF4QFFE
    *OTJHIUT
    
    w 0QQPSUVOJUJFTͷվળ߲໨Λ վળ͍ͯ͘͠ 29
30. 30 443
    
 3FOEFSJOH
    4FSWFS 3BJMT
    HSBQIRMSVCZ վળઓུ
31. 31 443
    3BJMT
    HSBQIRMSVCZ վળઓུ 3&45
    "1* ᶃ
    ϑϩϯτଆͷվળ ᶄ
    αʔόʔଆͷվળ
32. 32 443
    3BJMT
    HSBQIRMSVCZ վળઓུ (SBQI2- ᶃ
    ϑϩϯτଆͷվળ ᶄ
    αʔόʔଆͷվળ ᶅ
    2VFSZ4DIFNBͷվળ
33. 33 443
    3BJMT
    HSBQIRMSVCZ ϑϩϯτଆͷվળ (SBQI2- ᶃ
    ϑϩϯτଆͷվળ ᶄ
    αʔόʔଆͷվળ ᶅ
    2VFSZ4DIFNBͷվળ
34. ϑϩϯτଆͷվળ w ϨϯμϦϯάΛ๦͛ΔϦιʔε ͷআ֎
    w ςΩετѹॖͷ༗ޮԽ 34
35. ϑϩϯτଆͷվળ w ϨϯμϦϯάΛ๦͛ΔϦιʔ εͷআ֎
    w Ϧιʔεͷμ΢ϯϩʔυ͕ $SJUJDBM
    3FOEFSJOH
    1BUIΛ ્֐͍ͯ͠Δ 35 https://docs.google.com/presentation/d/1aLhRaTr8GdA4vrEM4Frkmsyt3b5jjncPsvHtj9ar58U/edit#slide=id.g6b2d607733_0_20
36. ϑϩϯτଆͷվળ 36 SFG

