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フルリモートの会社のコーポレートITチームが取り組んでいるDXへの階段の上り方

 フルリモートの会社のコーポレートITチームが取り組んでいるDXへの階段の上り方

2924年6月22日に開催された『【Okayama.なんか #3】Okayama.CorpIT』での発表資料です。
https://okayama-nanka.connpass.com/event/316087/

タマコナ / Kazuhiro Kawachi
株式会社ヌーラボでデータマネジメントと業務ハックのお仕事をしています。岡山在住でリモートワーク。テストエンジニア、受託開発、品質管理、業務改善推進などを経て現職へ。瀬戸内海とコーヒーが好き。

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Transcript

  1. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. Տ಺Ұ߂ ,B[VIJSP,BXBDIJ גࣜձࣾψʔϥϘ αʔϏε։ൃ෦Πϯϋ΢εγεςϜ՝՝௕ ૔ෑੜ·Εɻ༮গظ͸ඒ؍஍۠ͷۙ͘Ͱҭͪ·ͨ͠ɻ 4*FSͰͷडୗ։ൃɺࣗࣾύοέʔδͷ඼࣭؅ཧɺϓϩηε վળਪਐͳͲΛܦͯɺ೥ψʔϥϘʹೖࣾɻ ࣾ಺σʔλج൫ͷ੔උ΍ۀ຿ޮ཰ԽΛਪਐ͢ΔνʔϜͷϚ ωʔδϟʔΛ΍ͬͯ·͢ɻԬࢁࢢࡏॅɻ
  2. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. https://nulab.com/ja/blog/nulab/stairway-up-to-dx/ DX΁ͷ֊ஈ ݕࡧ
  3. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. Agenda 1. νʔϜͷ࢓ࣄ঺հ a. ϓϩμΫτΛ։ൃ͠ͳ͍ΤϯδχΞͷνʔϜ b. σʔλ׆༻ͱۀ຿ϋοΫ 2. DXͱۀ຿ϋοΫ a. DXͷఆ͕ٛมΘ͍ͬͯΔ b. DX΁ͷ֊ஈ 3. ۀ຿ϋοΫͷࣄྫ঺հ a. ᶃɿۈ຿஍৚݅Λഇࢭ͠ɺϑϧϦϞʔτϫʔΫͷձࣾ΁ b. ᶄɿʮ͋Μ͠ΜʂBacklogಋೖࢧԉϓϩάϥϜʯͷ্ཱͪ͛ 4. ·ͱΊ
  4. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ϓϩμΫτΛ։ൃ͠ͳ͍ΤϯδχΞνʔϜ αʔϏε։ൃ෦ Backlog՝ Cacoo՝ Apps՝ Πϯϋ΢ε γεςϜ՝ ϚʔέςΟ ϯά෦ ηʔϧε ΧελϚʔαΫηε౳ ؅ཧ෦ ਓࣄɾ࿑຿ ๏຿ɾ૯຿ ܦཧ IR౳ ଞʹ΋ͨ͘͞Μͷ෦ॺ͕͋Γ·͕͢εϖʔεͷ౎߹ͰׂѪ͍ͯ͠·͢ɻ ϓϩμΫτ։ൃΛߦ͏νʔϜ ࣾ಺ͷσʔλ׆༻ਪਐͱۀ຿ϋοΫ͕ϛογϣϯ ৘γεͱ͸ผνʔϜͱͯ͠ଘࡏ σʔλ׆༻ਪਐ ۀ຿ϋοΫ ৘ใ౷ׅ෦ ৘γε ηΩϡϦςΟ QA
