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dbtvaultはここまでできる

numa
December 14, 2022

 dbtvaultはここまでできる

ちゅらコラボの登壇資料
https://churadata.connpass.com/event/265852/

numa

December 14, 2022
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  1. ECUWBVMU͸͜͜·ͰͰ͖Δ  ͪΎΒσʔλגࣜձࣾ $50 ඛপ ༤ଠ ˜$IVSB%"5"JOD

  2. ࣗݾ঺հ ˜$IVSB%"5"JOD ͪΎΒσʔλגࣜձࣾ $50 %"56.456%*0גࣜձࣾ ࣥߦ໾һ ɾ໊લɿඛপ ༤ଠʢ!GPVSTVFʣ ɾಛٕɿσʔλΤϯδχΞϦϯά ɾ࢓ࣄɿσʔλʹ·ͭΘΔΤτητϥ

    ೥ʹ Ϋϥ΢υ%8 ͷ 4OPXGMBLFࣾ ͔Β %BUB)FSPPGUIFZFBSʹબ͹ΕͨΓͯ͠·͢ ೥΋%BUB4VQFSIFSP ʹબ͹ΕͨΒ͍͠ ˞%8σʔλ΢ΣΞϋ΢ε
  3. Ұॠձࣾ঺հ ˜$IVSB%"5"JOD

  4. @churadata ݄ʹҰ౓։࠵ͷ ϥΠϒ഑৴൪૊ ͪΎΒίϥϘ ࠷৽ͷΠϕϯτ৘ใ͸ ຖճҟͳΔςʔϚͰ༷ʑͳاۀ༷ͱ5FDIτʔΫΛ͢Δ Ͱ΋ਵ࣌ൃ৴͍ͯ͠·͢ ೔ʑͷ৘ใൃ৴ ٕज़ϒϩά ࠾༻৘ใ

    ΧδϡΞϧ໘ஊ
  5. "(&/%" ˜$IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- ࠓ೔ͷ͓඼ॻ͖ • %BUB7BVMU ͱ ECUWBVMU ͱ ͜Ε·ͰͷৼΓฦΓ •

    ࠓ೔ͷຊฤ #VTJOFTT7BVMU • 1*5 • #SJEHF • ͓·͚ • 5SBOTBDUJPOBM-JOL
  6. 8IBUJTECUWBVMU ˜$IVSB%"5"JOD

  7. ˜$IVSB%"5"JOD • ECUWBVMU͸%BUB7BVMUσʔλ΢ΣΞϋ΢εΛߏங͢ΔͨΊͷECUύοέʔδ • %BUB7BVMU Ҏ߱%7 ͸ɺϋΠεέʔϥϒϧͳΤϯλʔϓϥΠζσʔλ΢ΣΞϋ΢εΛ ߏங͢ΔͨΊͷΞδϟΠϧͳख๏ • ΞδϟΠϧख๏ͳͷͰɺͱΓ͋͑ͣͲΜͲΜ࡞ͬͯɺ࢖͍ͳ͕Βվળ͍͚ͯ͠Δ

    ECUWBVMUͱ͸ 'JMF 4UBHF %8 0-51 %BUBCBTF ۀ຿ΞϓϦ -BOEJOH "SFB 3BX 7BMVU #VTJOFTT 7BVMU %BUB.BSUT $47 $47 %BUB7BVMUͷ ૚ΞʔΩςΫνϟ #*΍Ϩϙʔτ
  8. ˜$IVSB%"5"JOD  3BX4UBHJOH -BZFSΛ࡞Δ  )BTIFE4UBHJOH-BZUFSΛ࡞Δ  3BX 7BVMUΛ࡞Δ •

    )VC • -JOL • 5SBOTBDUJPOBM-JOLT • 4BUFMMJUF • .VMUJ"DUJWF4BUFMMJUFT • &GGFDUJWJUZ4BUFMMJUFT • &YUFOEFE5SBDLJOH4BUFMMJUFT  #VTJOFTT7BVMUΛ࡞Δ • 1PJOU*O5JNF 1*5 UBCMFT • #SJEHF5BCMFT  %BUB.BSU *OGPSNBUJPO.BSU Λ࡞Δ • 4UBS4DIFNB΍େ෱ாςʔϒϧ %BUB7BVMUΛߏங͢ΔྲྀΕ
  9. ˜$IVSB%"5"JOD  3BX4UBHJOH -BZFSΛ࡞Δ  )BTIFE4UBHJOH-BZUFSΛ࡞Δ  3BX 7BVMUΛ࡞Δ •

