アプリストアからのレポート集計自動化 / App Report Automation

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ΞϓϦετΞ͔ΒͷϨϙʔτूܭࣗಈԽ ʙͰ͖ͨΓͰ͖ͳ͔ͬͨΓʙ pixiv App Night pixiv.inc rokuroku (Twitter: @496_)

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2 ࣗݾ঺հ ● pixivίϛοΫͷiOSΞϓϦ։ൃ ● pixivΞϓϦ (iOS/Android/API) ͰখઆपΓͷ։ൃ ● झຯͰTATEditorͱ͍͏ॎॻ͖Τ σΟλΞϓϦΛ։ൃ͍ͯ͠Δ rokuroku iOS/AndroidΞϓϦ ΤϯδχΞ

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• Google Play΍App Store͔ΒͷϨϙʔτूܭࣗಈԽ • ΍Γ͔ͨͬͨ͜ͱ • Google Play Consoleͷ࿩ • App Store Connectͷ࿩ • ΍ͬͨ͜ͱ • ࢀߟϦϯΫू Ξ΢τϥΠϯ

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• AndroidΞϓϦ΍iOSΞϓϦͷ౷ܭ৘ใ΍ച্ɺܦཧॲཧͷࣗಈԽ • ΋ͱ΋ͱ • ౷ܭ৘ใ͸खಈͰదٓ • ܦཧॲཧ͸ຖ݄ઐ༻؅ཧը໘Ͱूܭ • ཧ૝ • উखʹ਺஋͕஝ੵ͞Ε͍ͯ͘ ΍Γ͔ͨͬͨ͜ͱ

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• ࣗಈԽʹखΛ͚ͭΔલʹ஌͍ͬͯͨ৘ใ • Google PlayͷϨϙʔτ͸Google Cloud Storageʹશ෦஝ੵ͞ΕΔ • App StoreͷϨϙʔτ͸App Store Connect APIͰऔಘͰ͖Δ • ͔͜͜ΒόονͰσʔλΛྲྀ͠ࠐΈଓ͚Ε͹Φοέʔ ΍Γ͔ͨͬͨ͜ͱ

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• ͦ΋ͦ΋Ͳ͏͍͏਺஋͕औΕΔΜ͚ͩͬʁ • Google Play ConsoleͱϨϙʔτ • App Store ConnectͱϨϙʔτ • ؒʹ߹Θͳ͔ͬͨͷͰը໘͸શ෦ݸਓϓϩμΫτͷ΋ͷͰ͢ ຊ୊ʹೖΔલʹ

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Google Play Console

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Google Play Console

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Google Play Console

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Google Play Console

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Google Play Console

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Google Play Console

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• ϨϏϡʔ • ౷ܭ৘ใ • Ϣʔβʔ֫ಘ • ച্ʢશΞϓϦڞ௨ʣ

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• ΠϯετʔϧϢʔβʔ਺తͳ਺͸ʮ৽نϢʔβʔ֫ಘ ਺ʯͷ૯࿨

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App Store Connect

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App Store Connect

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App Store Connect

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App Store Connect

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App Store Connect

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App Store Connect UTCͱPST͕બ΂Δ

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App Store Connect PSTͷΈɻ࠷େ8छྨͷϨϙʔτ͕ݱΕΔ

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App Store Connect ۜߦ΁ͷৼΓࠐΈֹ΍ৼΓࠐΈঢ়گ͕֬ೝͰ͖Δ

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• AppΞφϦςΟΫε • ച্ͱτϨϯυ • ࢧ෷ͱࡒ຿ใࠂ

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• ΠϯετʔϧϢʔβʔ਺తͳ਺͸ʮAppϢχοτ਺ʯ ͷ૯࿨

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• Google Play Console͸ϒϥ΢βͳΒ1࣌ؒ͝ͱͷ਺஋ΛݟΕΔ • ϦϐʔλʔͳͲϒϥ΢βͷΈ͔Β͔͠खʹೖΒͳ͍৘ใ΋͋Δ • App Store Connect͸UTCͱPST͕͋ΔͷͰ1೔Λ8࣌ؒͱ16࣌ؒʹ෼཭Մೳ • AppΞφϦςΟΫε͸ϒϥ΢βͷΈ͔Β͔͠खʹೖΒͳ͍৘ใ͕ͨ͘͞Μ • ࣗಈԽՄೳͳൣғͰ͸1೔୯Ґ (PST) ͷ౷ܭ৘ใ͔͠खʹೖΒͳ͍ • PST: ଠฏ༸ඪ४࣌ -0800 ൵͍͠ϙΠϯτ

