Lookerを活用した可視化・分析業務の実践/Practice of visualization and analysis work using Looker in Developers IO 2019 by shinyaa31

by shinyaa31

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-PPLFSΛ׆༻ͨ͠ՄࢹԽɾ෼ੳۀ຿ͷ࣮ફ ʴ-PPLFSˍ5BCMFBVͷൺֱͱ࢖͍෼͚ σʔλΞφϦςΟΫεࣄۀຊ෦ɹΠϯςάϨʔγϣϯ෦ ͠Μ΍ !TIJOZBB

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εϥΠυ͸ޙͰೖख͢Δ͜ͱ͕ग़དྷ·͢ͷͰ ൃදதͷ಺༰ΛϝϞ͢Δඞཁ͸͋Γ·ͤΜɻ ࣸਅࡱӨΛ͢Δ৔߹͸ ϑϥογϡɾγϟολʔԻ͕ग़ͳ͍Α͏ʹ͝഑ྀ͍ͩ͘͞ Attention

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ຊ೔ͷΠϕϯτϋογϡλά͸ʜ #cmdevio

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ࣗݾ঺հ ͠Μ΍ "84ίϯαϧςΟϯά෦ʹݱ"84ࣄۀຊ෦ͷલ਎ IUUQTEFWDMBTTNFUIPEKQBVUIPSTIJOZBB @shinyaa31 #cmdevio ೥݄ɿΫϥεϝιου+0*/    ೥݄ʙɿσʔλΠϯςάϨʔγϣϯ෦  ೥݄ʙɿσʔλΞφϦςΟΫεࣄۀຊ෦ ɾΫϥϝι೥໨  ɾ$4" ΧελϚʔετʔϦʔΞφϦςΟΫε Ϧʔμʔ  ɾ޷͖ͳ"84αʔϏεɿ"NB[PO3FETIJGU  ɾ޷͖ͳөըɿϚουϚοΫεౖΓͷσεɾϩʔυ өըؗͰͷ௨ࢉࢹௌճ਺ɿճ   ɾ޷͖ͳ4803%ɿୡຏҰՈ  ɾ޷͖ͳՄࢹԽɿ஍ਤΛ׆༻ͨ͠΋ͷ

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%FWFMPQFST*0౤ߘݱࡏͷྦྷܭ౤ߘຊ਺ ྦྷܭຊΛಥഁɺઅ໨ͷຊ·Ͱ͋ͱҰଉ ˞౤ߘຊ਺͸೥݄೔ݱࡏͷ৘ใͰ͢ #cmdevio

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໿ຊ͕ࢲͷ౤ߘͰ͢ ೥࿈ଓz೥ؒຊ౤ߘzܧଓத %FWFMPQFST*0౤ߘશຊ௒ͷ͏ͪ ˞౤ߘຊ਺͸೥݄೔ݱࡏͷ৘ใͰ͢ #cmdevio

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ݸਓผ౤ߘ#*ɾ෼ੳपΓͷมભ #cmdevio ˞౤ߘຊ਺͸೥݄೔ݱࡏͷ৘ใͰ͢

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ຊ೔ͷ͜ͷηογϣϯͰ͸ ࣍ੈ୅ͷσʔλϓϥοτϑΥʔϜ ʰ-PPLFSʱʹ͍ͭͯ ͓࿩͍͖͍ͯͨ͠͠ͱࢥ͍·͢ʂ #cmdevio

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ͳ͓ɺຊ೔ͷ%FWFMPQFST*050,:0Ͱ͸ʜ ౰Πϕϯτϥϯνηογϣϯʹͯ  -PPLFS࿇஑͞Μʹ͓࿩͠௖͖·ͨ͠ɻ #cmdevio <Ϩϙʔτ>ୈੈ୅#*-PPLFSͷັྗͱ͸ -PPLFS࿇஑୓࠸ࢯ r%FWFMPQFST*0JO50,:0DNEFWJPʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTDNEFWJPUPLZPSFQPSUMPPLFSSEHFOFSBUJPOEBUBQMBUGPSN

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ຊ೔ͷ͜ͷηογϣϯΛ͝ཡ௖͍ͨޙͷΠϝʔδ ɾ-PPLFSͷ֓ཁΛ೺Ѳ ɾ-PPLFSͷར༻ΠϝʔδΛ೺Ѳ ɾ-PPLFSͷڧΈɺಛ௃Λ೺Ѳ ɾʰ-PPLFSɺྑ͍ͶʱͱͳΔ ˠ-PPLFSΛ࢖ͬͯΈΔ #cmdevio

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ΞδΣϯμ ɾࣗݾ঺հˍΠϯτϩ ෼ ɾ-PPLFS֓ཁˍ(PPHMFʹΑΔങऩͷӨڹ ෼ ɾ-PPLFSͷར׆༻Πϝʔδ ෼ ɾ-PPLFSͱ5BCMFBVɺͲͬͪΛ࢖͏ʁͲͬͪ΋࢖͏ʁ ෼ ɾ·ͱΊ ෼ #cmdevio