    )VC • -JOL • 5SBOTBDUJPOBM-JOLT • 4BUFMMJUF • .VMUJ"DUJWF4BUFMMJUFT • &GGFDUJWJUZ4BUFMMJUFT • &YUFOEFE5SBDLJOH4BUFMMJUFT  #VTJOFTT7BVMUΛ࡞Δ • 1PJOU*O5JNF 1*5 UBCMFT • #SJEHF5BCMFT  %BUB.BSU *OGPSNBUJPO.BSU Λ࡞Δ • 4UBS4DIFNB΍େ෱ாςʔϒϧ %BUB7BVMUΛߏங͢ΔྲྀΕ #VTJOFTT7BVMUͷཁૉ • 1*5 • #SJEHF %BUB7BVMU 3BX7BVMU ཁૉ • )VC • -JOL • 4BUFMMJUF
  10. ˜$IVSB%"5"JOD  3BX4UBHJOH -BZFSΛ࡞Δ  )BTIFE4UBHJOH-BZUFSΛ࡞Δ  3BX 7BVMUΛ࡞Δ •

    )VC • -JOL • 5SBOTBDUJPOBM-JOLT • 4BUFMMJUF • .VMUJ"DUJWF4BUFMMJUFT • &GGFDUJWJUZ4BUFMMJUFT • &YUFOEFE5SBDLJOH4BUFMMJUFT  #VTJOFTT7BVMUΛ࡞Δ • 1PJOU*O5JNF 1*5 UBCMFT • #SJEHF5BCMFT  %BUB.BSU *OGPSNBUJPO.BSU Λ࡞Δ • 4UBS4DIFNB΍େ෱ாςʔϒϧ %BUB7BVMUΛߏங͢ΔྲྀΕ ECUWBVMU͸͜ͷ͋ͨΓΛ Χόʔ
  11. ˜$IVSB%"5"JOD • ݄ͷͪΎΒίϥϘͷʮ%BUB7BVMUΛ͝঺հʯʹͯ • IUUQTTQFBLFSEFDLDPNGPVSTVFEBUBWBVMUEPUXPHPTIBPKJF • ಈըɿIUUQTZPVUVCF$3(SMSQ" • ಺༰ •

    %BUB7BVMUͷྺ࢙ɾ֓ཁ • 3BX7BVMUͷཁૉ • )VC • -JOL • 4BU • Λ঺հ͠·ͨ͠ աڈͷࢿྉͰ͸ᶃ
  12. ˜$IVSB%"5"JOD • ݄ͷ ECU 5PLZP.FFUVQͰ͸ʮECUWBVMUPO4OPXGMBLFʯʹͯ • IUUQTTQFBLFSEFDLDPNGPVSTVFECUWBVMUPOTOPXGMBLF • ΠϕϯτಈըɿIUUQTZPVUVCF4:TJ3'3-(X •

    ϥΠϒίʔσΟϯάσϞಈըऔΓ௚͠ɿIUUQTZPVUVCFH-/3CW/3&D • ಺༰ • ECUWBVMUͷ঺հ • )VCɺ-JOLɺ4BUͷσϞ աڈͷࢿྉͰ͸ᶄ
  13. ˜$IVSB%"5"JOD ֤%8΁ͷରԠঢ়گ /FX <W> %BUBCSJDLTͱ1PTUHSFT͕ ૿͑ͨΑʂ

  14. ࠓ೔͸ #VTJOFTT7BVMU Λ঺հ͠Α͏ ˜$IVSB%"5"JOD

  15. ˜$IVSB%"5"JOD • #VTJOFTT7BVMU͸ 3BX7BVMUͱ*OGPNBUJPO.BSUͷதؒϨΠϠʔͱͯ͠ଘࡏ͠·͢ • ࠶ར༻ՄೳͳϏδωεϧʔϧ͕ద༻͞ΕͨϨΠϠʔͰ͢ɻ • Ϟσϧͱͯ͠͸ɺԼهͷͭ • 1*5ςʔϒϧ