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Google Play Console

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• σʔλ͸͢΂ͯBigQueryʹอ؅͢ΔΑ͏ʹόονΛ૊Μͩ • ʮGoogle ͕ఏڙ͢ΔαʔόʔϨεͰεέʔϥϏϦςΟʹ༏Εͨاۀ޲͚ σʔλ΢ΣΞϋ΢εʯ • Looker͔ΒݟΕΔΑ͏ʹܨ͗ࠐΜͩ • ʮϦΞϧλΠϜͷϏδωε෼ੳΛ؆୯ʹ୳ࡧɺ෼ੳɺڞ༗Ͱ͖ΔϏδωε ΠϯςϦδΣϯειϑτ΢ΣΞͰɺσʔλ෼ੳϓϥοτϑΥʔϜʯ • iOSͷAppϢχοτ਺ͱAndroidͷ৽نϢʔβʔ֫ಘ਺ ΍ͬͨ͜ͱ • https://inside.pixiv.blog/jaggy/7353 • https://www.slideshare.net/KOTAROTAKAHASHI1/350-170250961

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• Google Play ConsoleͷϨϙʔτࣗಈอ؅ • App Store ConnectͷϨϙʔτࣗಈอ؅ ΍ͬͨ͜ͱ

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• Google Play ConsoleͷϨϙʔτ • ࣮͸·ͩ΍ͬͯͳ͍ʢ2୒Ͱ·ͩະఆʣ • Google Cloud StorageͷCSVΛBigQueryʹΞοϓϩʔυ͢Δ • BigQuery Data Transfer Service for Google PlayΛ࢖͏ (25υϧ/ΞϓϦ݄) • ݄࣍Ϩϙʔτ͚ͩͲਵ࣌ߋ৽͞ΕΔ • ৽نϢʔβʔ֫ಘ਺͸ installs_xxx.yyy.zzzzzz_YYYYMM_overview.csv ͷ Daily User Installs ΛΈ͍ͯ·͢ ΍ͬͨ͜ͱ

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• Google Play ConsoleͷϨϙʔτ • Google Cloud StorageͷϨϙʔτϑΝΠϧ΁ͷΞΫηεݖ • Google Play Console > ઃఆ > σϕϩούʔΞΧ΢ϯτ > Ϣʔβʔͱݖݶ • ͜͜ͰϑΝΠφϯεݖݶΛ෇༩ • αʔϏεΞΧ΢ϯτʹ΋෇༩Ͱ͖Δ ݖݶ·ΘΓ

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• Google Cloud StorageͷCSVϑΝΠϧ • จࣈίʔυ͕UTF-16ͩͬͨΓ͢ΔͷͰ͚ͦͩ͜஫ҙ ΍ͬͨ͜ͱ

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͜͜·Ͱ͕៉ྷͳ࿩

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• App Store ConnectͷϨϙʔτ • App Store Connect API͔ΒϨϙʔτΛऔಘͯ͠Ξοϓϩʔυ • App Store Connect > ϢʔβͱΞΫηε > ΩʔʢAdminҎ্ͷݖݶʣ • ʮΞΫηεΛϦΫΤετʯ͢ΔʢҰ౓͚ͩಉҙ͕ඞཁʣ • ʮAPIΩʔΛੜ੒ʯ͢Δ • ΞΫηε͸Financeʢࢧ෷৘ใ͕ෆཁͳΒSales͓ΑͼReportsͰྑ͍ʣ ΍ͬͨ͜ͱ

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• ച্ͱτϨϯυϨϙʔτ • AppϢχοτ਺ͳͲΛ஌ΔͨΊʹඞཁ • ࡒ຿Ϩϙʔτɺࢧ෷Ϩϙʔτ • ͲͷΞΠςϜͰ೔ຊԁͰ͍͘Βೖۚ͞Ε͔ͨ஌ΔͨΊʹඞཁ • ʢࠓճ͸ѻΘͳ͔͕ͬͨϨϏϡʔ͸ެ։RSS͕͋Δʣ • ྫ: https://itunes.apple.com/jp/rss/customerreviews/id=1477764116/json ΍ͬͨ͜ͱ