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ΞδΣϯμ ɾࣗݾ঺հˍΠϯτϩ ෼ ɾ-PPLFS֓ཁˍ(PPHMFʹΑΔങऩͷӨڹ ෼ ɾ-PPLFSͷར׆༻Πϝʔδ ෼ ɾ-PPLFSͱ5BCMFBVɺͲͬͪΛ࢖͏ʁͲͬͪ΋࢖͏ʁ ෼ ɾ·ͱΊ ෼ #cmdevio

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-PPLFS֓ཁ

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-PPLFS ϧοΧʔ #cmdevio https://looker.com/ ࣍ੈ୅ͷσʔλϓϥοτϑΥʔϜʮ-PPLFSʯػೳ֓ཁ·ͱΊMPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTMPPLFSPWFSWJFX

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-PPLFSͱ͸ͲΜͳ΋ͷͳͷ͔ɿݸਓత௒ͬ͘͟Γཁ఺·ͱΊ ɾσʔλͷՄࢹԽɺ෼ੳɺڞ༗ͷͨΊͷ৔ॴ΍ػೳΛఏڙ͢Δ  ɹʰσʔλϓϥοτϑΥʔϜʱɻ  ɾσʔλͷ४උ͸ैདྷ௨Γɺ%#%8)ଆͰߦ͓ͬͯ͘ඞཁΞϦ  ɾ8FC6*Λհ֤ͯ͠छૢ࡞Λߦ͏ ϒϥ΢βͷΈσεΫτοϓΞϓϦແ͠   ɾ-PPL.-ͱ͍͏ݴޠΛ࢖ͬͯཁૉͷ࡞੒ɺઃఆΛߦ͏  ɾσʔλϕʔε΍σʔλ΢ΣΞϋ΢εʹͷΈରԠ͠ɺ  ɹϩʔΧϧϑΝΠϧ͸ඇରԠ Ұ୴ԿΒ͔ͷ؀ڥʹऔΓࠐΉඞཁ༗Γ   ɾσʔλͷ৘ใΛϓϥοτϑΥʔϜ಺෦ʹอ࣋͠ͳ͍  ɾ(JU࿈ܞʹඪ४ରԠʰΦϨΦϨఆٛˍՄࢹԽʱཚཱΛ๷ࢭ  ɾ֤छ֎෦ΞϓϦ΍αʔϏεͱͷॊೈͳ࿈ܞʹରԠ  ɾҹ৅ͱͯ͠͸ʰ͔Ώ͍ͱ͜Ζʹख͕ಧ͘ɺศརͳαʔϏεʱɻ #cmdevio

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-PPLFS֓ཁ ࣍ੈ୅ͷσʔλϓϥοτϑΥʔϜʮ-PPLFSʯػೳ֓ཁ·ͱΊMPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTMPPLFSPWFSWJFX #cmdevio

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-PPLFS֓ཁ ࣍ੈ୅ͷσʔλϓϥοτϑΥʔϜʮ-PPLFSʯػೳ֓ཁ·ͱΊMPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTMPPLFSPWFSWJFX #cmdevio

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-PPLFS֓ཁ -PPLFS%BUBCBTFUP%BTICPBSE5FDIOJDBM%FNP:PV5VCF IUUQTXXXZPVUVCFDPNXBUDI W)#H+8$#00;H #cmdevio

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σʔλϕʔε઀ଓઃఆɿ -PPLFS֓ཁ %BUBCBTF#VTJOFTT*OUFMMJHFODF #* "OBMZUJDT4PGUXBSFc-PPLFS IUUQTMPPLFSDPNTPMVUJPOTEBUBCBTFT -PPLFSͷରԠσʔλιʔεʹ͍ͭͯMPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTMPPLFSBWBJMBCMFEBUBTPVSDFT ɾ༧Ί༻ҙ͓͍ͯͨ͠σʔλϕʔε؀ڥΛࢦఆ ɾʮ઀ଓ $POOFDUJPO ʯͷܗͰར༻ग़དྷΔΑ͏ʹ ɹ-PPLFSʹઃఆΛొ࿥͓ͯ͘͠ ɾجຊతͳ઀ଓઃఆ ɾͦͷଞৄࡉͳ߲໨ ӬଓԽͳͲ ΋ઃఆՄೳ ɾओཁͳ%#ɺ%8)͸͍͍ͩͨରԠ #cmdevio

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ϞσϧɺΤΫεϓϩʔϥɺϏϡʔͷ࡞੒ͱฤूઃఆɿ -PPLFS֓ཁ 6OEFSTUBOEJOH.PEFMBOE7JFX'JMFTIUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFENPEFMEFWFMPQNFOU FYQMPSFIUUQTEPDTMPPLFSDPNSFGFSFODFFYQMPSFQBSBNTFYQMPSF WJFXIUUQTEPDTMPPLFSDPNSFGFSFODFWJFXQBSBNTWJFX ɾ-PPLFSͷߏ੒ཁૉΛฤू ɾ-PPL.-ͱ͍͏ઃఆݴޠΛ࢖͏ #cmdevio