    • #SJEHFςʔϒϧ #VTJOFTT7BVMU
  16. 1*5ςʔϒϧ ˜$IVSB%"5"JOD

  17. ˜$IVSB%"5"JOD • 1*5ςʔϒϧ͸ɺ)VC͕࣋ͭෳ਺ͷ4BUFMMJUFΛΫΤϦʔ͢ΔͷΛָʹ͢ΔͨΊʹ࡞Δ ςʔϒϧͰ͢ 1*5ςʔϒϧ )[email protected]&NQMPZFF [email protected]&[email protected]$POUBDT &[email protected]*5 • )[email protected]&[email protected],FZ

    • 1*[email protected]@%54 • /[email protected]@%54 • "[email protected]@%54 • [email protected]@%54 • [email protected]@%54 [email protected]&[email protected]$PNQFTBUJPO [email protected]&[email protected]/BNF [email protected]&[email protected]"EESFTT
  18. ˜$IVSB%"5"JOD • )VCͱ4BUFMMJUFΛδϣΠϯͯ͋͠Δ೔ͷݩςʔϒϧΛ࡞Γ͍ͨͱ͖ɺΊͬͪΌͰ͔͍Ϋ ΤϦΛॻ͘ඞཁ͕͋Δ 1*5ςʔϒϧ͸ԿΛղܾ͍͔ͨ͠  ैۀһ)VCΛத৺ʹ4BUFMJUFΛδϣΠϯ͍ͯ͘͠ྫ 4&-&$5))6#@&.1-0:&&@,&: )&.1-0:&&@*% 4'*[email protected]/".&

    4-"[email protected]/".&  4)*3&@%"5& $4"-"3: '30.)6#@&.1-0:&&) +0*/4"[email protected]&.1-0:&&@/".&4 0/))6#@&.1-0:&&@,&:4)6#@&.1-0:&&@,&: "/%44"[email protected]"%@%54 4&-&$5 ."9 44"[email protected]"%@%54 '30.4"[email protected]&.1-0:&&@/".&4 8)&3&))6#@&.1-0:&&@,&:4)6#@&.1-0:&&@,&: "/%44"[email protected]"%@%54  +0*/4"[email protected]&.1-0:&&@$0.1&/4"5*0/$ 0/))6#@&.1-0:&&@,&:$)6#@&.1-0:&&@,&: "/%$4"[email protected]"%@%54 4&-&$5 ."9 44"[email protected]"%@%54 '30.4"[email protected]&.1-0:&&@$0.1&/4"5*0/4 8)&3&))6#@&.1-0:&&@,&:4)6#@&.1-0:&&@,&: "/%44"[email protected]"%@%54  ɾɾɾ 4BUFMMJUFͷδϣΠϯͱαϒΫΤϦ͕ଓ͘ ɾɾɾ  )VCͷ),͝ͱʹɺ4BUFMMJUF͔Β Ҏલͷϩʔυ೔ͷ .BYΛऔ͖ͬͯͯɺ࠷৽ͷ 4BUFMMJUFΛऔಘ  ͦΕΛ4BUFMMJUF͝ͱʹ܁Γฦ͢
  19. ˜$IVSB%"5"JOD • )VCͱ4BUFMMJUFΛδϣΠϯͯ͋͠Δ೔ͷݩςʔϒϧΛ࡞Γ͍ͨͱ͖ɺΊͬͪΌͰ͔͍Ϋ ΤϦΛॻ͘ඞཁ͕͋Δ 1*5ςʔϒϧ͸ԿΛղܾ͍͔ͨ͠  ैۀһ)VCΛத৺ʹ4BUFMJUFΛδϣΠϯ͍ͯ͘͠ྫ 4&-&$5))6#@&.1-0:&&@,&: )&.1-0:&&@*% 4'*[email protected]/".&

    4-"[email protected]/".&  4)*3&@%"5& $4"-"3: '30.)6#@&.1-0:&&) +0*/4"[email protected]&.1-0:&&@/".&4 0/))6#@&.1-0:&&@,&:4)6#@&.1-0:&&@,&: "/%44"[email protected]"%@%54 4&-&$5 ."9 44"[email protected]"%@%54 '30.4"[email protected]&.1-0:&&@/".&4 8)&3&))6#@&.1-0:&&@,&:4)6#@&.1-0:&&@,&: "/%44"[email protected]"%@%54  +0*/4"[email protected]&.1-0:&&@$0.1&/4"5*0/$ 0/))6#@&.1-0:&&@,&:$)6#@&.1-0:&&@,&: "/%$4"[email protected]"%@%54 4&-&$5 ."9 44"[email protected]"%@%54 '30.4"[email protected]&.1-0:&&@$0.1&/4"5*0/4 8)&3&))6#@&.1-0:&&@,&:4)6#@&.1-0:&&@,&: "/%44"[email protected]"%@%54  ɾɾɾ 4BUFMMJUFͷδϣΠϯͱαϒΫΤϦ͕ଓ͘ ɾɾɾ %BUB7BVMU͸ ཤྺςʔϒϧʹͳͬͯΔ͔Β Ϣʔβ͕ΫΤϦ͢Δͱ ͪΐͬͱେม
  20. 1*5ςʔϒϧΛ࢖͏ͱ ˜$IVSB%"5"JOD

