ゼロベースから Laravel を用いた  API 実装オートメーション

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Ί΋Γʔ θϩϕʔε͔Β-BSBWFMΛ༻͍ͨ   "1*࣮૷Φʔτϝʔγϣϯ 1)1ΧϯϑΝϨϯε 1

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ࣗݾ঺հ 2

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@2020 Torana, Inc. @2020 Torana, Inc. Ί΋Γʔ ϓϩμΫτ։ൃ෦ Ϛωʔδϟʔ Ί΋ΓʔͪΌΜͷϑΥʔΫݩͰ͢ɻ   1)1Ͱ+7.Λ࣮૷ͨ͠ΓຊΛॻ͍ͯͨΓͯ͠ ·͢ɻೕ༮ࣇ޲͚͓΋ͪΌͷαϒεΫϦϓγϣ ϯαʔϏεΛఏڙ͢Δ5PSBOBͱ͍͏ձࣾʹ͍ ·͢ !NNS 3

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@2020 Torana, Inc. ࠷ۙࢿۚௐୡ͠·ͨ͠ 4

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΋͘͡ 5

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@2020 Torana, Inc. ΋͘͡ τϥʔφͷ՝୊ ٕज़ͷҙࢥܾఆ Ͳ͏࡞͍͔ͬͯͬͨ ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊ 6

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@2020 Torana, Inc. ΋͘͡ ՝୊ΛͲ͏ղܾ͔ͨ͠ ·ͱΊ 7

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τϥʔφͷ՝୊ 8

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@2020 Torana, Inc. τϥʔφͷ՝୊ 4BB4ͰશͯΛ؅ཧ͍ͯͨ͠ ސ٬ͷ৘ใΛશͯ4BB4Ͱ؅ཧ͍ͯͨ͠ ͜ΕͰ΋'JMF.BLFS͔ΒҠ২ͨ͠ʢΒ͍͠ʣ ଞػೳͱͷ࿈ܞ͸+BWB4DSJQUͰ֘౰ͷ4BB4͕ఏڙ͢Δ"1*Λ ࢖ͬͯߦ͍ͬͯͨ "1*Λେྔʹୟͨ͘Ίސ٬ৄࡉϖʔδΛ։͘ͷʹඵఔ౓   ͔͔͍ͬͯΔ 9

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@2020 Torana, Inc. τϥʔφͷ՝୊ 4BB4ͰશͯΛ؅ཧ͍ͯͨ͠ αʔϏεͷεέʔϧͱγεςϜͷεέʔϧ͕ؒʹ߹͓ͬͯΒͣ "1*ͷ3BUF-JNJUʹසൟʹҾ͔͔ͬΔΑ͏ʹͳͬͨ લ೚ऀ͕όϯυϧ͞Εͨ+BWB4DSJQU͚ͩΛஔ͍ͯڈ͍ͬͯͬͨ ݩʑͷιʔείʔυ͸ͳ͍ɻ ͦͯ͠ຊ൪؀ڥ͔͠ͳ͍ͷͰςετ͕Ͱ͖ͳ͍ 10

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@2020 Torana, Inc. τϥʔφͷ՝୊ ಥ೗ݱΕΔ(PPHMF"QQT&OHJOF 1)1ͷ4MJNͰ࣮૷͞Ε͍ͯͨ ޾͍೉ಡԽ͸͞Ε͍ͯͳ͔ͬͨ ͨ·ʹ"MMPXFENFNPSZTJ[FΤϥʔΛు͍ͯࢮ͵ ΠϯελϯεΛڧԽ͠ɺۚͰղܾΛ͍ͯ͠Δ 11

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@2020 Torana, Inc. τϥʔφͷ՝୊ ಥ೗ݱΕΔ(PPHMF"QQT&OHJOF Ϣʔβʔ͕ਃࠐΉͱɺϝʔϧΛಛఆͷϝʔϧΞυϨεͰड৴͠ ͯDSPOͰఆظతʹड৴ͨ͠ϝʔϧΛर͍ɺ࠷ޙʹύʔεͯ͠ 4BB4ʹొ࿥͢Δػೳ͕උΘ͍ͬͯΔ ͜Ε΋ຊ൪؀ڥ͔͠ͳ͍ͷͰςετ͕Ͱ͖ͳ͍ 12

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͜ͷ՝୊ͰԿ͕ى͜Δͷ͔ 13

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@2020 Torana, Inc. ՝୊ͷ໰୊఺ αʔϏε͕εέʔϧ͢Δ౓ʹαʔϏεͷ   ण໋͕ॖΉ 4BB4ʹϩοΫΠϯ͞Ε͗ͯ͢ϓϩμΫτͷ   εέʔϧ͕Ͱ͖ͳ͍ 14

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αʔϏε͕εέʔϧ͢Δ౓ʹαʔϏεͷ   ण໋͕ॖΉ 15

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@2020 Torana, Inc. αʔϏε͕εέʔϧ͢Δ౓ʹαʔϏεͷण໋͕ॖΉ ͓͔͛͞·Ͱ͝ར༻͍͍͍ͨͩͯΔ͓٬༷͸໿ ਓͱͳΓ·ͨ͠ 0 1750 3500 5250 7000 2015 2016 2018 2020 16

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͋ͱ͸෼͔Γ·͢Ͷʁ 17

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@2020 Torana, Inc. τϥʔφͷ՝୊ 4BB4ͰશͯΛ؅ཧ͍ͯͨ͠ ސ٬ͷ৘ใΛશͯ4BB4Ͱ؅ཧ͍ͯͨ͠ ଞػೳͱͷ࿈ܞ͸+BWB4DSJQUͰ֘౰ͷ4BB4͕ఏڙ͢Δ"1*Λ ࢖ͬͯߦ͍ͬͯͨ "1*Λେྔʹୟͨ͘Ίސ٬ৄࡉϖʔδΛ։͘ͷʹඵఔ౓   ͔͔͍ͬͯΔ 18

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ࠁҰࠁͱഭΔαʔϏεͷण໋Λ   ײ͡औΕ·͔ͨ͠ʁ 20

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4BB4ʹϩοΫΠϯ͞Ε͗ͯ͢ϓϩμΫτͷ   εέʔϧ͕Ͱ͖ͳ͍ 21

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@2020 Torana, Inc. 4BB4ʹϩοΫΠϯ͞Ε͗ͯ͢ϓϩμΫτͷεέʔϧ͕Ͱ͖ͳ͍ "1*ͷ3BUF-JNJU͕͋ΔͨΊɺରࣾ֎Ϣʔβʔ ޲͚ϓϩμΫτͷ։ൃʹࢧো͕ग़ͯ͠·͍ͬͯΔ 4BB4ʹϩοΫΠϯ͍ͯ͠Διʔείʔυ͕   όϯυϧ͞Εͨ+BWB4DSJQUͱ("&ͷίʔυͷΈ ͦͯ͠ςετ؀ڥ͕ͳ͍ɻຊ൪؀ڥςετ   22

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@2020 Torana, Inc. τϥʔφͷ՝୊ 4BB4ͰશͯΛ؅ཧ͍ͯͨ͠ ސ٬ͷ৘ใΛશͯ4BB4Ͱ؅ཧ͍ͯͨ͠ ଞػೳͱͷ࿈ܞ͸+BWB4DSJQUͰ֘౰ͷ4BB4͕ఏڙ͢Δ"1*Λ ࢖ͬͯߦ͍ͬͯͨ "1*Λେྔʹୟͨ͘Ίސ٬ৄࡉϖʔδΛ։͘ͷʹඵఔ౓   ͔͔͍ͬͯΔ 23

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@2020 Torana, Inc. τϥʔφͷ՝୊ ಥ೗ݱΕΔ(PPHMF"QQT&OHJOF 1)1ͷ4MJNͰ࣮૷͞Ε͍ͯͨ ޾͍೉ಡԽ͸͞Ε͍ͯͳ͔ͬͨ ͨ·ʹ"MMPXFENFNPSZTJ[FΤϥʔΛు͍ͯࢮ͵ ΠϯελϯεΛڧԽ͠ɺۚͰղܾΛ͍ͯ͠Δ 25

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@2020 Torana, Inc. τϥʔφͷ՝୊ ಥ೗ݱΕΔ(PPHMF"QQT&OHJOF Ϣʔβʔ͕ਃࠐΉͱɺϝʔϧΛಛఆͷϝʔϧΞυϨεͰड৴͠ ͯDSPOͰఆظతʹड৴ͨ͠ϝʔϧΛर͍ɺ࠷ޙʹύʔεͯ͠ 4BB4ʹొ࿥͢Δػೳ͕උΘ͍ͬͯΔ ͜Ε΋ຊ൪؀ڥ͔͠ͳ͍ͷͰςετ͕Ͱ͖ͳ͍ 26

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ΧΦεͷҰݴͰࣄ଍Γ·͢Ͷ 27

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͜ͷۤ೉Λ৐Γӽ͑Δ΂͘   γεςϜͷϑϧϦϓϨΠεΛ͸͡Ί·ͨ͠ 28

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ٕज़ͷҙࢥܾఆ 29

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ϑϧϦϓϨʔεͷ৔߹   Կ͔ΒखΛ෇͚Δ΂͖͔͕೰·͍͠ 30

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ͦͷͨΊɺखॱΛચ͍ग़ͯ͠ਐΊ͍͖ͯ·͢ 31

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DB Ҡߦ όοΫΤϯυ࣮૷ ࡞ۀϑϩʔચ͍ग़͠ SaaS ͷ࢖༻ɾෆ࢖༻   ߲໨ͷચ͍ग़͠ DB εΩʔϚͷఆٛ 32