    IUUQTEPDTHPPHMFDPNQSFTFOUBUJPOEB-I3B5S(E"WS&.'SLNTZUCKKOD1TW)UKBS6FEJUTMJEFJEHCE@@

    IUUQTEFWFMPQFSTHPPHMFDPNXFCGVOEBNFOUBMTQFSGPSNBODFDSJUJDBMSFOEFSJOHQBUISFOEFSCMPDLJOHDTT IMKB $44ͷEPXOMPBEͷվળ ͸ϖʔδඳըͷߴ଎Խʹ ௚઀ؔ܎͢Δ
37. ϑϩϯτଆͷվળ w ϨϯμϦϯάΛ๦͛ΔϦιʔεͷআ֎
    w$PNQPOFOUͱରͰඥ෇͔ͳ͍ܗͰ ࡞੒͞Ε͍ͯͨ
    wෆཁͳ$44͕େྔʹಡΈࠐ·Ε͍ͯͨ
    w ϖʔδ͝ͱʹඞཁͳ$44ΛಡΈࠐΉΑ͏ ʹमਖ਼
    wSFBDUIFMNFU
    IUUQTHJUIVCDPN OqSFBDUIFMNFU 37
38. ϑϩϯτଆͷվળ w ςΩετѹॖͷ༗ޮԽ
    w SFOEFSJOH݁ՌͷIUNM
    w $POUFOU&ODPEJOH͕ޮ͍͓ͯΒ ͣɺH[JQѹॖ͞Ε͍ͯͳ͔ͬͨ $44͸0,
    w SFTTFU)FBEFS $POUFOU5ZQF
    UFYU IUNM
    DIBSTFUVUG` Λ௥Ճ͢Δ͚ͩ
    w ҙ֎ͱΘ͢Ε͕ͪͳͷͰ஫ҙΛ 38
39. ϑϩϯτଆͷվળ 39
40. 40 443
    3BJMT
    HSBQIRMSVCZ αʔόʔଆͷվળ (SBQI2- ᶃ
    ϑϩϯτଆͷվળ ᶄ
    αʔόʔଆͷվળ ᶅ
    2VFSZ4DIFNBͷվળ
41. αʔόʔଆͷվળ ϑϩϯτΤϯυଆͷվળͷ݁ՌɺαʔόʔଆͷϨεϙϯε଎౓͕໰୊ʹͳΔ 41
42. αʔόʔଆͷվળ w ܭଌ
    w "1.Λ׆༻
    w ͢Ͱʹಋೖ͞Ε͍ͯͨ %BUBEPHΛ׆༻
    w Ϩεϙϯε͕T௒ 42
43. 43 POST /graphql query FeatureAllQuery { ranking(rankingType: WEEKLY) { id … } greetingProducts(count: 3) { id name … } firstPromotionArticle { id … } secondPromotionArticle { id title … } … }
44. 44 POST /graphql query FeatureAllQuery { ranking(rankingType: WEEKLY) { id … } greetingProducts(count: 3) { id name … } firstPromotionArticle { id … } secondPromotionArticle { id title … } … }
45. αʔόʔଆͷվળ w (SBQI2-ͷαʔόʔଆͷॲཧ
    w RVFSZͷ֤ϑΟʔϧυ͸SFTPMWFSͱ ݺ͹ΕΔؔ਺Ͱॲཧ͞Ε͍ͯ͘
    w 4DBMBSΛฦ͢·Ͱ࣮ߦ͞ΕΔ
    w SFTPMWFS͕PCKFDUΛฦ͢৔߹͸
 ࠶ؼతʹ࣮ߦ͞ΕΔ
    w SFG
    IUUQTNFEJVNDPNQBZQBM FOHJOFFSJOHHSBQIRMSFTPMWFST CFTUQSBDUJDFTDEGECDFG 45 query FeatureAllQuery { greetingProducts(count: 3) { id name … } firstPromotionArticle { id … } secondPromotionArticle { id title … } ranking(rankingType: WEEKLY) { id … } … }
46. αʔόʔଆͷվળ w (SBQI2-ͷUSBDFͷಡΈղ͖ํ
    w ·ͣDJFOU͔ΒૹΒΕͯ͘Δ RVFSZΛ֬ೝ͢Δ 46
47. αʔόʔଆͷվળ w (SBQI2-ͷUSBDFͷಡΈղ͖ํ
    w ·ͣ͸͡ΊʹRVFSZͷQBSTFͱ WBMJEBUJPO͕࣮ߦ͞ΕΔ 47 query FeatureAllQuery { ranking(rankingType: WEEKLY) { id products { id name reviews { id rating } } … } greetingProducts(count: 3) { id name … } … } … }
48. αʔόʔଆͷվળ w (SBQI2-ͷUSBDFͷಡΈղ͖ํ
    w ͦΕ͕ऴΘΔͱRVFSZʹඥͮ͘ SFTPMWFS্͕͔Β࣮ߦ͞ΕΔ
    w 2VFSZͷத਎Λ஌Βͳ͍ͱಡΊͳ͍ 48 query FeatureAllQuery { ranking(rankingType: WEEKLY) { id products { id name reviews { id rating } } … } greetingProducts(count: 3) { id name … } … } … }
49. αʔόʔଆͷվળ w (SBQI2-ͷUSBDFͷಡΈղ͖ํ
    w (SBQI2-͸/ ͷ%#ΞΫηε͕ൃੜ ͕ͪ͠ 49 query FeatureAllQuery { ranking(rankingType: WEEKLY) { id products { id name reviews { id rating } } … } greetingProducts(count: 3) { id name … } … } … }
50. αʔόʔଆͷվળ 50
54. αʔόʔଆͷվળ 54 w (SBQI2-ͷUSBDFͷಡΈղ͖ํ
    w CBUDIMPBEFSͳͲͷϥΠϒϥϦͰ42-ΫΤϦͷ஗Ԇ࣮ߦΛ ߦ͏Α͏ʹͯ͠ճආ͢Δ͜ͱ͕Մೳ
55. αʔόʔଆͷվળ 55
56. αʔόʔଆͷվળ w (SBQI2-ͷUSBDFͷಡΈղ͖ํ
    w #BUDI-PBEFSͰॲཧ͢ΔΑ͏ʹࢦఆ͞Εͨॲཧ͸ɺ2VFSZʹ௚઀ ඥ෇͘ॲཧ͕ऴΘͬͨ͋ͱʹ࣮ߦ͞ΕΔɻ
    w ͦͷͨΊEBUBEPH্͸ॲཧ͕෼ׂ͞Ε͍ͯΔΑ͏ʹݟ͑Δɻ 56
57. αʔόʔଆͷվળ w "1.ͷUSBDFΛಡΈղ͍ͨ݁Ռɺαʔόʔଆ͸ύϑΥʔϚϯεͷߟ ྀ͕͞Ε͍ͯΔ
    w ͦ΋ͦ΋ϑϩϯτͷը໘ͷඳըҎ্ʹTFSWFSଆʹॲཧΛ͍ͤͯ͞Δ PWFSGFUDIJOH
    