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&YQMPSFΛ࢖ͬͯσʔλΛ୳ࡧɿ -PPLFS֓ཁ -PPLFSͰͷσʔλ୳ࡧIUUQTEPDTMPPLFSDPNKBFYQMPSJOHEBUBFYQMPSJOHEBUB -PPLFSͰͷσʔλ୳ࡧͷجຊ৘ใIUUQTEPDTMPPLFSDPNKBFYQMPSJOHEBUB ɾσʔλΛ୳ࡧ &YQMPSF ͢Δػೳ ɾ༻ҙͨ͠Ϟσϧ .PEFM ͔Β  ɹσʔλΛݟͯ෼ੳΛ͠ͳ͕Β ɹϏϡʔ 7JFXl-PPLz Λ࡞੒ͨ͠Γ  ɹμογϡϘʔυΛ࡞͍ͬͯ͘ #cmdevio

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-PPLFSϓϩδΣΫτΛ(JUϦϙδτϦͱ࿈ܞɿ -PPLFS֓ཁ 6TJOH7FSTJPO$POUSPMBOE%FQMPZJOH IUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFEWFSTJPODPOUSPMBOEEFQMPZJOHDIBOHFT ɾϓϩδΣΫτ୯ҐͰɺ೚ҙͷ(JUϦϙδτϦͱ ɹεϜʔζͳ࿈ܞ͕Մೳ ɾ(JUϦϙδτϦ͸جຊతʹ͸Ϣʔβଆ͕༻ҙ ɾ(JUૢ࡞͸ը໘6*͔Βૢ࡞ ɾ(JUϦϙδτϦͱ࿈ܞͯ͠ຊ൪ϦϦʔε͠ͳ͍ͱ  ɹग़དྷͳ͍ػೳ΋ଟ͍ʹඞવతʹ(JU࿈ܞ͕ߦ͑ɺ  ɹԁ׈ͳιʔείʔυ؅ཧ͕࣮ݱՄೳ #cmdevio

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֎෦σʔλ࿈ܞɿ -PPLFS֓ཁ 4FOEJOH%BUB/PXIUUQTEPDTMPPLFSDPNTIBSJOHBOEQVCMJTIJOHTDIFEVMJOHBOETIBSJOHTFOEPODF 4IBSJOH%BUBIUUQTEPDTMPPLFSDPNTIBSJOHBOEQVCMJTIJOHTIBSJOHEBUB ɾ-PPLFSͰ͸ɺ੒Ռ෺Λ༷ʑͳܗͰ  ɹڞ༗ɺ࿈ܞ͕Մೳ ɾεέδϡʔϧࢦఆ΋Մೳ ɾ୯७ʹμ΢ϯϩʔυ΋Մೳ #cmdevio

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ϏϡʔɾμογϡϘʔυฤूɿ -PPLFS֓ཁ #VJMEJOH-PPL.-%BTICPBSETIUUQTEPDTMPPLFSDPNKBEBTICPBSETDSFBUJOHMPPLNMEBTICPBSET ɾϞσϧ͔Β৘ใΛ୳ࡧˍՄࢹԽ  ɾͦͷ಺༰Λʮ-PPLʯͱͯ͠อଘ  ɹ -PPL୯ҰάϥϑɺϏϡʔ   ɾ-PPLΛ·ͱΊͯμογϡϘʔυʹ ɾఆٛ͸-PPL.-ͱͯ͠؅ཧ #cmdevio

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"DUJPO)VCɿ -PPLFS֓ཁ "ENJO4FUUJOHT"DUJPOTIUUQTEPDTMPPLFSDPNBENJOPQUJPOTQMBUGPSNBDUJPOT 4IBSJOH%BUB5ISPVHIBO"DUJPO)VCIUUQTEPDTMPPLFSDPNTIBSJOHBOEQVCMJTIJOHBDUJPOIVC ɾ-PPLFSͱ౷߹͞ΕͨαʔυύʔςΟ ɹαʔϏεʹίϯςϯπΛ഑৴ग़དྷΔػೳ ɾγϯϓϧͳσʔλ഑৴͚ͩͰͳ͍ ɹαʔϏεʹԠͨ͡৘ใɺૢ࡞࿈ܞ͕Մೳʹ #cmdevio