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ͳ͓ɺຊ೔ϝΠϯʹ࿩͢ͷ͸ͪ͜Β 33

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DB Ҡߦ όοΫΤϯυ࣮૷ ࡞ۀϑϩʔચ͍ग़͠ SaaS ͷ࢖༻ɾෆ࢖༻   ߲໨ͷચ͍ग़͠ DB εΩʔϚͷఆٛ 34

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όοΫΤϯυͷ࣮૷ 35

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@2020 Torana, Inc. όοΫΤϯυͷ࣮૷ ͜ͷ࣌ɺόοΫΤϯυΤϯδχΞ͕ࢲΛؚΊͯۀ຿ҕୗͷํ໊ͩͬͨ ͕࣌ؒݶΒΕ͍ͯΔதɺݎ࣮ͳΞϓϦέʔγϣϯ࡞੒Λ໨ࢦ͍ͨ͠ ΋ͪΖΜόοΫΤϯυͷ࣮૷Ҏ֎ʹ΋ϑϩϯτΤϯυͷ࣮૷͕ඞཁ ϑϩϯτΤϯυ͕Ͱ͖ΔͷΤϯδχΞ͕ࢲ͔͍͠ͳ͍ 36

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΋͏Ұճݱঢ়ΛৼΓฦͬͯΈ·͢ 37

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@2020 Torana, Inc. όοΫΤϯυͷ࣮૷ αʔϏε͕εέʔϧ͢Δ౓ʹαʔϏεͷ   ण໋͕ॖΉ 4BB4ʹϩοΫΠϯ͞Ε͗ͯ͢ϓϩμΫτͷ   εέʔϧ͕Ͱ͖ͳ͍ 38

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ݶΒΕͨ࣌ؒͷதͰɺ͍͔ʹૣ͘ όοΫΤϯυΛ࣮૷͢Δ͔͕伴Ͱͨ͠ 39

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ͦ͜ͰͭͷίϚϯυΛ࣮ߦ͢Δ͚ͩͰ   "1*ΛҰͭੜ΍ͤΔΑ͏ʹ͠Α͏ 40

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ͲͷΑ͏ʹٕज़બఆΛߦ͔ͬͨ 41

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@2020 Torana, Inc. ͲͷΑ͏ʹٕज़બఆΛߦͬͨͷ͔ ֶशίετ ࠾༻ࢢ৔ ϞμϯͰ͋Δ͔ ύϑΥʔϚϯε 42

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@2020 Torana, Inc. ͲͷΑ͏ʹٕज़બఆΛߦͬͨͷ͔ ֶशίετ υΩϡϝϯτ͕๛෋Ͱ͋Δ͔Ͳ͏͔ ϑϧλΠϜͰ࢖͏ࢲΛؚΉϝϯόʔʹͱֶͬͯश೉қ౓͕ߴ͍΋ ͷͰ͸ͳ͍͔ ଟ͘ͷਓֶ͕ΜͰ͍ͦ͏Ͱ͋Δ͔ 43

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@2020 Torana, Inc. ͲͷΑ͏ʹٕज़બఆΛߦͬͨͷ͔ ࠾༻ࢢ৔ ౰ٕ֘ज़ΛελʔτΞοϓͷ·ͩ·໊ͩ΋߾͍͍ͯͳ͍ձ͕ࣾ ࠾༻ࢢ৔ʹೖΓࠐΊΔ༨஍͸͋Δ͔ ϑϧλΠϜͰಇ͘ਓͷϦϑΝϥϧ͕༗Γಘͦ͏͔ 44

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@2020 Torana, Inc. ͲͷΑ͏ʹٕज़બఆΛߦͬͨͷ͔ ϞμϯͰ͋Δ͔ όοΫΤϯυͷण໋͕௕͍΋ͷͰ͋Δͱஔ͍ͨ࣌ɺࠓϞμϯͳ ٕज़Ͱ΋਺೥ޙʹ͸ރΕٕͨज़ʹͳΔՄೳੑ͕͋Δ ͦͷͨΊɺͰ͖Δ͚ͩϞμϯͳٕज़Λબఆ͢Δ ७ਮʹϞμϯͳ΋ͷͰ͋Ε͹࠾༻ࢢ৔΋޿͘ͳΓ͑ͦ͏   ʢڵຯΛ࣋ͬͯ΋Β͑Δʣ 45

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@2020 Torana, Inc. ͲͷΑ͏ʹٕज़બఆΛߦͬͨͷ͔ ύϑΥʔϚϯε ͦͷٕज़Λ࢖ͬͯύϑΥʔϚϯενϡʔχϯά͕ߦ͑Δ͔Ͳ͏͔ ྫ͑͹03.ʹϩοΫΠϯ͗͢͠ΔͱύϑΥʔϚϯενϡʔχϯ άΛ͢ΔࡍʹোนʹͳΔՄೳੑ͕༧ݟ͞ΕΔ ӈݞ্͕Γʹσʔλ͕૿͑ΔͨΊɺ๲େͳσʔλྔͰ΋ॲཧ͕Ͱ ͖Δ΋ͷΛબఆ 46

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ͭͷίϚϯυͰ"1*Λੜ΍ͨ͢Ίʹ   ඞཁͳݕ౼ࣄ߲ 47

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@2020 Torana, Inc. ඞཁͳݕ౼ࣄ߲ ڞ௨Խ ςετ υΩϡϝϯτ ύϑΥʔϚϯε 48

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@2020 Torana, Inc. ඞཁͳݕ౼ࣄ߲ ڞ௨Խ $36% $SFBUF 3FBE 6QEBUF %FMFUF Λओ࣠ͱͯ͠ɺ"1*࡞੒ޙʹ   ΄΅ฤू͢Δඞཁͷͳ͍ͱ͜Ζ·Ͱڞ௨ԽΛ͢Δ ΋ͪΖΜҰ෦ྫ֎ͳॲཧ΋͋ΔͷͰͦΕʹରԠͰ͖ΔΑ͏ʹ   ॊೈੑΛ࢒͢ ςʔϒϧͷεΩʔϚͱϨεϙϯεΛ߹ΘͤΔͷΛج४ʹ Ұ෦ฦͨ͘͠ͳ͍஋΍໊લΛม͍͑ͨ৔߹ɺςʔϒϧͷεΩʔϚʹͳ͍ ΋ͷ΋ߟྀ͢Δ 49

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@2020 Torana, Inc. ඞཁͳݕ౼ࣄ߲ ςετ ݎ࣮ͳΞϓϦέʔγϣϯΛ໨ࢦͨ͢Ίɺςετ΋   ਖ਼ৗܥύλʔϯɺҟৗܥύλʔϯͷ྆ํΛࣗಈతʹੜ੒͢ΔΑ͏ʹ͢Δ ༧Ίςετ༻ͷγʔυσʔλΛࣗಈతʹੜ੒͢ΔΑ͏ʹ ༧Ί3%#ʹೖΕ͓ͯ͘΋ͷ ΦϒδΣΫτΛม্͑ͨͰςετ͔Β3%#্ʹ౤ೖͰ͖ΔΑ͏ʹͯ͠ ͓͘΋ͷ 50

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@2020 Torana, Inc. ඞཁͳݕ౼ࣄ߲ υΩϡϝϯτ υΩϡϝϯτॻ͍ͨΒউखʹίʔυ͕ੜ੒͞Εͯ΄͍͠ʂ "1*ͷఆٛॻΛݩʹউखʹ"1*Λੜ੒͢ΔΑ͏ʹ "1*ͷఆٛॻυΩϡϝϯτͱ͍͏ܗʹ͢Δ ͭ·ΓΤϯδχΞ͸"1*ఆٛॻ͑͞ॻ͚͹ɺ΄΅࣮૷໘ͷίʔυΛ   ॻ͔ͳͯ͘ࡁΈɺΑΓݎ࣮ͳΞϓϦέʔγϣϯΛ໨ࢦ͢ํ޲ͷ   ίʔυΛॻ͘͜ͱʹϑΥʔΧεͰ͖Δ 51

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@2020 Torana, Inc. ඞཁͳݕ౼ࣄ߲ ύϑΥʔϚϯε ݕࡧʹ֘౰͢Δͱ͜Ζ͸શจݕࡧΤϯδϯΛ࢖༻ͯ͠ύϑΥʔϚϯεΛ   ޲্͍ͤͨ͞ શจݕࡧΤϯδϯͷϚοϐϯάఆٛΛ"1*ఆٛॻΛݩʹͯࣗ͠ಈੜ੒ ςʔϒϧͷεΩʔϚ͔ΒॏΈ෇͚ΛύλʔϯʹΑͬͯ෼͚ΔΑ͏ʹ ྫ͑͹ސ٬ͷࢯ໊ͷ৔߹͸είΞΛΑΓॏࢹ͢ΔΑ͏ʹ ి࿩൪߸ݕࡧͷ৔߹͸ి࿩൪߸ΛΑΓॏࢹ͢ΔΑ͏ͳ෭࡞༻Λ 52

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ͭ·ΓʜͭͷίϚϯυΛୟ͚ͩ͘Ͱʜ 53

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@2020 Torana, Inc. ͭͷίϚϯυΛୟ͚ͩ͘Ͱʜ "1*ఆٛॻΛݩʹҎԼͷ΋ͷ͕ࣗಈతʹੜ੒͞Ε·͢ $36%ʹରԠͨ͠"1* શจݕࡧΤϯδϯͷϚοϐϯά ਖ਼ৗܥςετɾҟৗܥςετ ςετ༻ͷγʔυσʔλɾϑΟΫενϟ 54