  21. ˜$IVSB%"5"JOD • 1*5ςʔϒϧΛ࢖͏͜ͱͰɺδϣΠϯָ͕ʹͳΔ 1*5ςʔϒϧ͸ԿΛղܾ͍͔ͨ͠  ैۀһ)VCΛத৺ʹ4BUFMJUFΛδϣΠϯ͍ͯ͘͠ྫ 4&-&$5))6#@&.1-0:&&@,&: )&.1-0:&&@*% 4'*[email protected]/".& 4-"[email protected]/".&

     4)*3&@%"5& $4"-"3: '30.)6#@&.1-0:&&) +0*/4"[email protected]&.1-0:&&@/".&4 0/))6#@&.1-0:&&@,&:4)6#@&.1-0:&&@,&: +0*/4"[email protected]&.1-0:&&@$0.1&/4"5*0/$ 0/))6#@&.1-0:&&@,&:$)6#@&.1-0:&&@,&: +0*/ &.1-0:&&@1*5 1 0/))6#@&.1-0:&&@,&:1)6#@&.1-0:&&@,&: "/%11*[email protected]"%@%54 "/%1/".&@-0"%@%5444"[email protected]"%@%54 "/%1$0.&/4"5*0/@-0"%@%54$4"[email protected]"%@%54 &[email protected]*5 • )[email protected]&[email protected],FZ • 1*[email protected]@%54 • /[email protected]@%54 • "[email protected]@%54 • [email protected]@%54 • [email protected]@%54
  22. Θ͓ʂ 1*5ςʔϒϧͷ͓͔͛Ͱ ෼ੳۀ຿͕௙Γͦ͏ʂ ˜$IVSB%"5"JOD

  23. 1*5ςʔϒϧͷੜ੒େมͦ͏ʁ ˜$IVSB%"5"JOD

  24. ECUWBVMUͰͰ͖·͢ʂ ˜$IVSB%"5"JOD

  25. ˜$IVSB%"5"JOD • QJUϚΫϩΛ࢖͏ • Ҿ਺  [email protected] ʜ )VCͷϞσϧ໊ 

    [email protected] ʜ )VCͷ1SJNBSZ,FZ໊  [email protected]@[email protected] ʜ "TPG%BUFςʔϒϧ໊ ޙड़  TBUFMMJUFT ʜ 4BUFMMJUFTͷσΟΫγϣφϦ  [email protected]@MEUT ʜ εςʔδςʔϒϧͷσΟΫγϣφϦ  [email protected] ʜ )VCͷ-PBE%BUF5JNF4UBNQΧϥϜ໊ • ϞσϧͰͷQJUϚΫϩͷྫ • \\ECUWBVMUQJU [email protected][email protected] [email protected][email protected] [email protected]@[email protected][email protected]@[email protected] TBUFMMJUFTTBUFMMJUFT [email protected][email protected] [email protected][email protected] ^^ ECUWBVMUͰ1*5ςʔϒϧΛ࡞ΔQJUϚΫϩ
  26. QJUϚΫϩ͸ ݸͷҾ਺Λॻ͚ͩ͘Ͱʜ ˜$IVSB%"5"JOD

  27. '30.%#57"6-55&45"[email protected]'@%"5& [email protected]@[email protected]"4 4&-&$5.*/ -0"%@%"5&5*.& "4-"[email protected]"'&@-0"%@%"5&5*.& '30. 4&-&$5.*/ -0"%@%"5& "4-0"%@%"5&5*.&'30. %#57"6-55&4545(@$6450.&[email protected]%&5"*-4