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• ച্ͱτϨϯυϨϙʔτ • ೔࣍Ϩϙʔτɺि࣍Ϩϙʔτɺ݄࣍Ϩϙʔτɺ೥࣍Ϩϙʔτ͕͋Δ • ϨϙʔτछผʹΑͬͯͲΕ͕͋Δ͔͸ҟͳΔ • ೥࣍ϨϙʔτҎ֎͸1೥ͰऔಘෆՄʹͳΔ ΍ͬͨ͜ͱ

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೥࣍ϨϙʔτҎ֎͸ 1೥ͰऔಘෆՄʹͳΔ

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• ച্ͱτϨϯυϨϙʔτ • ೔࣍Ϩϙʔτɺि࣍Ϩϙʔτɺ݄࣍Ϩϙʔτɺ೥࣍Ϩϙʔτ͕͋Δ • ϨϙʔτछผʹΑͬͯͲΕ͕͋Δ͔͸ҟͳΔ • ೥࣍ϨϙʔτҎ֎͸1೥ͰऔಘෆՄʹͳΔ • ͡Ό͋1೥Ҏ্લͷAppϢχοτ਺͸Ͳ͏͢Δͷʁ ΍ͬͨ͜ͱ

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• App Store Connect > ച্ͱτϨϯυ > Ϣχοτ਺ • λΠϜκʔϯͰPSTʹͯ͠શظؒΛબ୒ • ର৅ͷΞϓϦͰϑΟϧλ • ϨϙʔτΛμ΢ϯϩʔυ • ͜ΕΛ܁Γฦ͢ͱશΞϓϦͷ1೥Ҏ্લͷAppϢχοτ਺΋खʹೖΔ 1೥Ҏ্લͷAppϢχοτ਺

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• App Store Connect > ച্ͱτϨϯυ > Ϣχοτ਺ • λΠϜκʔϯͰPSTʹͯ͠શظؒΛબ୒ • ର৅ͷΞϓϦͰϑΟϧλ • ϨϙʔτΛμ΢ϯϩʔυ • ͜ΕΛ܁Γฦ͢ͱશΞϓϦͷ1೥Ҏ্લͷAppϢχοτ਺΋खʹೖΔ • Ͱ΋େมͳͷͰͳ͔ͥ௨৴ݟͯͨΒશظؒʹͨ͠ͱ͖ʹඞͣ߱ͬͯ͘Δ ͪΐ͏Ͳ1೥ΑΓલͷશΞϓϦͷ೔࣍AppϢχοτ਺Λ࢖͍·ͨ͠ 1೥Ҏ্લͷAppϢχοτ਺

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• ࡒ຿Ϩϙʔτɺࢧ෷Ϩϙʔτ • ച্ϨϙʔτͱԿ͕ҧ͏ͷʁ • ച্ϨϙʔτɿΞΠςϜ͕͍͘ΒͰ͍ͭ͘ങΘΕ͔͕ͨΘ͔Δ ΍ͬͨ͜ͱ

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• ࡒ຿Ϩϙʔτɺࢧ෷Ϩϙʔτ • ച্ϨϙʔτɿΞϓϦ΍ΞΠςϜ͕͍͘ΒͰ͍ͭ͘ങΘΕ͔͕ͨΘ͔Δ • ࡒ຿ϨϙʔτɿAppleձܭΧϨϯμʔͰࢦఆ͞ΕΔظؒதʹ༗ྉΞϓϦ΍ ༗ྉΞΠςϜ͕͍͍ͭ͘͘ΒͰങΘΕͯɺͦͷ͏ͪख਺ྉͳͲΛҾ͘ͱ͍ ͘ΒʹͳΔͷ͔͕Θ͔Δʢ࣍ͷAppleձܭΧϨϯμʔͷ຤͘Β͍ʣ ΍ͬͨ͜ͱ