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-PPLFS#MPDLTɿ -PPLFS֓ཁ "DDFMFSBUFZPVS"OBMZUJDTXJUI-PPLFS#MPDLTc-PPLFSIUUQTMPPLFSDPNQMBUGPSNCMPDLT 3FETIJGU0QUJNJ[BUJPOCZ"84c-PPLFSIUUQTMPPLFSDPNQMBUGPSNCMPDLTTPVSDFSFETIJGUPQUJNJ[BUJPOCZBXT ɾ෼ੳΛՃ଎ͤ͞ΔͨΊʹར༻͢Δ͜ͱ͕ग़དྷΔɺ ɹࣄલʹߏங͞Εͨॲཧίʔυͷմ #MPDL ɺ ɹʰ෼ੳςϯϓϨʔτʱͷΑ͏ͳ΋ͷ ɾؔ࿈ϑΝΠϧΛϓϩδΣΫτʹऔΓࠐΈɺઃఆΛ ɹฤू͢Δ͚ͩͰ࠶ར༻͕Մೳʹ ɾ༻్ɺछྨ͸ଟذʹ౉Δ ɹɾ෼ੳϒϩοΫ ɹɾιʔεϒϩοΫ ɹɾσʔλϒϩοΫ ɹɾσʔλπʔϧ ɹɾՄࢹԽϒϩοΫ ɹɾຒΊࠐΈϒϩοΫ #cmdevio

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1PXFSFECZ-PPLFSɿ -PPLFS֓ཁ 1PXFSFECZ-PPLFSc-PPLFS  IUUQTMPPLFSDPNOFXTQSFTTMPPLFSFYQBOETFNCFEEFECJQSPHSBNXJUIUIFMBVODIPGQPXFSFECZMPPLFS <Ϩϙʔτ>ύωϧσΟεΧογϣϯʰ&NCFEEFE"OBMZUJDTͷՄೳੑʱr+PJOɿUIF5PVS5PLZPMPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTSFQPSUMPPLFSKPJOUIFUPVSUPLZPQBOFMEJTDVTTJPOFNCFEEFEBOBMZUJDT ɾ-PPLFSͷਪਐ͢ΔʰຒΊࠐΈ෼ੳʱ  ɾ"1*ܦ༝Ͱ༷ʑͳΞϓϦέʔγϣϯʹ-PPLFSΛ  ɹlຒΊࠐΉl &NCFE ͜ͱ͕ग़དྷΔ  ɾํࣜ͸༷ʑͳܗͰ࣮ݱՄೳ ɹɾύϒϦοΫ ɹɾϓϥΠϕʔτ ɹɾγϯάϧαΠϯΦϯ ɹɾΫϩʔζυ #cmdevio

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(PPHMFʹΑΔങऩͷӨڹ

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(PPHMFʹΑΔ-PPLFSങऩͷൃද͕͋Γ·ͨ͠ (PPHMFUP"DRVJSF-PPLFSc(PPHMF$MPVE#MPH IUUQTDMPVEHPPHMFDPNCMPHUPQJDTJOTJEFHPPHMFDMPVEFYQBOEJOHPVSQMBUGPSNGPSCVTJOFTTJOUFMMJHFODFBOEFNCFEEFEBOBMZUJDT -PPLFSUP+PJO(PPHMF$MPVEc-PPLFS IUUQTMPPLFSDPNCMPHMPPLFSUPKPJOHPPHMFDMPVE ɾ೥݄೔ൃද  ɾݱࡏ͸ॾʑͷௐ੔ରԠத  ɾͪͳΈʹ͜ͷ਺೔ޙɺ  ɹ4BMFTGPSDF͕5BCMFBVങऩΛൃද #cmdevio

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͜ͷχϡʔεɺΫϥϝιࣾ಺΋͟Θ͖ͭ·ͨ͠ w ʰ"NB[PO3FETIJGUͱ͔ɺͦͷଞ"84ͷ  ɹσʔλιʔεͬͯࠓޙ΋-PPLFS͔Βܨ͕Δͷʁʱ w ʰશ෦($1ʹҠͬͪΌ͏ͷ͔ͳʁʱ w ʰ͔ͬͯαʔϏεͲ͏ͳΔͷʁʱ

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ؾʹͳͬͨͷͰ৭ʑฉ͍ͯΈ·ͨ͠ ʰ(PPHMFʹΑΔങऩʱͰ͜Ε͔ΒͲ͏ͳΔʁ-PPLFSͷதͷਓୡʹ৭ʑ࿩Λฉ͍ͯΈͨMPPLFSʛ%FWFMPQFST*0  IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTJOUFSWJFXXJUIMPPLFSKBQBO #cmdevio

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ʰ-PPLFSͷதͷਓୡʱΠϯλϏϡʔ಺༰ɿཁࢫ ʰ(PPHMFʹΑΔങऩʱͰ͜Ε͔ΒͲ͏ͳΔʁ-PPLFSͷதͷਓୡʹ৭ʑ࿩Λฉ͍ͯΈͨMPPLFSʛ%FWFMPQFST*0  IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTJOUFSWJFXXJUIMPPLFSKBQBO w -PPLFSͷதͷਓୡతʹ͸lྑ͍ങऩzͩͬͨ w ࠓޙ΋Ҿ͖ଓ͖ϚϧνΫϥ΢υରԠ͠·͢ w 3FETIJGU͸-PPLFSͰѻ͏σʔλιʔεͷ  ໿Λ઎ΊΔɺࠓޙ΋"84ٴͼ  "84σʔλιʔεͷରԠ͸ܧଓ w -PPLFSͷྑ͞Λ׆͔ͯ͠೔ຊͰͷγΣΞ֦େΛૂ͏ #cmdevio