  5. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. νʔϜͷੜཱ͍ͪ • ΋ͱ΋ͱ͸ɺൢച؅ཧγεςϜͷ։ൃΛߦ͏νʔϜͩͬͨ • ച্΍ܖ໿ʹؔ͢Δσʔλ͕ཷ·͖ͬͯͨͷͰɺʮ͜ΕΛ׆༻Ͱ͖ΔͷͰ ͸ʁʯͱߟ͑σʔλج൫ͷ੔උʹணख • ࣾ಺ۀ຿ͷ஌ݟ΋ཷ·͖ͬͯͨͷͰɺۀ຿ͷࣗಈԽ΍ޮ཰Խʹ΋औΓ૊΋͏ ͱߟ͑ɺۀ຿ϋοΫΛελʔτ
  6. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. σʔλ౷߹ج൫ AWS Cloud AWS Cloud σʔλϨΠΫ AWS Cloud AWS Cloud σʔλ΢ΣΞϋ΢ε σʔλϚʔτ BIπʔϧ S3 Athena Athena Athena S3 S3 QuickSight AWS Cloud ൢച؅ཧDB Google Drive ൢച؅ཧγεςϜΛൃలͤ͞ΔܗͰσʔλج൫Λ੔උ
  7. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ۀ຿ϋοΫ • ψʔϥϘ͕ߟ͑Δۀ຿ϋοΫ ◦ ௨ৗۀ຿ͷࣗಈԽɾޮ཰Խ ◦ DXʹͭͳ͕ΔϓϩδΣΫτͷࢧԉ • ओͳٕज़ελοΫ ◦ Google Apps Script ◦ Apache Airflow(Python) ◦ AWS Lambda ◦ SQLɺBIπʔϧ ͳͲ • ಛ௃ ◦ ݱ৔ͷۀ຿΍ɺӡ༻Ͱͷ੍໿ΛͲΕ͚ͩ஌͍ͬͯΔ͔͕੒൱Λ෼͚Δ ◦ ։ൃ͠ͳ͍έʔε΋͋Γʢۀ຿ϑϩʔͱυΩϡϝϯτͷݟ௚͚ͩ͠ͱ͔ʣ
  8. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ͜Ε·Ͱͷۀ຿ϋοΫ • ௨ৗۀ຿ͷࣗಈԽɾޮ཰Խ ◦ ݄࣍ͷച্֬ఆॲཧ ◦ ೔࣌Λࢦఆͨࣾ͠һ޲͚͓஌Βͤ௨஌ ◦ ࣮੷͕༧ࢉΛ௒͑ͦ͏ʹͳͬͨΒνϟοτʹ௨஌ ◦ ൓ࣾνΣοΫͷࣗಈԽ ◦ ZendeskɺΫϥ΢υαΠϯɺfreeeͱνϟοτπʔϧͷ࿈ܞ ͳͲ • DXʹͭͳ͕ΔϓϩδΣΫτͷࢧԉ ◦ ۈ຿஍৚݅Λఫഇ͠ɺϑϧϦϞʔτϫʔΫͷձࣾ΁ɹ ɹɾɾɾࣄྫᶃ ◦ ʮ͋Μ͠ΜʂBacklogಋೖࢧԉϓϩάϥϜʯͷ্ཱͪ͛ɹɾɾɾࣄྫᶄ
  9. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. DXͱ͸ ʮσδλϧٕज़Ͱ૊৫Λมֵ͠ɺ৽ͨͳՁ஋Λ૑ग़͢Δ͜ͱʯ