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AppleձܭΧϨϯμʔ

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• App Store Connect > ࢧ෷ͱࡒ຿ใࠂ > ্ͷ೥݄ΛΫϦοΫ > Լ෦ͷձܭΧ ϨϯμʔΛදࣔ • ௚ۙ3೥͸5ि, 4ि, 4िͷ܁Γฦ͠ • 2019೥11݄͸2020೥ͷPeriod 2 AppleձܭΧϨϯμʔ

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• ࡒ຿Ϩϙʔτɺࢧ෷Ϩϙʔτ • ച্ϨϙʔτɿΞϓϦ΍ΞΠςϜ͕͍͘ΒͰ͍ͭ͘ങΘΕ͔͕ͨΘ͔Δ • ࡒ຿ϨϙʔτɿAppleձܭΧϨϯμʔͰࢦఆ͞ΕΔظؒதʹ༗ྉΞϓϦ΍ ༗ྉΞΠςϜ͕͍͍ͭ͘͘ΒͰങΘΕͯɺͦͷ͏ͪख਺ྉͳͲΛҾ͘ͱ͍ ͘ΒʹͳΔͷ͔͕Θ͔Δʢ࣍ͷAppleձܭΧϨϯμʔ݄ͷ຤·Ͱʣ • ࢧ෷Ϩϙʔτɿࡒ຿ϨϙʔτͰใࠂ͞ΕΔͷ͸ݱ஍௨՟ͳͷͰɺͦΕ͕Ͳ ͏͍͏ϨʔτͰ೔ຊԁͰ͍͘Βʹೖۚ͞Ε͔͕ͨΘ͔Δʢର৅ͷAppleձ ܭΧϨϯμʔ݄຤͔Β45೔Ҏ಺ʣ ΍ͬͨ͜ͱ

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• ࡒ຿Ϩϙʔτɺࢧ෷Ϩϙʔτͷऔಘํ๏ • ͲͷΞΠςϜͰ೔ຊԁͰ͍͘Βऩӹ͕͔͋ͬͨ஌ΔͨΊʹ͸2ͭͱ΋ඞཁ • ࡒ຿Ϩϙʔτɿ • ࢧ෷Ϩϙʔτɿ ΍ͬͨ͜ͱ

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• ࡒ຿Ϩϙʔτɺࢧ෷Ϩϙʔτͷऔಘํ๏ • ͲͷΞΠςϜͰ೔ຊԁͰ͍͘Βऩӹ͕͔͋ͬͨ஌ΔͨΊʹ͸2ͭͱ΋ඞཁ • ࡒ຿ϨϙʔτɿApp Store Connect APIͰμ΢ϯϩʔυͰ͖Δ • ࢧ෷Ϩϙʔτɿ ΍ͬͨ͜ͱ

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• API: https://developer.apple.com/documentation/appstoreconnectapi/ download_ﬁnance_reports ࡒ຿Ϩϙʔτ

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• The date of the report you wish to download based on the Apple Fiscal Calendar. The date is speciﬁed in the YYYY-MM format. • YYYY-MM ࡒ຿Ϩϙʔτ

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• ﬁlter[reportDate] [string] (Required) The date of the report you wish to download based on the Apple Fiscal Calendar. The date is speciﬁed in the YYYY-MM format. • YYYY-MM • AppleձܭΧϨϯμʔͷ೥౓ͱPeriodΛࢦఆ͢Δ • 2019೥11݄෼͸2019-11Ͱ͸ͳ͘2020-02ͱͳΔ ࡒ຿Ϩϙʔτ

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• ﬁlter[regionCode] [string] (Required) You can download consolidated or separate ﬁnancial reports per territory. For a complete list of possible values, see Financial Report Regions and Currencies. • 46ͷϦʔδϣϯ͕͋ΔͷͰɺ46ճAPIΛୟ͘ඞཁ͕͋Δ • https://help.apple.com/app-store-connect/#/dev360aba524 • App಺՝ۚϓϩμΫτ͸શੈքʹ഑৴͞ΕΔ • ҠಈઌͰ΋ΞϓϦ͸࢖͑ΔͷͰؾΛ෇͚·͠ΐ͏ ࡒ຿Ϩϙʔτ