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@2020 Torana, Inc. ͭͷίϚϯυΛୟ͚ͩ͘Ͱʜ ςετͷ਺͕ 1,011, Ξαʔγϣϯͷ਺͕ 4,577 ͱ  ςετ͕ͳ͍؀ڥ͔Β͜͜·Ͱͷ਺ʹ େྔͷϚοϐϯά༻ͷΫϥεͱςετ 55

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"1*ݸͭ͘Δͷʹ෼ʙ෼Ͱ׬ྃ͠ ։ൃ࣌ؒͱίετΛѹ౗తʹ୹ॖ 56

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ͱ͍͏͜ͱͰʜ 57

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@2020 Torana, Inc. PHP Laravel PHPUnit composer MySQL 8 elasticsearch redis AWS docker OpenAPI 58

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@2020 Torana, Inc. swoole + laravel-swoole New Relic PagerDuty Terraform SendGrid Packer Raygun 59

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Ҏ্͕ฐࣾͷٕज़ελοΫͰ͢ 60

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Ͳ͏࡞͍͔ͬͯͬͨ 61

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ 0QFO"1*ͱ.PEFMͷ૒ํؒͰίϯόʔτͰ͖Δ࢓૊ΈΛ༻ҙ ։ൃ෦Ͱ͸/PSNBMJ[FSͱݺΜͰ͍·͢ ͜ΕʹΑΓϞσϧ͕͍࣋ͬͯΔσʔλΛ0QFO"1*ʹίϯόʔτͨ͠ͱ͖ ʹނҙతʹ৘ใΛࣦΘͤΔ͜ͱ͕Ͱ͖Δ Ծ૝ϑΟʔϧυͷ֓೦ΛऔΓೖΕΒΕΔΑ͏ʹ ฐࣾͷγεςϜͷத֩ͱ͍ͬͯ΋աݴͰ͸ͳ͍ 62

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ 0QFO"1*ͱ.PEFMͷ૒ํؒͰίϯόʔτͰ͖Δ࢓૊ΈΛ༻ҙ ݱ৬ʹݶΒͣ࢓༷มߋ͕ଟʑ߱Γֻ͔ͬͨ͜ͱ͕͋Γɺ࢓༷มߋ͕   ൃੜͯ͠΋ॊೈʹ͔ͭૣٸʹରԠ͍ͨ͠ͱ͍͏͜ͱͰ   /PSNBMJ[FSͱ͍͏֓೦͕ੜ·Εͨ 63

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@2020 Torana, Inc. 0QFO"1*ͱ.PEFMͷ૒ํؒͰίϯόʔτͰ͖Δ࢓૊ΈΛ༻ҙ Model A   Attributes Normalizer   Recipe hasMany belongsTo belongsToMany Model B   Attributes Model C   Attributes Model D   Attributes Model A ͷ Attribute   ΛϨγϐʹ͔͚Δ ϦϨʔγϣϯؔ܎ͷϞσϧΛऔಘ͢Δ Model A ͱಉ༷ʹϨγϐʹ͔͚ͯɺಉ༷ͷॲཧΛ܁Γฦ͢ Scalar Value Model ͷ Attributes ΛͲ͏ม׵͢Δ͔Λ  ॻ͍ͨϨγϐ Model Normalizer OpenAPI ϒϥ΢β ΞϓϦέʔγϣϯ 64

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@2020 Torana, Inc. 0QFO"1*ͱ.PEFMͷ૒ํؒͰίϯόʔτͰ͖Δ࢓૊ΈΛ༻ҙ OpenAPI Normalizer Model ΞϓϦέʔγϣϯ OpenAPI Model A   Attributes Normalizer   Recipe hasMany belongsTo belongsToMany OpenAPI Model B   Attributes OpenAPI Model C   Attributes OpenAPI Model D   Attributes OpenAPI Model A ͷ Attribute   ΛϨγϐʹ͔͚Δ ϦϨʔγϣϯؔ܎ͷϞσϧΛऔಘ͢Δ OpenAPI Model A ͱಉ༷ʹϨγϐʹ͔͚ͯɺಉ༷ͷॲཧΛ܁Γฦ͢ Scalar Value OpenAPI Model ͷ Attributes ΛͲ͏ม׵͢Δ͔Λ  ॻ͍ͨϨγϐ ϒϥ΢β 65

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@2020 Torana, Inc. 0QFO"1*ͱ.PEFMͷ૒ํؒͰίϯόʔτͰ͖Δ࢓૊ΈΛ༻ҙ ʢॳظͷߏ૝Ͱ͢ʣ (MADRAS ͸ࣾ಺γεςϜͷ໊લͰ͢) 66

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@2020 Torana, Inc. 0QFO"1*ͱ.PEFMͷ૒ํؒͰίϯόʔτͰ͖Δ࢓૊ΈΛ༻ҙ ୯ҰϞσϧͷऔಘ ෳ਺Ϟσϧͷऔಘ ࣗ෼Ͱఆٛͨ͠ํ๏Ͱ஋Λऔಘ Model -> OpenAPI  ͷϨγϐ 67

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@2020 Torana, Inc. 0QFO"1*ͱ.PEFMͷ૒ํؒͰίϯόʔτͰ͖Δ࢓૊ΈΛ༻ҙ Model -> OpenAPI  ͷϨγϐ Ծ૝ϑΟʔϧυͷઃఆ   ʢDB ͷϞσϧʹͳ͍΋ͷʣ ࣍ճͷൃૹ೔ͳͲΛฦ͢   ࣗલͷϩδοΫΛॻ͚Δ 68

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@2020 Torana, Inc. 0QFO"1*ͱ.PEFMͷ૒ํؒͰίϯόʔτͰ͖Δ࢓૊ΈΛ༻ҙ ෳ਺Ϟσϧͷऔಘ foreign key Λมߋͨ͠   ୯ҰϞσϧͷऔಘ OpenAPI -> Model ͷϨγϐ 69

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@2020 Torana, Inc. 0QFO"1*ͱ.PEFMͷ૒ํؒͰίϯόʔτͰ͖Δ࢓૊ΈΛ༻ҙ ࣗಈͰੜ੒͞Εͨ/PSNBMJ[FS͕େྔʹ͋Δ ͭͷ"1*ʹ͖ͭͭ/PSNBMJ[FS͕   ࣗಈͰੜ੒͞Ε·͢ 0QFO"1* .PEFM .PEFM0QFO"1* ࣗಈͰੜ੒͞Εͨ΋ͷΛख௚͠Λ͢Δ ͚ͩͰඞཁͳϨεϙϯεΛ૊ΈཱͯΔ ͜ͱ͕Ͱ͖ɺผͷ։ൃʹ஫ྗͰ͖ΔΑ ͏ʹ 70

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ .PEFMͷߋ৽࣌ʹ༷ʑͳॲཧΛ͢ΔΑ͏ʹ σʔλ࡞੒࣌ɾߋ৽࣌ɾ࡟আ࣌ʹ͸ɺ%#ͷεΩʔϚΛϕʔεʹͨ͠ &MBTUJDTFBSDIͷΠϯσοΫεʹରͯ͠ߋ৽͕͔͔ΔΑ͏ʹ͠ɺ   શจݕࡧʹରͯ͠Կ΋ߟ͑ͳ͍ͰࡁΉΑ͏ʹ ϦϨʔγϣϯ͍ͯ͠ΔϞσϧ΋ࣗಈͰ࡞੒ɾߋ৽ɾ࡟আͳͲࣗಈతʹॲཧ ͞ΕΔΑ͏ʹͯ͠ɺϦϨʔγϣϯͷϞσϧʹରͯ͠Կ΋ߟ͑ͳ͍ͰࡁΉΑ ͏ʹ Ωϟογϡ΋อଘɾ࡟আ͠ɺύϑΥʔϚϯεΛ༧Ί޲্͓ͤͯ͘͞ 71

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@2020 Torana, Inc. .PEFMͷߋ৽࣌ʹ༷ʑͳॲཧΛ͢ΔΑ͏ʹ Model A Model::saved Create or Update Delete Model B Model::deleted ※ AppModel ͸ Model Λܧঝͨ͠ΫϥεͰ͢ɻ͢΂ͯͷϞσϧ͸ AppModel Λܧঝ͢ΔΑ͏ʹͳ͍ͬͯ·͢ɻ Elasticsearch RDB Elasticsearch ʹ΋อଘɾ࡟আ อଘɾ࡟আ࣌ʹ݁ՌΛ༧ΊΩϟογϡ͓ͯ͘͠ Model A ʹඥ෇͚ΒΕͨ   Model B ΋อଘ Model A ͷΈ࡟আ   (Model B ͸࡟আ͠ͳ͍) Redis 72

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ ݕࡧΫΤϦ͸͢΂ͯ&MBTUJDTFBSDI΁ %#εΩʔϚͱݕࡧΫΤϦΛϚοϐϯάͤ͞ɺΫΤϦจࣈྻ͔Β &MBTUJDTFBSDIͷݕࡧΫΤϦΛߏங͠ɺݕࡧͤ͞ΔΑ͏ʹ ·ͨɺ͸͡Ί͔Β-BSBWFMͷSFTPVSDFͷJOEFY͸͢΂ͯ&MBTUJDTFBSDI Λࢀর͢ΔΑ͏ʹ͠ɺ&MBTUJDTFBSDIͷ͜ͱΛߟ͑ͳ͍Α͏ʹ &MBTUJDTFBSDIͰݕࡧͰ͖Δ಺༰Λऔಘ͢ΔͨΊͷ"1*Λ༧Ίੜ΍͠ɺ   ϑϩϯτΤϯυͰݕࡧ৚݅Λ࠶ఆٛ͢ΔඞཁΛແ͘͠ɺ։ൃͷ࠷దԽ΁ ͳΔ΂͘3%#͸ࢀরͤ͞ͳ͍ 73