  10. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ϑϧϦϞʔτ΁Ҡߦ https://nulab.com/ja/press/pr-2306-nulab-work-style-20prefecture/ ग़ࣾΛલఏͱ͠ͳ͍ϫʔΫελΠϧ΁Ҡߦ • த్࠾༻ͰചΓखࢢ৔͕ਐߦ͍ͯ͠ΔͨΊɺΑΓ޿͍ ΤϦΞ͔ΒࣄۀਪਐʹඞཁͳਓࡐΛ࠾༻͢Δ • ೔ࠒ͔ΒBacklogɺCacooɺTypetalkɺNulab PassΛશ ৬छͰ׆༻͠ɺେ൒ͷۀ຿͕ΦϯϥΠϯԽ͞Ε͍ͯΔ
  11. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ࿑ಇ҆શӴੜ๏ୈ66৚ͷ8ͷ3 ࣄۀऀ͸ୈ66৚ͷ8ୈ1߲ຢ͸લ৚ୈ1߲ͷنఆʹΑΔ໘઀ࢦಋΛ࣮ࢪ͢ΔͨΊɺްੜ࿑ಇলྩͰఆ ΊΔํ๏ʹΑΓɺ࿑ಇऀͷ࿑ಇ࣌ؒͷঢ়گΛ೺Ѳ͠ͳ͚Ε͹ͳΒͳ͍ɻ ࿑ಇ҆શӴੜنଇୈ52৚ͷ7ͷ3 ୈ1߲ ๏ୈ66৚ͷ8ͷ3ͷްੜ࿑ಇলྩͰఆΊΔํ๏͸ɺλΠϜΧʔυʹΑΔه࿥ɺύʔιφϧίϯ ϐϡʔλ౳ͷిࢠܭࢉػͷ࢖༻࣌ؒͷه࿥౳ͷ٬؍తͳํ๏ͦͷଞͷద੾ͳํ๏ͱ͢Δɻ ୈ2߲ ࣄۀऀ͸લ߲ʹنఆ͢Δํ๏ʹΑΓ೺Ѳͨ͠࿑ಇ࣌ؒͷঢ়گͷه࿥Λ࡞੒͠ɺ3೥ؒอଘ͢ ΔͨΊͷඞཁͳાஔΛߨ͡ͳ͚Ε͹ͳΒͳ͍ɻ ۈଵه࿥ͷ٬؍తͳূ໌͕ඞཁ ϑϧϦϞʔτͩͱಇ͍͍ͯΔ͕࢟ݟ͑ͳ͍ͷͰɺ ٬؍తͳূ໌͕೉͘͠ͳΔ
  12. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ༷ʑͳϋʔυϧ • PCϩάΛ࠾औ͢ΔγεςϜͷػೳ͕ෆ଍ ◦ ίΞλΠϜͳ͠ͷ׬શϑϨοΫελΠϜͰɺٳܜ࣌ؒͷऔΓํ΋ؚΊϫʔΫϥΠϑόϥϯεΛߟྀͨ͠؀ڥΛ ໨ࢦ͍ͯͨͨ͠ΊɺϑΟοτ͠ͳ͍໘͕͋ͬͨ • طଘͷۈଵ؅ཧπʔϧ͕ͱͯ΋Α͘Ͱ͖͍ͯͨ ◦ ࣾһͷਓ͕։ൃͯ͘͠Εͨ΋ͷ ◦ ࢖͍উख͕ඇৗʹΑࣾ͘һʹਓؾ͕͋ͬͨͨΊɺഇࢭΛ੯͠Ή੠͕ࠜڧ͔ͬͨ ◦ ޻਺ͷ໰୊ͳͲͰɺ๏ྩʹରԠ͢ΔͨΊͷվम͸Ͱ͖ͳ͍ঢ়گͩͬͨ • ϑϧϦϞʔτͱ๏ྩ९कͷཱ͕྆೉͍͠ ◦ ΋ͱ΋ͱ๏ྩ͸ग़ࣾલఏͰ࡞ΒΕ͍ͯΔ ◦ ࡉ͔͘؅ཧͨ͠Γه࿥Λ͖ͪΜͱ࢒ͦ͏ͱ͢Δͱෛ୲͕૿͑Δ ◦ ಇ͖΍͘͢͢ΔͨΊͷϑϧϦϞʔτҠߦͳͷʹɺٯʹෛ୲Λ૿΍͢δϨϯϚ • ౰ॳ͸ਓࣄ࿑຿νʔϜ͚ͩͰऔΓ૊ΜͰ͍ͨ ◦ ΤϯδχΞϦϯά؍఺͔Βͷղܾ͕Ͱ͖ͳ͍
  13. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ϙΠϯτΛ੔ཧ • ۈଵͱ٬؍తه࿥Λൺֱͨ͠ূڌΛ࢒ͤΔ͜ͱ ◦ σʔλΛநग़ࠩ͠෼Λൺֱ͢Δ࢓૊ΈΛ࡞Δ • ࿑຿୲౰ऀָ͕ʹνΣοΫ͠อ؅Ͱ͖Δ͜ͱ ◦ ݁ՌΛࣗಈऩू͢Δ • ࣾһ͕࢖ͬͯ͘ΕΔ͜ͱ ◦ ར༻࣌ͷෛ୲Λগͳ͘͢Δ ◦ β൛Ͱ༗ࢤ͔ΒϑΟʔυόοΫΛऩूͯ͠վम • ֎෦ʹۈଵه࿥͕ਖ਼͍͠ͱূ໌Ͱ͖Δ͜ͱ ◦ ࣾ࿑࢜͞Μʹ֬ೝ͠ɺ๏తʹ໰୊ͳ͍͔ࡉ͔֬͘ೝ͠ͳ͕ΒਐΊ͍ͯ͘