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  28. ˜$IVSB%"5"JOD • 1*5 1PJOU*O5JNF ͸ʮ͋Δ࣌఺ͷʯ͜ͱ • 1*5ςʔϒϧΛੜ੒͢Δʹ͸ɺʮࠓ೔ʯ΍ʮ͋Δ೔ʯͷΑ͏ͳɺσʔλΛੜ੒͢Δ࣌఺ Λࢦఆ͢Δඞཁ͕͋Γ·͢ɻ • ECUWBVMUͰ͸1*5Λ൚༻తʹ࢖͑ΔΑ͏ʹɺʮ"T0G%BUF5BCMFʯͱ͍͏࢓૊ΈΛ࠾༻

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  29. #SJEHFςʔϒϧ ˜$IVSB%"5"JOD

  30. ˜$IVSB%"5"JOD • 1*5ςʔϒϧͱಉ༷ʹɺΫΤϦΛָʹ͢ΔͨΊͷςʔϒϧ • ΫΤϦΛָʹ͢Δ͚ͩ͡Όͳͯ͘ɺύϑΥʔϚϯεվળ΋໨తͷҰͭ • #SJEHFςʔϒϧ͸4BUFMMJUFͷδϣΠϯՄೳͳྻͱར༻͍ͨ͠ྻΛ΋ͬͨςʔϒϧ #SJEHFςʔϒϧͱ͸ )[email protected] UJPO

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  31. ˜$IVSB%"5"JOD • %BUB7BVMUΛ࢖͏ͱͲ͏ͯ͠΋δϣΠϯ͕૿͑ͯΔɻྫ͑͹ɺୈਖ਼نܕͳΒςʔϒ ϧͷδϣΠϯͰࡁΉ΋ͷ͕ςʔϒϧͷδϣΠϯ͕ඞཁͩͬͨΓͯ͠େมɻ • ͞ΒʹδϣΠϯ͢Δ৚݅ʹϩʔυ೔Λ௥Ճ͢ΔͳͲΫΤϦ͕ෳࡶʹͳΓ͕ͪ ͳͥ#SJEHFςʔϒϧ͕ඞཁͳͷ͔ -PDBUJPO $PVOUSZ 3FHJPO

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  32. ˜$IVSB%"5"JOD • %BUB7BVMUΛ࢖͏ͱͲ͏ͯ͠΋δϣΠϯ͕૿͑ͯΔɻྫ͑͹ɺୈਖ਼نܕͳΒςʔϒ ϧͷδϣΠϯͰࡁΉ΋ͷ͕ςʔϒϧͷδϣΠϯ͕ඞཁͩͬͨΓͯ͠େมɻ • ͞ΒʹδϣΠϯ͢Δ৚݅ʹϩʔυ೔Λ௥Ճ͢ΔͳͲΫΤϦ͕ෳࡶʹͳΓ͕ͪ ͳͥ#SJEHFςʔϒϧ͕ඞཁͳͷ͔ -PDBUJPO $PVOUSZ 3FHJPO

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  33. Θ͓ʂ #SJEHFςʔϒϧͷ͓͔͛Ͱ ෼ੳۀ຿͕௙Γͦ͏ʂ ˜$IVSB%"5"JOD

  34. #SJEHFςʔϒϧͷੜ੒େมͦ͏ʁ ˜$IVSB%"5"JOD

  35. ECUWBVMUͰͰ͖·͢ʂ ˜$IVSB%"5"JOD

  36. ˜$IVSB%"5"JOD • CSJEHFϚΫϩΛ࢖͏ • Ҿ਺  [email protected] ʜ )VCͷϞσϧ໊ 

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  37. CSJEHFϚΫϩ͸ ݸͷҾ਺Λॻ͚ͩ͘Ͱʜ ˜$IVSB%"5"JOD

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  39. #VTJOFTT7BVMU ͸͜ͷͭ 1*5ςʔϒϧ #SJEHFςʔϒϧ ˜$IVSB%"5"JOD

  40. Ϗδωεཁ݅ʹԠͯ͡ɺόϯόϯ࡞ͬͯ͜͏ ˜$IVSB%"5"JOD

  41. ྫ̍ 1*5΍#SJEHFΛ Ϛʔτͷݩςʔϒϧͱͯ͠ ˜$IVSB%"5"JOD

  42. ྫ̎ 1*5΍#SJEHFΛ 'BDU΍%JNFOTJPOͷݩςʔϒϧʹ ˜$IVSB%"5"JOD

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