    ͬͪ͜ͷվળ͕ඞཁ 57
58. 58 443
    3BJMT
    HSBQIRMSVCZ αʔόʔଆͷվળ (SBQI2- ᶃ
    ϑϩϯτଆͷվળ ᶄ
    αʔόʔଆͷվળ ᶅ
    2VFSZ4DIFNBͷվળ
59. Query/Schemaͷվળ w ϑϩϯτͷը໘ͷඳըҎ্ͷ݅਺ΛαʔόʔʹϦΫΤετ ͍ͯ͠Δ 0WFSGFUDIJOH
    w QBHJOH͕ͳ͍഑ྻͷSFRVFTU͕͋ͬͨ
    w શ͘࢖͍ͬͯͳ͍΋ͷΛऔಘ͍ͯ͠Δ 59
60. Query/Schemaͷվળ w QBHJOH͕ͳ͍഑ྻͷSFRVFTU
    w ؔ࿈͢ΔϨίʔυ͕શ݅औಘ Ͱ͖ΔͷͰੑೳ͕ྼԽ͢Δ
    w ։ൃ؀ڥͰݟಀ͕ͪ͠ 60
61. Query/Schemaͷվળ w QBHJOH͕ͳ͍഑ྻͷSFRVFTU΁ͷରԠ
    w ݅਺Λࢦఆͯ͠औಘͰ͖ΔΑ͏ʹQBHJOHΛ௥Ճ 61
62. Query/Schemaͷվળ w QBHJOH͕ͳ͍഑ྻͷSFRVFTUͷ࠶ൃ๷ࢭ
    w ͦ΋ͦ΋഑ྻͷ5ZQFΛ࣋ͭ΋ͷʹQBHJOHͳ͠ͷ"1*Λఆٛ Ͱ͖Δ͜ͱ͕໰୊
    w ੜ੒͞ΕΔTDIFNBʹରͯ͠MJOUΛ͔͚ͯະવʹ๷͛ͳ͍͔ Λݕ౼
    w IUUQTHJUIVCDPNDKPVESFZHSBQIRMTDIFNBMJOUFS
    w SFMBZDPOOFDUJPOUZQFTTQFD 62
63. Query/Schemaͷվળ w શ͘࢖͍ͬͯͳ͍΋ͷΛऔಘ͍ͯ͠Δ
    w 2VFSZ͔Βফ͢ 63
64. Query/Schemaͷվળ w શ͘࢖͍ͬͯͳ͍΋ͷΛऔಘ͍ͯ͠Δ໰୊ͷ࠶ൃ๷ࢭ
    w 2
    ͦ΋ͦ΋ͳͥը໘ʹඥ෇͍͍ͯͳ͍RVFSZ͕ॻ͔Εͯ͠·͏ ͷ͔ʁ
    w "
    RVFSZ͕ը໘Ͱ࢖ΘΕ͍ͯΔ͔Ͳ͏͔ͷݕূ͕Ͱ͖͍ͯͳ͍ ͔Β 64
66. 66 ը໘Ͱඳը͍ͯ͠ͳ͍΋ͷ Λऔಘͯ͠͠·͍ͬͯΔ
67. Query/Schemaͷվળ w શ͘࢖͍ͬͯͳ͍΋ͷΛऔಘ͍ͯ͠Δ໰୊ͷ࠶ൃ๷ࢭ
    w ຊདྷ(SBQI2-ͷRVFSZ͸ը໘Ͱඞཁͳཁૉͱ݁ͼ͍͍ͭͯͳ͚Ε ͹͍͚ͳ͍
    w 3&45ͱҟͳΓը໘ͰඞཁͳσʔλͷΈΛऔಘͰ͖Δ͜ͱ͕ຊ དྷͷϝϦοτ
    w ࠓճ͸(SBQI2-ͷRVFSZ͸ը໘ͱผͷ৔ॴͰ૊ΈཱͯΒΕ͍ͯͨ 67
68. Query/Schemaͷվળ w શ͘࢖͍ͬͯͳ͍΋ͷΛऔಘ͍ͯ͠Δ໰୊ͷ࠶ൃ๷ࢭ