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-PPLFS͔Β΋ϗϫΠτϖʔύʔ͕ग़͍ͯ·͢ -PPLFSɿϚϧνΫϥ΢υʹΑΔࣗ༝ͳબ୒  IUUQTJOGPMPPLFSDPNMPPLFSKBQBONVMUJDMPVETIPSUGPSNFCPPLKQO #cmdevio

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ʜͱ͍͏͜ͱͳͷͰɺ ͍ͩ͡ΐ͏Ϳͦ͏Ͱ͢ʂ #cmdevio

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ΞδΣϯμ ɾࣗݾ঺հˍΠϯτϩ ෼ ɾ-PPLFS֓ཁˍ(PPHMFʹΑΔങऩͷӨڹ ෼ ɾ-PPLFSͷར׆༻Πϝʔδ ෼ ɾ-PPLFSͱ5BCMFBVɺͲͬͪΛ࢖͏ʁͲͬͪ΋࢖͏ʁ ෼ ɾ·ͱΊ ෼ #cmdevio

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-PPLFSͷར׆༻Πϝʔδ

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-PPLFSͷར༻Πϝʔδɺ૝૾ग़དྷ·͢ʁ ɾ-PPLFSͱ͍͏#*πʔϧʗαʔϏεͷ࿩୊ɺ  ɹ࠷ۙྑࣖ͘ʹ͢Δ͚Ͳɺ  ɹɾ-PPLFSͬͯͲ͏͍͏ಛ௃͕͋ΔΜͩΖ͏ʁ  ɹɾ-PPLFSΛϓϩδΣΫτʹಋೖ͢Δ৔߹ɺ  ɹɹ࣮ࡍͲΜͳײ͡Ͱ૊ΈࠐΜͰߦ͘ͷʁ  ɹɾ-PPLFSΛ࢖͏ͱɺͲΜͳ͜ͱ͕  ɹɹग़དྷΔΑ͏ʹͳΔͷʁ #cmdevio

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-PPL.-ͱ͸ -PPL.-ͱ͸ IUUQTEPDTMPPLFSDPNKBEBUBNPEFMJOHMFBSOJOHMPPLNMXIBUJTMPPLNM ɾ42-σʔλϕʔε಺ͷσΟϝϯγϣϯɺूܭɺܭࢉ  ɹٴͼσʔλؔ܎Λهड़͢ΔͨΊͷݴޠ  ɾ-PPLFS͸͜ͷݴޠΛ࢖ͬͯهड़͞ΕͨϞσϧΛ࢖͍  ɹಛఆͷσʔλϕʔεʹରͯ͠42-ΫΤϦΛ࡞੒  ɾ:".-ͬΆ͍هड़ํࣜ  ɾେ൒ͷཁૉΛɺ-PPL.-Λฤूͯ͠࡞੒͢Δ #cmdevio

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-PPL.-ͱ͸ -PPL.-ͱ͸ IUUQTEPDTMPPLFSDPNKBEBUBNPEFMJOHMFBSOJOHMPPLNMXIBUJTMPPLNM -PPL.-ͷهड़Πϝʔδ #cmdevio

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-PPL.-ͱ͸ 42-ͷ૊ΈࠐΈͱ-PPL.-ΦϒδΣΫτͷࢀর IUUQTEPDTMPPLFSDPNKBEBUBNPEFMJOHMFBSOJOHMPPLNMTRMBOESFGFSSJOHUPMPPLNM -PPL.-ͷهड़Πϝʔδ #cmdevio

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͢ͳΘͪʜ ੺໦߶ݑͷ໊ݴɾ໊୆ࢺʰϦό΢ϯυΛ੍͢Δऀ͸ࢼ߹Λ੍͢ʱ IUUQNBOHBNFJHFOJOGPTVSBNVEBOLVBLBHJUBLFOPSJIUNM #cmdevio -PPL.-Λ੍͢Ε͹ ࢼ߹Λ੍͢Δ͜ͱ͕  ϧοΧʔ ग़དྷΔ ͱݸਓతʹ͸ࢥ͍ͬͯΔ

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-PPLFSߏ੒ཁૉɿ֓ཁ -PPL.-ͱ͸ IUUQTEPDTMPPLFSDPNKBEBUBNPEFMJOHMFBSOJOHMPPLNMXIBUJTMPPLNM -PPLFSͷߏ੒ཁૉͷؔ܎ੑΛ೺Ѳ͢ΔMPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTMPPLFSVOEFSTUBOEUIFSFMBUJPOTIJQCFUXFFOUIFDPNQPOFOUTPGMPPLFS #cmdevio