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@2020 Torana, Inc. ݕࡧΫΤϦ͸͢΂ͯ&MBTUJDTFBSDI΁ /api/v1/XXX?created_at[value][start]=2020-12-12 ... + { ... query: { must: [ { range: { created_at: { gte: "2020-12-12", } } } ] } ... } Elasticsearch Ϛοϐϯά͔ΒΫΤϦͷ  ଥ౰ੑΛධՁ͠ม׵΁ Elasticsearch Ͱݕࡧ ΫΤϦจࣈྻ͔Β Elasticsearch ͷݕࡧΫΤϦʹม׵ Ϛοϐϯάʹͳ͍΋ͷ͸  ݕࡧͤ͞ͳ͍ ϚοϐϯάͱΫΤϦจࣈྻ  ͰͷܕͷධՁ΋͜͜Ͱߦ͏ 74

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@2020 Torana, Inc. ݕࡧΫΤϦ͸͢΂ͯ&MBTUJDTFBSDI΁ /api/v1/XXX + { ... query: { match_all: {} } ... } Elasticsearch ௨ৗͷ index ΋ Elasticsearch Λհ͢ Elasticsearch Ͱݕࡧ ݕࡧ৚͕݅ಛʹͳ͍৔߹͸ match_all Ͱ 75

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@2020 Torana, Inc. ݕࡧΫΤϦ͸͢΂ͯ&MBTUJDTFBSDI΁ ݕࡧ৚݅Λࣗಈੜ੒ &MBTUJDTFBSDIͰݕࡧͰ͖Δ΋ͷΛ   औಘ͠ɺϑϩϯτଆ͸ͨͩͦΕΛ   දࣔ͢Δ͚ͩ ݕࡧ৚݅ʹ͋ͬͨϑΥʔϜΛશը໘ʹ खͰೖΕΔͷ͸ඇޮ཰ͩ͠ے೑Τϯδ χΞ͕଍Γͳ͍ ͦΕͱ७ਮʹॻ͘ͷ͕ਏ͍ 76

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@2020 Torana, Inc. ݕࡧΫΤϦ͸͢΂ͯ&MBTUJDTFBSDI΁ API ͷ݁Ռ͔ΒϑΥʔϜΛ࡞੒ 77

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@2020 Torana, Inc. ݕࡧΫΤϦ͸͢΂ͯ&MBTUJDTFBSDI΁ API ͷ݁Ռ͔ΒϑΥʔϜΛ࡞੒ input ͷ text ΍ number ΛܾΊ·͢ ϦϨʔγϣϯΛϕʔεʹηϨΫτϘοΫεͷ ஋Λऔಘ͢ΔͨΊͷΤϯυϙΠϯτΛఆٛ͠ ͍ͯ·͢ type ͕ date ͷ৔߹ɺ։࢝೔ͱ   ऴྃ೔ΛࣗಈతʹೖΕΔΑ͏ʹ 78

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@2020 Torana, Inc. ݕࡧΫΤϦ͸͢΂ͯ&MBTUJDTFBSDI΁ API ͷ݁Ռ͕ΤϯυϙΠϯτͩͬͨ৔߹ɺ   ηϨΫτϘοΫεͷ஋Λউखʹ   ೖΕͯ͘ΕΔΑ͏ʹ 79

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ 0QFO"1*Λఆٛͯ͠ɺίϚϯυͰϑΝΠϧΛ࡞੒ AQIQBSJTBONBLFYYYAͰඞཁͳϑΝΠϧΛࣗಈͰ࡞੒Ͱ͖ΔΑ͏ʹ όοΫΤϯυΤϯδχΞ͸όϦσʔγϣϯϧʔϧͷఆٛͱ   /PSNBMJ[FS ϧʔςΟϯάͷఆٛΛ͢Δ͚ͩ ͜ͷؒͷ࡞ۀ࣌ؒ͸໿෼͔Β෼ఔ౓ͰऴΘΔ ΑͬͯόοΫΤϯυΤϯδχΞ͸ύϑΥʔϚϯενϡʔχϯάʹ   ஫ྗ͢Δ͜ͱ͕Ͱ͖Δ 80

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@2020 Torana, Inc. 0QFO"1*Λఆٛͯ͠ɺίϚϯυͰϑΝΠϧΛ࡞੒ ςετͱϑΟΫενϟɺίϯτϩʔϥͳͲ   "1*ʹඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ ࡞੒͞ΕΔϑΝΠϧ͸ܭϑΝΠϧ 4BB4࣌୅͔ΒͷϏδωεϩδοΫΛ੔ཧ͠ɺγϯϓϧͰΑΓந৅Խ͠΍ ͘͢ɺͨͩ"1*͝ͱʹඍົͳࠩҟ͕ੜ·ΕΔՄೳੑ΋͋ΔͨΊɺҰ෦   ந৅Խ͸ͤͣɺόϥϯεΛ࣮࣋ͬͯ૷ ௨ৗͷϧʔςΟϯά͸࡞੒͞Εͨίϯτϩʔϥʔ΁ɺςετ࣌͸ϞοΫͱ ͯ͠࡞੒͞ΕͨίϯτϩʔϥʔΛࢀর͢ΔΑ͏ʹ 81

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@2020 Torana, Inc. 0QFO"1*Λఆٛͯ͠ɺίϚϯυͰϑΝΠϧΛ࡞੒ ςετͱϑΟΫενϟɺίϯτϩʔϥͳͲ   "1*ʹඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ ςετ͸໿ ݅͋ΓɺΞαʔγϣϯ͸ ݅͋Δ 4BB4͔͠ͳ͍ঢ়ଶ͔Β਺ϲ݄Ͱςετ͕͜͜·Ͱ͋Δͷ͸͍ͩͿ௝͍͠ 82

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@2020 Torana, Inc. 0QFO"1*Λఆٛͯ͠ɺίϚϯυͰϑΝΠϧΛ࡞੒ ςετͱϑΟΫενϟɺίϯτϩʔϥͳͲ   "1*ʹඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ θϩϕʔε͔ͩΒͦ͜ςετ͸ઈରʹඞཁ 2"ΤϯδχΞ͕͍ͳ͍ɺগਓ਺ɺ࢓༷͕සൟʹมΘΔ͔Βͦ͜ςετ͸ ઈରʹඞཁ ελʔτΞοϓ͔ͩΒͦ͜ɺ৽͍͠ΤϯδχΞΛසൟʹܴ͑ೖΕΔ͜ͱʹ ͳΔ͕ɺܴ͍ೖΕͨͱ͖ʹɺӨڹൣғ͕Θ͔Βͣ࢓༷มߋʹ௥ඌͯ͠   όάΛग़ͯ͠ਏ͍ࢥ͍Λ͢Δɻͦͷ఺ɺςετ͕͋Ε͹҆ṉײ͸େ͖͍ɻ 83

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@2020 Torana, Inc. 0QFO"1*Λఆٛͯ͠ɺίϚϯυͰϑΝΠϧΛ࡞੒ ςετͱϑΟΫενϟɺίϯτϩʔϥͳͲ   "1*ʹඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ ςετ͕͋Δ͜ͱʹΑΓ૬ରతʹ։ൃ଎౓͕޲্͢Δɻ ςετ͕ӡ༻͞Ε͍ͯͳ͍ͱɺҎޙͷσϓϩΠ΍༷ʑͳػೳ։ൃʹ   ଟେͳӨڹΛٴ΅͢͸໨ʹݟ͍͑ͯΔ ೲظ͕୹͍͔Βແཧͱ͍͏ཧ༝͕͋ΔͳΒೲظΛ৳͹͢͜ͱʹ   ਚྗ͢΂͖ʢͦ͏͍͏ίϛϡχέʔγϣϯΛऔΔʣ   84

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@2020 Torana, Inc. 0QFO"1*Λఆٛͯ͠ɺίϚϯυͰϑΝΠϧΛ࡞੒ ίϚϯυΛ࣮ߦ 85

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@2020 Torana, Inc. ඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ OpenAPI ͷఆٛॻ ίϚϯυͷ࣮ߦ ίϯτϩʔϥʔͷ࡞੒ ςετͷ࡞੒ ϑΟΫενϟͷ   ࡞੒ OpenAPI ͔ΒϞσϧ΁ͷ Normalizer ࡞੒ Ϟσϧ͔Β OpenAPI ΁ͷ Normalizer ࡞੒ ϞοΫ༻ͷ   ίϯτϩʔϥʔͷ࡞੒ ϞοΫ༻ͷ   Ϟσϧͷ࡞੒ ίϚϯυͰࣗಈతʹ࡞੒͞ΕΔ΋ͷ όοΫΤϯυΤϯδχΞ͕  ॻ͘ඞཁͷ͋Δ΋ͷ 86

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@2020 Torana, Inc. ඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ ௨ৗͷΞΫηε࣌ ςετ࣮ߦ࣌ ϞοΫ༻   ίϯτϩʔϥʔ ίϯτϩʔϥʔ ίϯτϩʔϥʔΛܧঝ ֎෦෺ྲྀ API ܾࡁγεςϜ Google Developer API ϧʔςΟϯάͷ੾Γସ͑ 87

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@2020 Torana, Inc. ඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ ௨ৗͷΞΫηε࣌ ςετ࣮ߦ࣌ ϞοΫ༻   ίϯτϩʔϥʔ ίϯτϩʔϥʔ ίϯτϩʔϥʔΛܧঝ ֎෦෺ྲྀ API ܾࡁγεςϜ Google Developer API ֎෦ͷγεςϜͱ࿈ܞ͢ΔΑ͏ʹ ϧʔςΟϯάͷ੾Γସ͑ 88