  14. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. πʔϧΛ࿈ܞͤͯ͞ཁ݅Λຬͨ͢ ଧࠁϩά PCىಈϩά ࠩ෼ܭࢉˍ ௨஌ ۈଵࠩ෼௨஌԰͞Μ ۈଵଧࠁπʔϧ PCϩάऩूπʔϧ νϟοτͰ ࣾһʹ௨஌ ࣾһ͸ࠩ෼ ͷ಺༁هࡌ • ࢖͍׳Εͨνϟοτπʔϧʹ௨஌͠ɺݟམͱ͠ΛݮΒ͢ • ࠩ෼ՕॴΛ৭෼͚͢ΔͳͲεϓϨουγʔτΛ֬ೝ͠΍͘͢
  15. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ੒ޭͨ͠ཁҼ • ਓࣄ࿑຿νʔϜͱۀ຿ϋοΫνʔϜ͕࿈ܞ͠ɺ࿑຿੍౓؍఺ˍΤϯδχΞϦ ϯά؍఺ͷ྆ํͰऔΓ૊Μͩ͜ͱ • ઐ໳Ոʢࣾ࿑࢜͞ΜʣͷҙݟΛ͖ͪΜͱฉ͖ͳ͕ΒऔΓ૊Μͩ͜ͱ • ෳ਺πʔϧΛ࿈ܞͤ͞ɺ଍Γͳ͍ͱ͜ΖΛ։ൃͱ͍͏ॊೈͳࢥߟ͕Ͱ͖ͨ • ਓؾͷ͋ͬͨچπʔϧͷ։ൃऀͷํ΁ײँΛ͖ͪΜͱ఻͑ͨ͜ͱ • ಇ͖΍͍͢ձࣾʹ͍ͨ͠ͱ͍͏ɺΈΜͳͷ৘೤ʢંΕͣʹؤுͬͨʣ
  16. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. BacklogಋೖࢧԉϓϩάϥϜ https://backlog.com/ja/introduction-support/ ࠷దͳBacklogͷ׆༻ํ๏ΛఏҊ͠ɺӡ༻͕ఆண͢ΔΑ͏ݸผʹࢧԉ͢ΔαʔϏε ʢ2024೥1݄ఏڙ։࢝ʣ
  17. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ϓϩδΣΫτͷਐΊํ • αʔϏε಺༰͸ΧελϚʔαΫηενʔϜ͕த৺ʹͳͬͯਐΊΔ • …͕ɺαʔϏεҎ֎ʹ΋ߟ͑Δ͜ͱ͕ଟ͍ ◦ ίϯαϧςΟϯάͷച্ΛͲͷΑ͏ʹܭ্͢Δ͔ʁ ▪ ψʔϥϘ͸SaaSࣄۀ͕ओྗͷͨΊɺਓ͕Քಇ͢Δ͜ͱͰച্ܭ্͢Δ࢓૊Έ͕ͳ͍ ▪ ݪՁ؅ཧɺՔಇ޻਺؅ཧͷݟ௚͕͠ඞཁ ◦ ܖ໿ํ๏ͷݕ౼΍ɺ͓٬༷ͷ༩৴؅ཧ͸ʁ ◦ ΑΓΦϯϘʔσΟϯάΛ࣮֬ʹߦ͏ͨΊɺ͓٬༷ͷར༻ঢ়گσʔλΛऩू͢Δඞཁ͕͋Δ • ౰ॳ͸σʔλऩूͷ͜ͱͰ૬ஊ͕͕͋ͬͨɺͦΕҎ֎΋ڠྗ͢Δ͜ͱʹ
  18. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ΍Δ͜ͱ͕...΍Δ͜ͱ͕ଟ͍ͷͰ·ͱΊΔ • αʔϏε࡞੒ɿΧελϚʔαΫηενʔϜ ◦ ίϯςϯπ࡞੒ ◦ WebαΠτͳͲ • ੥ٻɺձܭॲཧɿൢച؅ཧνʔϜ ◦ ച্ܭ্ํ๏ • ܖ໿ɾ༩৴؅ཧɿ๏຿νʔϜ • ݪՁ؅ཧɾՔಇ޻਺؅ཧɿܦཧνʔϜ • ηʔϧεɺΧελϚʔαϙʔτɺ޿ใɺIR୲౰ͱͷ৘ใڞ༗ • σʔλऩूɿΠϯϋ΢εγεςϜ՝