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-PPLFSߏ੒ཁૉɿϓϩδΣΫτ #cmdevio

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-PPLFSߏ੒ཁૉɿϓϩδΣΫτ ϓϩδΣΫτ -PPL.-QSPKFDU   ɹؔ࿈͢ΔॾཁૉΛؚΊΔ࠷্Ґͷཻ౓ɺཁૉॾʑͷೖΕ΋ͷɻ  ɹओͳ-PPL.-ཁૉ  ɹɾϞσϧ NPEFM   ɹɾϏϡʔ WJFX   ɹɾΤΫεϓϩʔϥ FYQMPSF   ɹɾ݁߹ KPJO   ɹɾϚχϑΣετϑΝΠϧ NBOJGFTU   ɹɾυΩϡϝϯτ  ɹ˞(JUϦϙδτϦ͸ϓϩδΣΫτ୯ҐͰ࿈ܞ )PXB1SPKFDU8PSLTJO-PPLFSIUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFEIPXQSPKFDUXPSLT -PPL.-ͷ༻ޠͱ֓೦IUUQTEPDTMPPLFSDPNKBEBUBNPEFMJOHMFBSOJOHMPPLNMMPPLNMUFSNTBOEDPODFQUT #cmdevio

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-PPLFSߏ੒ཁૉɿϞσϧ #cmdevio

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-PPLFSߏ੒ཁૉɿϞσϧ Ϟσϧ .PEFM   ɹ୳ࡧʹ༻͍Δཁૉ܈Λఆ͓ٛͯ͘͠΋ͷɻ  ɹϢʔβʔ͸͜ͷཁૉΛ࢖ͬͯσʔλΛࢀরˍՄࢹԽ͢Δɻ  ɹɾΤΫεϓϩʔϥ &YQMPSF   ɹɹ୳ࡧཁૉͷ࠷େ୯Ґɻ  ɹɾδϣΠϯ +PJO   ɹɹΤΫεϓϩʔϥ಺Ͱɺ೚ҙͷϏϡʔಉ࢜Λ૊Έ߹Θͤͯ  ɹɹ࢖͏࣌ʹఆٛͱͯ͠༻͍Δɻ42-݁߹ͷΠϝʔδɻ  #cmdevio

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-PPLFSߏ੒ཁૉɿϞσϧ &YQMPSFϝχϡʔ .PEFMϑΝΠϧ &YQMPSF+PJO7JFX %#ςʔϒϧ U@CMPHQPTUT  ϒϩά౤ߘσʔλ N@VTFS ϢʔβʔϚελ N@SFGDBUT ಛूΧςΰϦϚελ &YQMPSF U@CMPHQPTUT ϒϩά౤ߘσʔλ U@CMPHQPTUT N@VTFS N@SFGDBUT DNEFWJPεΩʔϚ 7JFX 7JFX 7JFX +PJO +PJO #cmdevio

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-PPLFSߏ੒ཁૉɿϏϡʔ #cmdevio

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-PPLFSߏ੒ཁૉɿϏϡʔ Ϗϡʔ 7JFX   ɹϑΟʔϧυ ߲໨ͷ Ϧετٴͼɺ  ɹجͱͳΔςʔϒϧɾ೿ੜςʔϒϧ΁ͷࢀরΛఆٛɻ  ɹɾσΟϝϯγϣϯ %JNFOTJPO   ɹɹΧςΰϦɺ੾ΓޱͱͳΔ߲໨  ɹɾϝδϟʔ .FBTVSF   ɹɹ਺஋ɺूܭର৅ͱͳΔ߲໨  ɹɾϑΟʔϧυηοτ 'JFME4FU #cmdevio

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-PPLFSߏ੒ཁૉɿμογϡϘʔυ #cmdevio

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-PPLFSߏ੒ཁૉɿμογϡϘʔυ μογϡϘʔυ %BTICPBSE   -PPLFSͷՄࢹԽཁૉΛͻͱ·ͱΊʹͨ͠΋ͷɻ  ɹɾλΠϧ  ɹɹɾΫΤϦλΠϧ  ɹɹɹɹطଘ-PPL&YQMPSFΛࢀরͯ͠μογϡϘʔυݻ༗ͷཁૉͱͯ͠࡞੒  ɹɹɾϧοΫϦϯΫλΠϧ  ɹɹɹɹطଘ-PPLΛࢀর͢ΔܗͰར༻  ɹɹɾςΩετλΠϧ  ɹɹɹɹ૷০༻ͷϔομɾςΩετϥϕϧͱͯ͠ར༻  ɹɾݕࡧ৚݅  ɹɾઃఆ #cmdevio ϢʔβʔఆٛܕμογϡϘʔυͷ࡞੒ IUUQTEPDTMPPLFSDPNKBEBTICPBSETDSFBUJOHVTFSEBTICPBSET ϢʔβʔఆٛμογϡϘʔυͷฤू IUUQTEPDTMPPLFSDPNKBEBTICPBSETFEJUJOHVTFSEBTICPBSET