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• ﬁlter[regionCode] [string] (Required) You can download consolidated or separate ﬁnancial reports per territory. For a complete list of possible values, see Financial Report Regions and Currencies. • 46ͷϦʔδϣϯ͕͋ΔͷͰɺ46ճAPIΛୟ͘ඞཁ͕͋Δ • ྲྀੴʹେมͩΑͶɺͱ͍͏͜ͱͰZZΛࢦఆ͢ΔͱશϦʔδϣϯΛ·ͱΊͨ ΋ͷ͕औಘͰ͖ΔΑ͏ʹͳ͍ͬͯΔ • ͨͩ͠2018೥2݄෼͔Β • ͦΕҎલ͸46ճୟ͔ͳ͍ͱ͍͚ͳ͍ʢ৔߹ʹΑͬͯ͸खಈָ͕ʣ ࡒ຿Ϩϙʔτ

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• Ϩϙʔτܗࣜ • CSVͰ͸ͳ͍ • ςΩετϑΝΠϧͷதʹCSV΍νΣοΫ༻ͷσʔλ͕ຒΊࠐ·Ε͍ͯΔײ ͡ͳͷͰύʔε͠ͳ͍ͱ͍͚ͳ͍ ࡒ຿Ϩϙʔτ

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• ࡒ຿Ϩϙʔτɺࢧ෷Ϩϙʔτͷऔಘํ๏ • ͲͷΞΠςϜͰ೔ຊԁͰ͍͘Βऩӹ͕͔͋ͬͨ஌ΔͨΊʹ͸2ͭͱ΋ඞཁ • ࡒ຿ϨϙʔτɿApp Store Connect APIͰμ΢ϯϩʔυͰ͖Δ • ࢧ෷ϨϙʔτɿApp Store Connectͷࢧ෷ͱࡒ຿ใࠂ͔Βۜߦৼࠐޙʹμ ΢ϯϩʔυͰ͖ΔΑ͏ʹͳΔ ΍ͬͨ͜ͱ

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खಈμ΢ϯϩʔυʂ

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• खಈμ΢ϯϩʔυ • ݴޠઃఆʹΑͬͯσʔλ͕ϩʔΧϥΠζ͞ΕΔ • ࢲ͕஌͍ͬͯΔ͚ͩͰ΋2ճϩʔΧϥΠζ݁Ռ͕มߋ͞Εͨ • CSV͕ຒΊࠐ·ΕͨςΩετϑΝΠϧ ࢧ෷Ϩϙʔτ

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• ࡒ຿Ϩϙʔτɺࢧ෷Ϩϙʔτͷऔಘํ๏ • ͲͷΞΠςϜͰ೔ຊԁͰ͍͘Βऩӹ͕͔͋ͬͨ஌ΔͨΊʹ͸2ͭͱ΋ඞཁ • ࡒ຿ϨϙʔτɿApp Store Connect APIͰμ΢ϯϩʔυͰ͖Δ • ࢧ෷Ϩϙʔτɿࠓͷച্ܭࢉπʔϧͷϑϩʔʹΞοϓϩʔυΛ௥Ճ ΍ͬͨ͜ͱ

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• ࡒ຿Ϩϙʔτͱࢧ෷ϨϙʔτΛJOIN͢Δ • SELECT * FROM ӳޠࡒ຿Ϩϙʔτ JOIN ೔ຊޠࢧ෷Ϩϙʔτ ON ...? • App Store Connectͷ೔ຊޠ/ӳޠͷϔϧϓΛۦ࢖͢Δඞཁ͕͋Δ • ӳޠࡒ຿Ϩϙʔτʹ͸ࠃ·ͨ͸஍ҬͷISOίʔυɺࢧ෷௨՟͕͋Δ • ೔ຊޠࢧ෷Ϩϙʔτʹ͸೔ຊޠͷϦʔδϣϯίʔυɺࢧ෷௨՟ • ࡒ຿ϨϙʔτʹϦʔδϣϯίʔυೖΕΔͷ͸46ճAPIୟ͚͹Ͱ͖Δ͚Ͳ…… ࡒ຿Ϩϙʔτͱࢧ෷Ϩϙʔτ