  19. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ΧελϚʔαΫηενʔϜΛࢧԉ • ϓϩδΣΫτ্ཱͪ͛ͷ͓ख఻͍ ◦ ΠϯηϓγϣϯσοΩͷ࡞੒ࢧԉ ◦ εςʔΫϗϧμʔͷચ͍ग़͠ • σʔλऩू ◦ ର৅ͷ͓٬༷ͷBacklogར༻ঢ়گσʔλΛऩू͢Δ࢓૊Έͷ࡞੒ • ؔ࿈෦ॺͱͷڮ౉͠ ◦ ച্ܭ্ํ๏ ◦ ݪՁ؅ཧํ๏ ◦ ༩৴؅ཧͳͲ ◦ ۀ຿ϋοΫΛ௨ͯࣾ͡಺ۀ຿ʹਫ਼௨͓ͯ͠Γɺ֤෦ॺͱܨ͕Γ΋Ͱ͖͍ͯΔͨΊεϜʔζʹߦ͏͜ͱ͕Ͱ͖ ͨɻ • ඞཁͳௐ੔͝ͱ͸λεΫԽͯ͠Backlogʹ՝୊ొ࿥
  20. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ϋϒͱͯ͠ͷ໾ׂΛՌͨ͢ ΧελϚʔ αΫηε ൢച؅ཧν ʔϜ ๏຿ ΧελϚʔ αϙʔτ ۀ຿ϋοΫνʔϜ ܦཧ
  21. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. ੒ޭͨ͠ཁҼ • ෦ॺؒͷௐ੔ΛεϜʔζʹߦ͏͜ͱ͕Ͱ͖ͨ ◦ ۀ຿ϋοΫΛ௨ͯࣾ͡಺ۀ຿Λཧղ͓ͯ͠Γɺσʔλ׆༻ͳͲΛ௨֤ͯ͡෦ॺͱܨ͕Γ͕Ͱ͖͍ͯͨ͜ ͱ͕໾ཱͬͨ ◦ ΠϯηϓγϣϯσοΩΛ࡞੒͠ɺ໨త΍༏ઌॱҐɺεςʔΫϗϧμʔΛఆ͍ٛͯͨͨ͠Ίɺࠞཚ͕গͳ ͔ͬͨ • ΧελϚʔαΫηενʔϜͷ৘೤ ◦ αʔϏεΛ੒ޭͤ͞Α͏ͱ͍͏೤ҙͱߦಈྗ͕͔ͬͨ͢͝ • ؔ࿈෦ॺͷਓ͕ͨͪͱͯ΋ڠྗతͩͬͨ ◦ ͨͩͰ͑͞๩͍͠ͷʹɺ৽͍͠࢓૊Έͷಋೖʹલ޲͖ʹڠྗͯ͘͠Εͨ • ܦӦਞͷΈͳ͞Μ͕Թ͔͘ݟकͬͯ͘Ε͍ͯͨ
  22. Copyright Nulab Inc. All Rights Reserved. Copyright Nulab Inc. All

    Rights Reserved. DXͷ֊ஈΛ্ΔͨΊʹ͸ • ۀ຿ͷσδλϧԽɾޮ཰Խ͚ͩͰ͸DXͱ͸͍͑ͳ͍͕ɺ͜ΕΛ੒͠਱͛ͳ͍ͱDXͷ ֊ஈ͸ొΕͳ͍ʢ͍͖ͳΓτϥϯεϑΥʔϝʔγϣϯ͸Ͱ͖ͳ͍ʣ • σδλϧԽͱޮ཰ԽͷͨΊʹɺۀ຿ͷղ૾౓Λ্͛Δ • ۀ຿ͷղ૾౓Λ্͛ΔͨΊʹɺ༷ʑͳεΩϧΛ࣋ͬͨҟͳΔ৬छͷࣾһͰڠۀ͢Δ • ۀ຿ͷղ૾౓্͕͕Ε͹ۀ຿ϓϩηε͕ݟ͑ΔԽ͞ΕɺϓϩηεΛมֵͰ͖Δ • ϓϩηεΛมֵͰ͖ΔΑ͏ʹͳΕ͹ɺ૊৫͕มֵ͞Εɺ৽͍͠Ձ஋Λ૑଄Ͱ͖Δ DXͱ͸ʮσδλϧٕज़Ͱ૊৫Λมֵ͠ɺ৽ͨͳՁ஋Λ૑ग़͢Δ͜ͱʯ
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