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-PPLFSߏ੒ཁૉɿμογϡϘʔυ #cmdevio ݕࡧ৚݅ ςΩετλΠϧ ΫΤϦλΠϧ ϧοΫϦϯΫλΠϧ -PPL  ୯Ұͷάϥϑ -PPL  ୯Ұͷάϥϑ ࢀর ෳ੡ ɾλΠϧʹμογϡϘʔυଆͷׅΓ ɾλΠϧʹ͸छྨ͋Γɺ͕ͭ-PPLʹؔ͢Δ΋ͷ ɾ-PPLʹ-PPLFSͰ࡞੒ग़དྷΔ୯Ұͷάϥϑ  ɾϧοΫϦϯΫλΠϧ  ɹɾطଘ-PPLΛࢀরͯ͠දࣔͤ͞ΔܗͰఆٛ  ɹɾطଘ-PPLΛ࡟আ͢ΔͱɺμογϡϘʔυଆͷ  ɹɹදࣔ΋͞Εͳ͘ͳΔ ɾΫΤϦλΠϧ  ɹɾطଘ-PPL΍&YQMPSFΛ࢖͍ɺμογϡϘʔυͷ  ɹɹ͍ͪཁૉͱͯ͠࡞੒  ɹɾطଘ-PPLΛ࡟আͯ͠΋ɺμογϡϘʔυଆͷ  ɹɹཁૉͱͯ͠࢒Δ &YQMPSF ৽ن࡞੒

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-PPLFSߏ੒ཁૉɿͦͷଞ #cmdevio

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-PPLFSߏ੒ཁૉɿͦͷଞ 6OEFSTUBOEJOH0UIFS1SPKFDU'JMFT  IUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFEPUIFSQSPKFDUpMFT ͦͷଞϓϩδΣΫτؔ࿈ϑΝΠϧ  ɹɾυΩϡϝϯτϑΝΠϧ  ɹɾσʔλϑΝΠϧ  ɹɾϓϩδΣΫτϚχϑΣετϑΝΠϧ NBOJGFTU   ɹɾϩέʔϧετϦϯάϑΝΠϧ  ɹɾΤΫεϓϩʔϥϑΝΠϧ  ɹɾͦͷଞ  #cmdevio

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-PPLFSϓϩδΣΫτͷਐΊํ શମΠϝʔδ #cmdevio

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-PPLFSϓϩδΣΫτͷਐΊํ ྫ -PPLFSυϝΠϯͷ४උ ɾ-PPLFSࣾͱܖ໿క݁  ɾઐ༻ͷυϝΠϯ͕༻ҙ͞ΕΔ  ɾར༻Ϣʔβʔ΋υϝΠϯ഑Լʹ༻ҙ  ɾ઀ଓ֬ೝ  ɾඞཁʹԠ֤ͯ͡छݚमɾτϨʔχϯάΛडߨ #cmdevio

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-PPLFSϓϩδΣΫτͷਐΊํ ྫ ՄࢹԽɾ෼ੳର৅ͷௐࠪ ɾଞ#*πʔϧɺαʔϏεಉ༷ɺ  ɹʰ෼ੳɾՄࢹԽର৅σʔλͷ४උʱ͸ඞཁ  ɾ·ͨɺ-PPLFSͷ৔߹͸%#ɾ%8)ʹσʔλΛ  ɹ֨ೲɺ஝ੵ͓ͯ͘͠ඞཁ͕͋Δ ϩʔΧϧϑΝΠϧඇରԠ   ɾݟ͍ͨˍ෼ੳ͍ͨ͠σʔλ͔ΒɺͲͷΑ͏ͳ  ɹܗͰσʔλΛ࣋ͬͯ͘Δ͔ݕ౼ #cmdevio

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-PPLFSϓϩδΣΫτͷਐΊํ ྫ σʔλ෼ੳ؀ڥͷ४උ ɾ͍ΘΏΔʰσʔλ෼ੳج൫ʱͷߏங  ɾҰ࿈ͷॲཧΛ࣮ݱ͢Δ؀ڥΛ༻ҙ  ɹɾσʔλΛू໿  ɹɾσʔλΛ%#%8)ʹऔΓࠐΉ  ɹɾσʔλϚʔτͷ࡞੒  ɾཁ݅ʹԠͯ͡σʔλΛՃ޻  ɹɾऔΓࠐΉલʹՃ޻ &5-CZϓϩάϥϜɺπʔϧ   ɹɾऔΓࠐΜͰ͔ΒՃ޻ &-5CZ42-   #cmdevio