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@2020 Torana, Inc. ඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ ௨ৗͷΞΫηε࣌ ςετ࣮ߦ࣌ ϞοΫ༻   ίϯτϩʔϥʔ ίϯτϩʔϥʔ ίϯτϩʔϥʔΛܧঝ ֎෦෺ྲྀ API ܾࡁγεςϜ Google Developer API ֎෦ͱͷ௨৴ΛϞοΫ͢Δ ϧʔςΟϯάͷ੾Γସ͑ 89

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@2020 Torana, Inc. ඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ ௨ৗͷΞΫηε࣌ App\Http\Controller ڞ௨ͷαʔϏεϓϩόΠμʔ ςετͷΞΫηε࣌ Tests\Units\Controller 90

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@2020 Torana, Inc. ඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ ϞοΫΛհ͢͜ͱͰॊೈʹίϯτϩʔϥʔ͔ΒͷϨεϙϯεʹରԠ ྫ͑͹Ұ෦ͷϞσϧͷΈΛϞοΫʹࠩ͠ସ͍͑ͨΈ͍ͨͳधཁʹ΋ରԠ -BSBWFMͷ5FTU$BTFʹ͋Δ७ਮͳAUIJTKTPOA΍AUIJTQPTUAΛ ݺͼग़ָͯ͠ʹςετ͔ͨͬͨ͠ ͦΕʹΘ͟Θ͟࢖༻ճ਺Λࢦఆͨ͠ΓɺฦΓ஋Λςετ͝ͱʹࢦఆ͢Δඞ ཁ͕ͳ͘ͳΔ ͭ·Γগਓ਺Ͱͷ։ൃָ͕ʹͳΔ 91

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@2020 Torana, Inc. 0QFO"1*Λఆٛͯ͠ɺίϚϯυͰϑΝΠϧΛ࡞੒ ςετͱϑΟΫενϟɺίϯτϩʔϥͳͲ   "1*ʹඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ ը૾Ξοϓϩʔυ͸AJT6QMPBEBCMFAͷΑ͏ͳৗ࣌GBMTFΛ   ฦ͢Α͏ʹ͍ͯ͠ΔϝιουΛΦʔόʔϥΠυͯ͠USVFΛฦ͢Α͏ʹ͠ɺ ϞσϧͰΞοϓϩʔυ͕ඞཁͳϞσϧͱϚοϐϯά͢ΔΑ͏ʹ͢Δ ͜ΕʹΑΓը૾ͷΞοϓϩʔυʹ͍ͭͯ΄΅ߟ͑ͳ͍ͰࡁΉΑ͏ʹ 92

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@2020 Torana, Inc. ඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ APIController (API ͷجఈΫϥε) Uploadable τϨΠτΛಡΈࠐΉ τϨΠτΛಡΈࠐΉ͚ͩͰ isUploadable Λ  ΦʔόʔϥΠυ͢ΔΑ͏ʹ͢Δ 93

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@2020 Torana, Inc. ඞཁͳ΋ͷΛશͯࣗಈͰੜ੒ ΞοϓϩʔυͷॲཧΛڞ௨Խ ఆٛͨ͠ϚοϐϯάͰΞοϓϩʔυ͕Մೳʹ Ξοϓϩʔυର৅ͷϞσϧ ඥ෇͚ΔϦΫΤετύϥϝʔλʔ໊ 94

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ ίϯτϩʔϥʔʹ͸ϩδοΫΛॻ͔ͳ͍ ҰൠతʹݴΘΕ͍ͯΔ͜ͱ͕ͩʢجఈΫϥε΋ؚΊͯʣίϯτϩʔϥʔʹ͸ ϏδωεϩδοΫΛॻ͔ͳ͍ɻ τϥʔφ͸ඞཁͳ৘ใΛϞσϧʹॻ͖ɺίϯτϩʔϥʔ͸ͦͷ৘ใ͕͋ Δͱ͍͏લఏͰந৅Խͯ͠ॲཧΛ͍ͯ͠Δɻ ͦΕͰ΋ओʹ૸Δͷ͸ϦΫΤετͷόϦσʔγϣϯͱอଘॲཧʢΞοϓ ϩʔυ΋ؚΊͯʣͷΈɻ ίϯτϩʔϥʔϞσϧͷΑ͏ͳελΠϧͰॻ͍͍ͯΔ 95

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ όοΫΤϯυΤϯδχΞ͸   ίϯτϩʔϥʔΛ৮Βͳ͍Α͏ʹ จࣈ͸ͪͬͪΌ͍͕͜ͷεΫϦʔϯγϣοτ Ͱऩ·Δ͘Β͍ʹίϯτϩʔϥʔͷॲཧ͸গ ͳ͍ɻ ͜Μͳײ͡ͷίϯτϩʔϥʔ͕େྔʹ͋Δ جఈΫϥεͰ΋ߦ͘Β͍͔͠ͳ͍ 96

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ ඞཁͳ৘ใ͸Ϟσϧʹू໿͠ɺ  ίϯτϩʔϥʔ͸ͦΕΛ࢖͏͚ͩ 97

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ -BSBWFMʹґଘͭͭ͠ґଘ͠ͳ͍ -BSBWFMʹґଘ͗͢͠ΔͱָͰ͸͋Δ͕ɺϩοΫΠϯ͞Ε͗͢ΔͱϑϨʔϜ ϫʔΫ΁৐Γ׵͕͑Ͱ͖ͳ͍ ͱ͸͍͑ɺ౰࣌͸։ൃ෦ͷϝϯόʔ͸ۃগͩͬͨͨΊɺґଘ͢Δͱ͜Ζ͸ґ ଘ͢ΔΑ͏ʹ͠ͳ͍ͱ։ൃ͕࣌ؒ଍Γͳ͍ ґଘ͢Δͱ͜Ζ͸ґଘ͢Δɻґଘ͠ͳ͍ͱ͜Ζ͸ґଘ͠ͳ͍όϥϯε -BSBWFMΛࣺͯΔ࿩ʹͳͬͯ΋ࣅͨΑ͏ͳΠϯλʔϑΣʔεͰ   ࡞ΕΔ͔ͳͲɺڥքઢΛܾΊΔ 98

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ -BSBWFMʹґଘͭͭ͠ґଘ͠ͳ͍ ͦͷͨΊ-BSBWFMͱґଘ͢Δॲཧ͸جຊϞσϧΛհͯ͠ͷΈߦΘΕΔ γεςϜͷण໋͸͍ͣΕ͘ΔɻͦͷͨΊɺθϩϕʔε͔ͩΒͦ͜ґଘؔ܎ ΛͳΔ΂͘औΓআ͖ɺ࣍ੈ୅ͷΞϓϦέʔγϣϯͷ։ൃʹ΋͕ۤͳ͍Α͏ ʹ͢Δ 99

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@2020 Torana, Inc. -BSBWFMʹґଘͭͭ͠ґଘ͠ͳ͍ Controller AppModel Domain Elasticsearch ෺ྲྀγεςϜ ܾࡁγεςϜ Cache DB Mail Laravel ʹґଘ͍ͯ͠ΔՕॴ Laravel ʹґଘ͍ͯ͠ͳ͍Օॴ (ϏδωεϩδοΫ) Normalizer جຊతʹϞσϧΛ௨͢Α͏ʹ͠ɺ ґଘؔ܎Λۃྗ΁Β͢ Model Laravel ΁ͷґଘ͸ย଍ಥͬࠐΜͰ͍Δ 100

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@2020 Torana, Inc. -BSBWFMʹґଘͭͭ͠ґଘ͠ͳ͍ Controller AppModel Domain Elasticsearch ෺ྲྀγεςϜ ܾࡁγεςϜ Cache DB Mail γεςϜͷण໋͕དྷͨͱ͖ͷϦϓϨΠε͸੺࿮Λࠩ͠ସ͑Δ͚ͩ Laravel ʹґଘ͍ͯ͠ͳ͍Օॴ (ϏδωεϩδοΫ) Normalizer جຊతʹϞσϧΛ௨͢Α͏ʹ͠ɺ ґଘؔ܎Λۃྗ΁Β͢ Model Laravel ΁ͷґଘ͸ย଍ಥͬࠐΜͰ͍Δ 101

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@2020 Torana, Inc. Ͳ͏࡞͍͔ͬͯͬͨ 4BB4͔ΒσʔλΛҠߦ͠΍͍͢Α͏ʹ ฐ͕ࣾ࢖͍ͬͯΔ4BB4ʹϦϨʔγϣϯͳΜ͍ͯ͏֓೦͸ͳ͍ ͱ͸͍͑3%#ʹҠߦ͢ΔΘ͚ͳͷͰɺকདྷతͳεέʔϧΛݟӽͯ͠Ϧ ϨʔγϣϯͰ͖ΔΑ͏ʹ͍࣋ͬͯ͘ɻ ͦͷͨΊؒʹࣾ಺Ͱίϯόʔλʔͱݺ͹Ε͍ͯΔ΋ͷΛ࢖༻ͯ͠3%#΁ Ҡ২ 102

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@2020 Torana, Inc. 4BB4͔ΒσʔλΛҠߦ͠΍͍͢Α͏ʹ SaaS CSV ΤΫεϙʔτ چγεςϜ ৽γεςϜ ίϯόʔλʔ RDB Amazon VPC (ຊ൪) RDB Amazon VPC (εςʔδϯά) ɾސ٬ΞϓϦ ɾ͓΋ͪΌΞϓϦ ɾ഑ૹΞϓϦ ɾetc... ɾސ٬ςʔϒϧ ɾetc... ɾސ٬ॅॴ ɾސ٬੥ٻઌॅॴ ɾސ٬ͷܖ໿৘ใ ɾސ٬ͷ͓ࢠ༷৘ใ ɾ഑ૹཤྺ ɾ഑ૹ͓΋ͪΌ ɾ… ɾސ٬ςʔϒϧ ɾetc... ɾސ٬ॅॴ ɾސ٬੥ٻઌॅॴ ɾސ٬ͷܖ໿৘ใ ɾސ٬ͷ͓ࢠ༷৘ใ ɾ഑ૹཤྺ ɾ഑ૹ͓΋ͪΌ ɾ… 103