    w RVFSZͱը໘Λ݁ͼ͚ͭΔʹ͸Ͳ͏͢Ε͹Α͍͔
    w 'SBHNFOUͱ$PMPDBUJPO 68
69. Query/Schemaͷվળ w 'SBHNFOU
    w (SBQI2-ͷRVFSZΛ෦෼తʹ੾Γग़ͨ͠΋ͷ
    w RVFSZͷ෼ׂ΍࠶ར༻ΛՄೳʹ͢Δ 69
73. Query/Schemaͷվળ w 'SBHNFOU
    w 'SBHNFOUΛ࢖͏ͱRVFSZͷ෦෼ఆ͕ٛՄೳ
    w 'SBHNFOUͱ$PNQPOFOUͱҰॹʹ഑ஔ͢Δ 73
75. Query/Schemaͷվળ w $PMPDBUJPO
    w ೔ຊޠͰ͸ʮҰॹʹ഑ஔ͢Δʯͱ͍͏ҙຯ
    w (SBQI2-ͷจ຺Ͱ͸GSBHNFOUΛ߹੒ͯͭ͠ͷRVFSZʹ߹੒͢Δ ͜ͱ 75
77. Query/Schemaͷվળ w 'SBHNFOUͱ$PMPDBUJPO
    w 'SBHNFOUͱ$PNQPOFOUΛಉ͡ ৔ॴͰ؅ཧ͢Δ
    w 2VFSZ͸֤$PNQPOFOUͰఆٛ͞ Εͨ'SBHNFOU͔Β૊ΈͨͯΔ
    w GFUDIͨ͠σʔλ͕WJFXͰར༻ ͞Ε͍ͯΔ͔Ͳ͏͔͕Ұ໨ྎવ ʹͳΔ 77 "QQ
    $PNQPOFOU "QQ
    2VFSZ 1SPEVDU-JTU*UFN #FGPSF "GUFS "QQ
    $PNQPOFOU "QQ
    2VFSZ 1SPEVDU-JTU*UFN 1SPEVDU-JTU*UFN
    GSBHNFOU
78. Query/Schemaͷվળ w 'SBHNFOUͱ$PMPDBUJPO
    w Ξφϩδʔ
    4DPQFE
    $44
    w TUZMFͱ$PNQPOFOUΛಉ͡৔ॴͰ؅ཧ
    w (SBQI2-ͷRVFSZ΋$PNQPOFOUʹू໿͍ͯ͘͠ํ޲ʹ͢Δ΄͏ ͕ྑ͍
    w ύϑΥʔϚϯεվળͷ݁Ռɺ$PNQPOFOUઃܭ͕ඇৗʹॏཁͰ ͋Δ͜ͱ͕Θ͔ͬͨ 78
79. Query/Schemaͷվળ w ͞Βʹ௥ՃͰpSTUWJFXͷWJFX
    QPSUͷ಺֎ͰRVFSZΛ෼ׂͨ͠ 79
80. Query/Schemaͷվળ w ͞Βʹ௥ՃͰpSTUWJFXͷWJFX
    QPSUͷ಺֎ͰRVFSZΛ෼ׂͨ͠
    w ཹҙ఺ͱͯ͠ϒϥ΢βόοΫ࣌ͷڍಈΛߟྀ͓ͯ͘͠ඞཁ͕͋Δ
    w ϒϥ΢βόοΫ࣌͸BQPMMPͷDBDIF͔ΒσʔλΛ෮ݩ 80
    