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Ϧʔδϣϯͱࠃͱ஍Ҭ

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Ϧʔδϣϯͱࠃͱ஍Ҭʢ೔ຊޠʣ

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-- աڈλΠ͕WWʹؚ·Ε͍ͯΔ͜ͱ͕͋ͬͨͷͰ௥Ճ WITH fixed_financial_report_regions_and_currencies AS ( SELECT * FROM `financial_report_regions_and_currencies` UNION ALL SELECT 'Rest of World', 'USD', 'WW', 'Thailand' ), fixed_financial_report_regions_and_currencies_in_japanese AS ( SELECT * FROM `financial_report_regions_and_currencies_in_japanese` UNION ALL SELECT 'ͦͷଞͷ஍Ҭ', 'USD', 'WW', 'λΠ' )

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ࠃͱ஍ҬͱISOίʔυ

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WITH fixed_app_store_territories AS ( -- 2ͭͷදͰදه༳Ε͕͋ΔͷͰͦΕΛٵऩ͢Δ SELECT * FROM `app_store_territories` UNION ALL SELECT 'CO', 'Columbia' UNION ALL SELECT 'KR', 'Korea' UNION ALL SELECT 'TZ', 'United Republic of Tanzania' UNION ALL SELECT 'LC', 'Saint Lucia' UNION ALL SELECT 'BN', 'Brunei Darussalam' UNION ALL SELECT 'KR', 'Republic of Korea' UNION ALL SELECT 'LA', 'People’s Democratic Republic of Lao' UNION ALL SELECT 'MK', 'The Former Yugoslav Republic of Macedonia' )

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• ࡒ຿Ϩϙʔτͱࢧ෷ϨϙʔτΛJOIN͢Δ • ӳޠࡒ຿Ϩϙʔτʹ͸ࠃ·ͨ͸஍ҬͷISOίʔυɺࢧ෷௨՟͕͋Δ • ೔ຊޠࢧ෷Ϩϙʔτʹ͸೔ຊޠͷϦʔδϣϯ໊ɺࢧ෷௨՟ • ISOίʔυɺࢧ෷௨՟ → Ϧʔδϣϯίʔυɺࢧ෷௨՟ • Ϧʔδϣϯίʔυɺࢧ෷௨՟ → ೔ຊޠͷϦʔδϣϯ໊ɺࢧ෷௨՟ • ࢧ෷௨՟͕ඞཁͳͷ͸1ͭͷISOίʔυ͕ෳ਺ͷϦʔδϣϯʹؚ·ΕΔͷͰ ࡒ຿Ϩϙʔτͱࢧ෷Ϩϙʔτ

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• AndroidΞϓϦɺiOSΞϓϦͰ΄΅ಉ౳ͷࢦඪͱͯ͠೔࣍৽نϢʔβʔ֫ಘ ਺ (Android) ɺ೔࣍AppϢχοτ਺ (iOS) ͕ࣗಈͰूܭ͞ΕͯΞϓϦ͝ͱʹ ֬ೝͰ͖ΔΑ͏ʹͳͬͨʢAndroid͸ͳΔ༧ఆʣ • AndroidΞϓϦͰͷΞϓϦɾΞΠςϜผͷച্ɾऩӹܭࢉ͕ࣗಈԽ͢Δ༧ఆ • iOSΞϓϦͰͷΞϓϦɾΞΠςϜผͷച্ɾऩӹܭࢉ͕൒ࣗಈԽ͞Εͨ • աڈ෼΋ಉ༷ʹ֬ೝͰ͖ΔΑ͏ʹͳͬͨ • ৽͍͠؍఺Ͱ਺஋Λݟ͍ͨ৔߹΋ΫΤϦΛॻ͖׵͑Δ͚ͩ Ͱ͖ΔΑ͏ʹͳͬͨ͜ͱ

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• https://support.google.com/googleplay/android-developer/answer/ 6135870 • https://cloud.google.com/bigquery/docs/play-transfer • https://developer.apple.com/jp/app-store-connect/api/ • https://help.apple.com/app-store-connect/ • https://help.apple.com/app-store-connect/en.lproj/static.html • https://qiita.com/rsahara/items/c9d3743d926dd29a89e8 • https://blog.japantaxi.co.jp/2018/12/05/2159 ࢀߟϦϯΫू