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@2020 Torana, Inc. 4BB4͔ΒσʔλΛҠߦ͠΍͍͢Α͏ʹ SaaS CSV ΤΫεϙʔτ چγεςϜ ৽γεςϜ ίϯόʔλʔ RDB Amazon VPC (ຊ൪) RDB Amazon VPC (εςʔδϯά) ɾސ٬ΞϓϦ ɾ͓΋ͪΌΞϓϦ ɾ഑ૹΞϓϦ ɾetc... SaaS ্Ͱ͸ςʔϒϧͷ୅ΘΓʹ ΞϓϦͱݺΜͰ͍·͢ ɾސ٬ςʔϒϧ ɾetc... ɾސ٬ॅॴ ɾސ٬੥ٻઌॅॴ ɾސ٬ͷܖ໿৘ใ ɾސ٬ͷ͓ࢠ༷৘ใ ɾ഑ૹཤྺ ɾ഑ૹ͓΋ͪΌ ɾ… ɾސ٬ςʔϒϧ ɾetc... ɾސ٬ॅॴ ɾސ٬੥ٻઌॅॴ ɾސ٬ͷܖ໿৘ใ ɾސ٬ͷ͓ࢠ༷৘ใ ɾ഑ૹཤྺ ɾ഑ૹ͓΋ͪΌ ɾ… ςʔϒϧͰݴ͏ͱ 1 ͭͷϨίʔυͰ ෳ਺ͷ৘ใΛ؅ཧ͍ͯͨ͠΋ͷΛ   ਖ਼نԽ͠ɺϦϨʔγϣϯؔ܎Λ੔ཧ 104

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࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊ 105

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νʔϜ໘ 106

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊νʔϜ໘ ੒Ռ͕ଞͷϝϯόʔ͔Βݟ͑ͮΒ͍ όοΫΤϯυͱ͍͏ੑ࣭͔Β͔੒Ռ͕ΤϯδχΞҎ֎ͷ   ϝϯόʔ͔ΒݟΔͱ੒Ռ͕ݟ͑ͮΒ͍ ཧղΛͯ͠΋Β͏Α͏ʹίϛϡχέʔγϣϯΛऔΔͷ͕େ੾ ͳͥɺ͜ΕΛ΍͍ͬͯΔͷ͔ɺͳͥඞཁͳͷ͔ΛͪΌΜͱ   ڞ༗͠આ໌͢Δ 107

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊νʔϜ໘ ࣗ෼ࣗ਎੒ՌΛ͋͛ΒΕ͍ͯΔ͔ෆ҆ʹͳΔ ελʔτΞοϓ͔ͩΒͦ͜ɺεϐʔυײΛ࣋ͬͯ΍Βͳ͖Ό͍͚ͳ͍͜ͱ Λ࠷ॳ͸ਅٯͷํ޲Λ૸Δඞཁ͕͋Δ ঃʑʹࣗ෼͕੒ՌΛ͋͛ΒΕ͍ͯΔͷ͔ͱෆ҆ʹ͔ΒΕΔ͜ͱ͕ଟʑ͋Δ ͜ΕΛ΍Δ͜ͱʹΑΔࣗ෼ࣗ਎΁ͷೲಘ͕େ੾ 108

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊νʔϜ໘ ϏδωεαΠυͱ࣮ࡍʹඞཁͳػೳͷམͱ͠ॴ͕೉͍͠ ͔ͤͬ͘ͷϑϧϦϓϨΠεͳͷͰɺ͍ΖΜͳػೳΛ੝ΓࠐΈ͍ͨ ϓϩμΫτ։ൃ෦ͱͯ͠΋੝ΓࠐΈ͍͕ͨɺ੝ΓࠐΈ͗͢ΔͱϦιʔε ͕଍Γͳ͍ɻ ͱ͸͍͑ɺϏδωεαΠυͷཁ๬΋׎͍͖͍͑ͯͨ ͜ͷઢҾ͕೉͔ͬͨ͠ɻ 109

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊νʔϜ໘ ਓ͕଍Γͳ͗͢͞Δ ελʔτΞοϓ͋Δ͋Δ͕ͩਓ͕଍Γͳ͗͢Δ ࢲ͕όοΫΤϯυͱΠϯϑϥͱϑϩϯτΤϯυͱ࠾༻ͱ৘γεͳͲΛ݉ ೚͍ͯͨ͠ ౰࣌͸໊ମ੍ͰҰਓ͸4BB4ͷରԠʹ௥ΘΕ͍ͯͨ ࣮࣭ࢲҰਓͰ࣮૷͍ͯͨ͠ ୅දͱͷPO͸ຖճʮਓ͕଍Γͳ͍Ͳ͏͠Α͏ʯͱ͍͏࿩ͰऴΘΔ 110

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊νʔϜ໘ ਓ͕଍Γͳ͗͢͞Δ ࠷ॳ୅ද͸ϋʔυ΢ΣΞ։ൃؚΊͯਓ͘Β͍ͷ૊৫ʹͳΕ͹͍͍ͱࢥ͍ͬͯͨ ΋ͪΖΜݎ࣮Ͱ͔ͭεέʔϥϒϧͳΞϓϦέʔγϣϯΛ໨ࢦ͢ʹ͸   શવ଍Γͳ͍ ࢲ͕ٳΜͩΒӡ༻͸ճΔ͚Ͳ։ൃ͕ʢຊ౰ʹʣࢭ·Δ ΋͸΍ɺ΍͍ͬͯΔ͜ͱ͕ϚωʔδϟʔͰ͸ͳ͘$50Ͱ͸ ϓϩμΫτ։ൃ෦ͷϝϯόʔʹ$50ͱ͢ΒࢥΘΕ͍ͯͨ 111

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ٕज़໘ 112

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊ٕज़໘ -BSBWFMͷԸܙΛͲ͜·Ͱड͚Δ͔൑அʹ໎ͬͨ ϩοΫΠϯ͗͢͠ΔͱϦϓϨΠεͷͱ͖ͷେ͖ͳฐ֐ʹͳΔͷ͸Θ͔Γ ͖͍ͬͯΔ ͜Ε͸ࠓ·Ͱࢲ͕ܦݧͨ͠اۀྫ֎ͳ͘શͯͰฐ֐ʹͳ͍ͬͯͨ   ܦݧ͕͋Δ͔Βͦ͜ ͱ͸͍͑গਓ਺Ͱ-BSBWFMͷԸܙΛ΄΅ड͚ͳ͍ঢ়ଶ͔ͭந৅ԽΛ͢Δͨ Ίͷ࣌ؒ͸͋Δͷ͔ɺͱ͍ͬͨόϥϯεΛऔΔ൑அ͕೉͔ͬͨ͠ 113

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊ٕज़໘ ۀ຿ϑϩʔ͕७ਮʹ೉ղ ෺ྲྀͱ͍͏ಛੑ΋͋ͬͯɺ͋·Γ࢖Θͳ͍Α͏ͳ୯ޠ͕େྔʹग़ͯ͘Δ ೖݿɺग़ݿɺ࢓ೖΕɺ୨ɺ૔ݿɺݮՁঈ٫ εςʔλεͱ͍͏֓೦͕େྔʹग़͖ͯͯɺࣅͯඇͳΔ΋ͷ͕͋Δ ൃૹࡁΈɺൃૹதɺഇغɺෆඋɺച٫ɺӡ༻தʜͳͲͳͲ ଞʹ΋৽͍֓͠೦͕ొ৔͢ΔՄೳੑ͕͋Δ ݸମ؅ཧɺൃૹͷ௥੻ɺ഑ૹ୅ߦձࣾ 114

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊ٕज़໘ ۀ຿ϑϩʔ͕७ਮʹ೉ղ ϓϥϯφʔͷϓϥϯχϯά࠷దԽʹ͍ͭͯ ೥୅ʹ߹Θ͓ͤͨ΋ͪΌΛ͋Δఔ౓ग़ͨ͠ޙʹɺϓϥϯφʔʹΑΔ͓΋ ͪΌͷػցతʹग़ͨ͠΋ͷ͔Β࠶બఆΛߦ͏ ͲͷλΠϛϯάͰԿ͕ൃՐ͢Δ͔෼͔ΓͮΒ͍ ͦͯ͠؊৺ͷίʔυ͸όϯυϧ͞Ε͍ͯͯಡΉ͕࣌ؒͳ͍ ʢ※※※ಡΊͳ͍Θ͚Ͱ͸ͳ͍※※※ʣ 115

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊ٕज़໘ ۀ຿ϑϩʔ͕७ਮʹ೉ղ ߋʹ͍͏ͱ࢖͍ͬͯΔεςʔλεͱ࢖͍ͬͯͳ͍εςʔλε͕   ࠞࡏ͍ͯͨ͠ ΦϖϨʔγϣϯ্ඞཁͷͳ͍4BB4্ͷϑΟʔϧυ΋͋ͬͨ 116