81. 81
    
82. 82
    443࣌
83. 83
    ϒϥ΢βόοΫ࣌
84. Query/Schemaͷվળ w ݁Ռ 84
    
85. Agenda ϦχϡʔΞϧ࣌ͷٕज़ߏ੒
    ύϑΥʔϚϯεվળ
    ࠓޙͷల๬
    ·ͱΊ 85
86. ࠓޙͷల๬ w DBDIFͷ׆༻Λݕ౼
    w &$αΠτ͸ൺֱతϦΞϧλΠϜੑ͕௿͍ίϯςϯπ͕͋Δ
    w ήετϢʔβʔʹදࣔ͢Δίϯςϯπ͸جຊతʹ͸ಉ͡
    w $%/ͷϨΠϠʔͰ)5.-
    DBDIFͱSFTQPOTF
    DBDIFͷ྆ํ͕
 ׆༻Մೳͳ͸ͣ 86
    
87. ࠓޙͷల๬ w Α͋͘Δޡղ
    (SBQI2-͸DBDIFͰ͖ͳ͍
    w 1045ͰϦΫΤετΛૹΔ͔Β
    w DMJFOU͕޷͖উखʹRVFSZΛૹΕΔ͔Β 87
    
88. ࠓޙͷల๬ w 2
    1045ͰϦΫΤετΛૹΔ͔ΒDBDIFͰ͖ͳ͍
    w "
    (&5Ͱ͓͘Ε͹Α͍ʂ
    w 2
    (&5ʹ͢ΔͱRVFSZ
    QBSBNFUFS͕௕͘ͳͬͯ$%/ͷ੍ݶʹҾͬ ͔͔Δ
    w "
    LFZWBMVFͰࣄલʹRVFSZΛαʔόʔଆʹొ࿥͓͚ͯ͠͹Α͍ 88
    
89. ࠓޙͷల๬ w LFZͱͯ͠(SBQI2-ͷRVFSZͷத਎ΛIBTIԽͨ͠΋ͷΛ࢖͏͜ͱ ͕ଟ͍ʢ1FSTJTUFE
    RVFSZʣ 89
    https://www.apollographql.com/docs/apollo-server/performance/apq/
90. ࠓޙͷల๬ w LFZͷొ࿥
    w $PNQJMF
    UJNF
    QVTI
    w CVJME࣌ʹొ࿥
    w 3VOUJNF
    QVTI
    w ޙ͔Βಈతʹొ࿥
    w DMJFOU༻ͷϥΠϒϥϦ
    BQPMMPMJOLQFSTJTUFE RVFSZ 90
    3VOUJNF
    QVTI
91. ࠓޙͷల๬ w DMJFOU͕޷͖উखʹRVFSZΛૹΕΔ͔Β
    w pFMEͷதʹVTFS
    EFQFOEFOUͳσʔλ͕͋Ε͹DBDIFΛ͠ͳ͍ ࢓૊Έ͕ඞཁ
    w ͜Ε͕͋Ε͹DBDIFͰ͖Δ 91
    
92. w "QPMMP4FSWFSͰ͸ϥΠϒϥϦଆͰαϙʔτ ࠓޙͷల๬ 92
93. w HSBQIRMSVCZͰ࣮ݱ͢Δํ๏Λݕ౼த ࠓޙͷల๬ 93
    
94. ·ͱΊ w αΠτͷύϑΥʔϚϯεվળΛᶃϑϩϯτଆɺᶄαʔόʔଆɺ ᶅ2VFSZ4DIFNBͷվળͷͭʹ෼͚ͯվળΛ࣮ࢪ
    w (SBQI2-Λ׆༻͢Δ৔߹͸PWFSGFUDIJOHͳͲͷ(SBQI2-ͷσϝ ϦοτΛΧόʔ͢Δઃܭ͕ඇৗʹॏཁ
    w DMJFOUଆͰը໘ͷߏ੒ʹԠͯ͡RVFSZͷνϡʔχϯάʢ"1*ͷνϡʔ χϯάʣΛͰ͖Δ͜ͱ͕(SBQI2-ͳΒͰ͸ͷϝϦοτ
    w DBDIFΛ׆༻͢Δ͜ͱͰ͞ΒͳΔߴ଎Խ΋Մೳ 94
    
95. ࣗݾ঺հ w ᖒҪએ඙ʢ͞Θ͍ͷͿͻ͜ʣ
    w UXJUUFSHJUIVC
    OPCVIJLPTBXBJ
    w αʔόʔαΠυ
    w ϑϩϯτΤϯυ 95
96. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