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊ٕज़໘ εέʔϧΛݟӽͨ͠ݕ౼ࣄ߲ΛͲ͜·Ͱࢥྀ͢Δ͔ த௕ظతʹݟͯϓϩμΫτ͕εέʔϧ͞ΕΔ͜ͱ͕Θ͔Γ͖͍ͬͯΔ΋ͷ ͕͋Δ͕ɺ͜ΕΛͲ͜·Ͱ࠷ॳʹσʔλϕʔεͷεΩʔϚʹऔΓೖΕΔ͔ Λࢥྀ͢Δඞཁ͕͋Δ େྔʹ΍ΔͱɺϦιʔεෆ଍ͱͳΔ͜ͱ΋໨ʹݟ͍͑ͯΔ ͱ͸͍͑ઌʹ΍͓͔ͬͯͳ͍ͱ%#ͷϚΠάϨʔγϣϯ͕ൃੜ͢ΔͷͰ ീํ࠹͕Γ 117

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊ٕज़໘ ΠϯγσϯτରԠΛͲ͜·ͰରԠ͢Δ͔ ελʔτΞοϓͰΑ͘๨ΕΒΕ͕ͪͳͷ͕ΠϯγσϯτରԠ େ͖͍ΤϯδχΞͷ૊৫ͩͱΠϯγσϯτରԠ͕طʹࢥྀ͞Ε͍ͯΔ   ͜ͱ͕ଟ͍ͬΆ͍ ΤϥʔϩάͷऩूɺՄࢹԽɺૣٸͳରԠͳͲΛ͍͖͍ͯͨ͠ 118

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@2020 Torana, Inc. ࡞͍ͬͯΔͱ͖ʹى͖ͨ՝୊ٕज़໘ σʔλͷଟ͍"1*ͷύϑΥʔϚϯε͕஗͍ τΠαϒͷγεςϜͰ͸ൃૹ৘ใ͕ཁͱ͍ͬͯ΋աݴͰ͸ͳ͍ ൃૹ৘ใʹ͸ސ٬ͷ৘ใɺൃૹઌॅॴɺ੥ٻઌॅॴɺܖ໿৘ใɺൃૹ͠ ͓ͨ΋ͪΌʢ਺఺ʣɺ਌ൃૹ৘ใͳͲେྔͷσʔλ͕Ϩεϙϯε͕ฦΔ ࠷ॳҰཡΛग़͢ͷʹඵ͔͔͍ͬͯͨ 119

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՝୊ΛͲ͏ղܾ͔ͨ͠ 120

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νʔϜ໘ 121

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ͨ͠νʔϜ໘ ੒Ռ͕ଞͷϝϯόʔ͔Βݟ͑ͮΒ͍ ຖேߦ͍ͬͯΔ%BJMZ4UBOEVQͰɺͳͥʢ໨ʹݟ͑ͳ͍෦෼ʣΛॏ఺త ʹ΍Δͷ͔Λྗઆ͢Δ౒ྗΛ͢ΔΑ͏ʹ ΤϯδχΞ͡Όͳ͍ਓͰ΋Θ͔Γ΍͍͢Α͏ʹઆ໌Λ͢ΔΑ͏ʹ৺͕͚ Δ ͳΔ΂͘ϑϩϯτΤϯυଆͱབྷΊͯ࿩͢Α͏ʹ 122

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ͨ͠νʔϜ໘ ࣗ෼ࣗ਎੒ՌΛ͋͛ΒΕ͍ͯΔ͔ෆ҆ʹͳΔ 4MBDLʹͻͨ͢Β(JU)VCͷίϛοτϩάΛྲྀ͠ଓ͚ΔνϟϯωϧΛ࡞੒ ͠ɺ৺ͷฏԺΛอͭ ϦϙδτϦ΁ͷϓογϡͱίϛοτ਺Ͱ৺ͷฏԺΛอͭ 123

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ͨ͠νʔϜ໘ ࣗ෼ࣗ਎੒ՌΛ͋͛ΒΕ͍ͯΔ͔ෆ҆ʹͳΔ ίϛοτϝοηʔδΛؾʹͤͣͱΓ͋͑ͣ   ͻͨ͢Βϓογϡ͍ͯ͘͠ ίϛοτ਺Λݟͯʮࢲ͸࢓ࣄΛ   ͍ͯ͠ΔΜͩʯͱ҉ࣔΛ͔͚Δ 124

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ͨ͠νʔϜ໘ ϏδωεαΠυͱ࣮ࡍʹඞཁͳػೳͷམͱ͠ॴ͕೉͍͠ 4BB4ଆΛ୲౰͍ͯͨ͠ΤϯδχΞ͕1E.1K.ͷܦݧ͕͋Γɺඞཁͳػ ೳͷચ͍ग़͠Λ͓ئ͍͢Δܗ΁ εϓϨουγʔτʹԿ͕ඞཁͰԿ͕ඞཁ͡Όͳ͍ͷ͔Λॻ͖ग़͍ͯ͘͠ 1E.1K.ͷΤϯδχΞ͕ϏδωεαΠυͱͷؒʹڬ·Γɺམͱ͠ॴΛ࿩ ͠ɺΤϯδχΞ͸։ൃʹूத͢Δମ੍΁ 125

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ͨ͠νʔϜ໘ ϏδωεαΠυͱ࣮ࡍʹඞཁͳػೳͷམͱ͠ॴ͕೉͍͠ 126

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ͨ͠νʔϜ໘ ਓ͕଍Γͳ͗͢͞Δ ࠾༻νϟωϧ͕ݩʑ8BOUFEMZͱϦϑΝϥϧ͔͠ͳ͔͕ͬͨɺ   ΤʔδΣϯτΛؚΊ࠾༻νϟωϧΛ૿΍͢ಈ͖Λ͢ΔΑ͏ʹ ͳͥਓ͕଍Γͳ͍ͷ͔ʁͲΕ͘Β͍ͷਓ͕ඞཁͳͷ͔ΛϓϩδΣΫτʹ Αͬͯ෼ੳ͠ɺݕ౼ΛॏͶΔ ΤϯδχΞͷࢢ৔ͷ૬৔ͱٻΊΔਓ෺૾ΛυΩϡϝϯτʹચ͍ग़͠ɺ   ͦͷΤϯδχΞ͕ͲΕ΄ͲඞཁͰ͋Δ͔ɺͱ͍͏ͷΛߟ͑Δ 127

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ͨ͠νʔϜ໘ ਓ͕଍Γͳ͗͢͞Δ ϓϩδΣΫτͱ༧ࢉ ࠾༻ʹ͍ͭͯ ٻΊΔ΂͖৬ೳͱ૝ఆ೥ऩ 128

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ͨ͠νʔϜ໘ ਓ͕଍Γͳ͗͢͞Δ 0 1.75 3.5 5.25 7 2020/04 2020/06 2020/08 2020/12 ΤϯδχΞͷ਺͕૿͖͑ͯ·ͨ͠ 7 5 4 2 129

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ٕज़໘ 130

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ -BSBWFMͷԸܙΛͲ͜·Ͱड͚Δ͔൑அʹ໎ͬͨ Ϟσϧ಺Ͱ͸࢖͏Α͏ʹ͢Δ͕ɺͦΕҎ֎Ͱ͸࢖Θͳ͍Α͏ʹ͢Δͱ͍͏ ൑அΛ͠·ͨ͠ɻ γεςϜ͸࿝ٺԽ͢ΔͷͰଞͷϑϨʔϜϫʔΫʹ৐Γ׵͑Δ͜ͱΛେલఏ ʹϑϩϯτΤϯυΛؚΊίʔυΛॻ͘ܗʹ 131

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ ۀ຿ϑϩʔ͕७ਮʹ೉ղ ϏδωεαΠυͱ࿩͠߹͍Ͳ͏͍͏ۀ຿ϑϩʔͰਐΊ͍ͯΔͷ͔ΛυΩϡϝ ϯτʹ·ͱΊͯ΋Β͏Α͏ʹίϛϡχέʔγϣϯΛऔΔ ࣮ࡍʹΦϯϥΠϯͰ4BB4ͷ࢖͍ํΛ໨ࢹɺΦϯϘʔσΟϯάͯ͠΋Β͏ɻ ૬खʹ͍ͭ͜͠ͱࢥΘΕͯ΋͍͍ؾ࣋ͪͰίϛϡχέʔγϣϯΛ   औΓଓ͚Δ ఆظతʹϏδωεαΠυͱ.5(Λߦ͍ɺ࿙Ε͕ͳ͍͔֬ೝΛ͍ͯ͘͠ 132

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ ۀ຿ϑϩʔ͕७ਮʹ೉ղ ۀ຿ϑϩʔΛ෼ղͯ͠ɺγϯϓϧʹଊ͑ΒΕΔΑ͏ʹ͍ͯ͘͠ γϯϓϧʹଊ͑ͨ΋ͷΛ4BB4ͷը໘Λ૝૾͠ͳ͕Β   "1*ʹམͱ͍ͯ͘͠ 133

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ ۀ຿ϑϩʔ͕७ਮʹ೉ղ 134

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ εέʔϧΛݟӽͨ͠ݕ౼ࣄ߲ΛͲ͜·Ͱࢥྀ͢Δ͔ ೥εύϯͰඞཁͦ͏ͳ΋ͷ͸༧Ί੝ΓࠐΜͰ͓͘ ྫ͑͹ɺ෺ྲྀγεςϜͰ͋Ε͹ɺݱࡏฐࣾͰ͸ओʹࣾͷΈͰ͋Δ͕ɺ ͜Ε͕֦େ͢Δ͜ͱ͸༰қʹ૝૾Ͱ͖ΔͷͰɺ༧Ίෳ਺ͷ෺ྲྀγεςϜ ΛೖΕΒΕΔΑ͏ʹ૊ΈࠐΜͰ͓͘ ଞʹ΋ɺސ٬৘ใ͸Ұਓ͋ͨΓҰܖ໿લఏͱ͍͏࡞ΓͰ͋Δ͕ɺ͜ΕΛ   ৽γεςϜͰ͸ސ٬Ұਓ͋ͨΓͷܖ໿Λෳ਺ܖ໿࣋ͯΔܗʹ   Ҡߦ͢ΔͳͲ 135

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ εέʔϧΛݟӽͨ͠ݕ౼ࣄ߲ΛͲ͜·Ͱࢥྀ͢Δ͔ ͨͩ͠ྫ͑͹lকདྷ͜͏͍͏৽ػೳ͕΄͍͠ΜͩΑͶz͸ରԠ͠ͳ͍ ৽ػೳʹରԠ͍ͯͨ͠ΒΩϦ͕ͳ͍ͨΊ ༧ΊϏδωεαΠυ΍ଞͷϝϯόʔ͔Βཉ͍͠ػೳΛٵ͍ग़ͯ͠   %#εΩʔϜ͕ͲͷΑ͏ʹมΘ͍ͬͯ͘ͷ͔Λ૝ఆ͓ͯ͘͜͠ͱ͸ඞཁ ͦͷͨΊʹϑϩϯτΤϯυͰϓϩτλΠϓΛઌʹ࡞࣮ͬͯࡍʹ   ৮ͬͯ΋Βͬͨ 136

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ εέʔϧΛݟӽͨ͠ݕ౼ࣄ߲ΛͲ͜·Ͱࢥྀ͢Δ͔ 137

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ ΠϯγσϯτରԠΛͲ͜·ͰରԠ͢Δ͔ ΠϯγσϯτରԠ͸༧Ί૊ΈࠐΜͰ͓͘͜ͱͱͨ͠ɻ ελʔτΞοϓͩͱʮ࢓ࣄ͕๩ͦ͠͏ʯͱ͍͏͜ͱͰԕྀͯ͠͠·ͬ ͯɺڞ༗Λड͚ΒΕͣॏཁͳ໰୊ΛऔΓಀ͕ͯ͠͠·͍ɺձࣾͱͯ͠ͷ ੜ໋͕ऴΘͬͯ͠·͏͜ͱ΋͋Γ͏Δɻ ͦͷͨΊΠϯγσϯτରԠ͸༧Ίෳ਺ͷखஈͰରԠ͢Δ͜ͱΛॳΊ͔Β औΓ૊Ή͜ͱʹͨ͠ 138

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ ΠϯγσϯτରԠΛͲ͜·ͰରԠ͢Δ͔ ΠϯγσϯτରԠΛॳΊ͔Β૊ΈࠐΜͰ͓͘͜ͱʹΑΓ طଘͷΞϓϦέʔγϣϯͷ໰୊఺Λຒ΋Εͤ͞ͳ͍Α͏ʹ͢Δ ྫ͑͹4MPX2VFSZͩͱ͔ Τϥʔ͕ग़ͯΔ͚Ͳɺճආࡦ͕͔͋ͬͨΒɺͯ͞͠ॏཁ͡Όͳ͍ ͱ൑அ͞Εͯڞ༗͞Εͳ͍ͳͲ 139

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@2020 Torana, Inc. swoole + laravel-swoole New Relic PagerDuty Terraform SendGrid Packer Raygun 140

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@2020 Torana, Inc. swoole + laravel-swoole New Relic PagerDuty Terraform SendGrid Packer Raygun NewRelic ͔Βͷ௨஌Λ Slack ΍ి࿩ʹ ΤϥʔϩάऩूͷͨΊ ΞϓϦέʔγϣϯͷ   ύϑΥʔϚϯε؂ࢹ 141

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ σʔλͷଟ͍"1*ͷύϑΥʔϚϯε͕஗͍ 4XPPMFͱMBSBWFMTXPPMFΛ࢖༻ͯ͠಺෦ͷ1%0Λߴ଎Խ 4XPPMFʹΑͬͯ1%0͕ஔ͖׵͑ΒΕωοτϫʔΫ*0ͷ࠷దԽ͕ߦ ΘΕΔ ೖΕΔσϝϦοτ͸ϗοτϦϩʔυ͕Ͱ͖ͳ͘ͳΔͷͱQIQGQNΛ   ೖΕସ͑Δඞཁ͕͋Δ͘Β͍ ͜ΕͰඵ͔Βඵ͘Β͍ʹͳͬͨͷͰ໿ഒߴ଎ԽͰ͖ͨ 142

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ σʔλͷଟ͍"1*ͷύϑΥʔϚϯε͕஗͍ औಘ͢ΔϑΟʔϧυɺ/PSNBMJ[FSͷ֊૚Λ੍ݶ͠ɺύϥϝʔλʔͰ   ໘౗ͯ͘͘͞΋ௐ੔͢ΔΑ͏ʹ ͜ΕͰඵ͔Βdඵ͋ͨΓʹͳΓɺ໿ഒૣ͘ͳΓ·ͨ͠ ΋ͪΖΜऔಘ͢Δύϥϝʔλʔ͕૿͑Δͱͦͷ෼஗͘ͳΓ·͕͢ʜ ݱࡏਐߦܥͰΫΤϦͷ࣮ߦΛݮΒͨ͢Ίʹɺෳ਺݅औಘ͢Δ৔߹͸   ༧Ίඞཁͳ৘ใΛ͔͖ूΊ͓ͯ͘&BHFS-PBEJOHͷΑ͏ͳ΋ͷΛ   ࣮૷͠ύϑΥʔϚϯε޲্Λ໨ࢦ͍ͯ͠·͢ 143

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@2020 Torana, Inc. σʔλͷଟ͍"1*ͷύϑΥʔϚϯε͕஗͍ /api/v1/shipments ਌ൃૹ৘ใ ൃૹํ๏ ഑ૹۀऀ໊ ൃૹ͓΋ͪΌ ͓΋ͪΌৄࡉ ϝʔΧʔ αϓϥΠϠʔ ݸମ৘ใ ୨৘ใ ൃૹ͓΋ͪΌ ͓΋ͪΌৄࡉ ϝʔΧʔ αϓϥΠϠʔ ૔ݿৄࡉ 145

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@2020 Torana, Inc. σʔλͷଟ͍"1*ͷύϑΥʔϚϯε͕஗͍ /api/v1/shipments ਌ൃૹ৘ใ ൃૹํ๏ ഑ૹۀऀ໊ ൃૹ͓΋ͪΌ ͓΋ͪΌৄࡉ ϝʔΧʔ αϓϥΠϠʔ ݸମ৘ใ ୨৘ใ ൃૹ͓΋ͪΌ ͓΋ͪΌৄࡉ ϝʔΧʔ αϓϥΠϠʔ ૔ݿৄࡉ ԣ͕࣠Ϩεϙϯεͷ֊૚ͷਂ͞ → ↓ॎ͕࣠ϑΟʔϧυ 146

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@2020 Torana, Inc. σʔλͷଟ͍"1*ͷύϑΥʔϚϯε͕஗͍ /api/v1/shipments ਌ൃૹ৘ใ ൃૹํ๏ ഑ૹۀऀ໊ ൃૹ͓΋ͪΌ ͓΋ͪΌৄࡉ ϝʔΧʔ αϓϥΠϠʔ ݸମ৘ใ ୨৘ใ ൃૹ͓΋ͪΌ ͓΋ͪΌৄࡉ ϝʔΧʔ αϓϥΠϠʔ ૔ݿৄࡉ ৔߹ʹΑͬͯ͸ϑΟʔϧυΛߜͬͯਂ͞Λ૿΍͢ͳͲͰରࡦ 147

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ σʔλͷଟ͍"1*ͷύϑΥʔϚϯε͕஗͍ ࣮ࡍͷBQJWTIJQNFOUT͸͜ΕҎ্ʹ৘ใ͕͋Δ ͦͷը໘ʹΑͬͯ࢖͏࢖Θͳ͍Λબผ͢Δखؒ͸૿͑Δ͕   ύϑΥʔϚϯε͕௿Լ͢ΔΑΓ͸Ϛγ 148

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ σʔλͷଟ͍"1*ͷύϑΥʔϚϯε͕஗͍ ༧ΊϑΟʔϧυͱਂ͞ΛߜΔ 149

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@2020 Torana, Inc. ՝୊ΛͲ͏ղܾ͔ٕͨ͠ज़໘ σʔλͷଟ͍"1*ͷύϑΥʔϚϯε͕஗͍ ϑΟʔϧυΛߜΔίʔυ͕   ϑϩϯτΤϯυʹେྔʹ͋Δ 150

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·ͱΊ 151

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@2020 Torana, Inc. ·ͱΊ "1*࣮૷ͷΦʔτϝʔγϣϯԽͷ࣮ݱͷͨΊʹ͸ɺٕज़తͳ   ՝୊͚ͩͰ͸ͳ͘ɺΦϖϨʔγϣϯ໘ͰͷΤϯδχΞϦϯά΋ඞཁ ΦʔτϝʔγϣϯԽͷͨΊʹ͸͍͔ͭ͘ߟྀ͠ͳ͚Ε͹͍͚ͳ͍   ఺͕͋Δ ΦʔτϝʔγϣϯԽ͸੒Ռ͕ݟ͑ͮΒ͍ͷͰϝϯλϧΛอͭ౒ྗΛ ੯͠·ͳ͍Α͏ʹ͠Α͏ ϥΫ͞ͱύϑΥʔϚϯε͸τϨʔυΦϑ ΦʔτϝʔγϣϯԽͯ͠΋ɺ͠ͳͯ͘΋ਓ͕଍Γͳ͍ͷ͸มΘΒͳ ͍ͷͰ࠾༻͸͍ͯ͜͠͏ 152