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-PPLFSϓϩδΣΫτͷਐΊํ ྫ ݟ͍ͨɾ෼ੳ ͍ͨ͠Πϝʔδ ΰʔϧʣ ෼ੳɾՄࢹԽʹඞཁͳ σʔλ಺༰ɺߏ଄ %#ɾ%8)ʹऔΓࠐΉ ͨΊͷϑΝΠϧ४උ ඞཁͳ ݩσʔλ ˞ΰʔϧ͔Βඞཁͳ৘ใ΍಺༰Λٯࢉͯ͠ચ͍ग़͠ɺ·ͣ͸ઌߦͯ͠ຊ  ʰॲཧͷྲྀΕʱΛ࡞ͬͯΈΔˠن໛࣌ؒϦιʔεײΛ௫ΜͰԣల։ ࣮ॲཧͷྲྀΕ ߟ͑ํͷҰҊ ͷྲྀΕ #cmdevio

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<13>Ϗοάσʔλ෼ੳج൫ఏڙαʔϏεʮ$4"ʯ΍ͬͯ·͢ Ϋϥεϝιου$4" ݕࡧ Ϗοάσʔλ෼ੳج൫ΛςϯϓϨʔτԽɺ  ୹ظؒͰͷߏஙɾಋೖΛ࣮ݱ  ɾ"NB[PO3FETIJGUରԠ  ɾओͳػೳ  ɹɾσʔλऔΓࠐΈ  ɹɾϓϩάϥϜ࣮ߦ 42- 1ZUIPO   ɹɾ௨஌  ɹɾδϣϒ؅ཧ  ج൫ߏஙʹ͓͚Δ༷ʑͳॲཧΛޮ཰Խɺ  ࣗಈԽͯؔ͠࿈ۀ຿Λαϙʔτ  ˞ࠓޙ͸ରԠ%#%8)Λ௥Ճ༧ఆ Ϗοάσʔλ෼ੳࢧԉͷΧελϚʔετʔϦʔΞφϦςΟΫεʛΫϥεϝιουʛΫϥεϝιουͷαʔϏε  https://classmethod.jp/services/bigdata/ #cmdevio

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<13>σʔλϒϨϯσΟϯάɾ෼ੳπʔϧʮ"MUFSZYʯѻͬͯ·͢ ΫϥεϝιουΞϧςϦΫε ݕࡧ AlteryxʢΞϧλϦΫεʣͷ͝঺հ | Ϋϥεϝιουͷύʔτφʔ  https://classmethod.jp/partner/alteryx/detail/ #cmdevio σʔλ෼ੳʹֻ͔Δ࣌ؒ΍ίετΛ࡟ݮ  ҙࢥܾఆͷεϐʔυΞοϓΛଅਐ  Ҏ্ͷ༷ʑͳʰॲཧπʔϧʱͰࢥ͍௨Γ  ͷϫʔΫϑϩʔΛ࣮ݱՄೳ %FTJHOFS   ɾσʔλલॲཧ  ɾϒϨϯσΟϯά  ɾ෼ੳ  ଟछଟ༷ͳೖग़ྗσʔλιʔεʹରԠɺ  ੒Ռ෺͸ؔ࿈ϓϩμΫτʹల։Մೳ  ɾڞ༗σʔλ౷ׅ 4FSWFS   ɾσʔλΧλϩά $POOFDU   ɾ༧ଌϦΞϧλΠϜܾఆ"1* 1SPNPUF   ๛෋ͳϊ΢ϋ΢ʹΑΔٕज़ࢧԉ  ࠃ಺།Ұͷʰ"MUFSZY"$&ʱͷଘࡏ

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-PPLFSϓϩδΣΫτͷਐΊํ ྫ -PPLFSϓϩδΣΫτͷ࡞੒ ɾʰσʔλϕʔε઀ଓʱ͸͋Β͔͡Ί࡞੒͓ͯ͘͠  ɾ-PPL.-ϓϩδΣΫτʹσʔλϕʔε઀ଓ͕  ɹඥͮ͘ܗ جຊ͸ϓϩδΣΫτɿ%#઀ଓɺ  ɹঢ়گʹΑͬͯ͸ෳ਺%#઀ଓͷߏ੒΋Մೳ   ɾϓϩδΣΫτ࡞੒ͷλΠϛϯάͱ߹Θͤͯ  ɹ(JUϦϙδτϦ͸༻ҙ  ɾ࡞੒௚ޙʹ(JUϦϙδτϦ࿈ܞઃఆਪ঑  #cmdevio

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-PPLFSϓϩδΣΫτͷਐΊํ ྫ ϢʔβʔɾάϧʔϓपΓͷ੔උ ɾʰϩʔϧʱͱʰݖݶʱΛཧղ͢Δ  ɾάϧʔϓΛݕ౼ɾ࡞੒  ɾϩʔϧͷ࡞੒  ɾϢʔβʔͷ࡞੒  ɾϢʔβʔͷάϧʔϓ΁ͷ௥Ճ #cmdevio

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-PPLFSϓϩδΣΫτͷਐΊํ ྫ ୳ࡧϦιʔεͷ࡞੒ ɾϏϡʔ಺༰ͷ੔උ  ɹɾجຊతʹ͸ςʔϒϧʹϏϡʔ  ɹɾ42-ϕʔεʗ-PPL.-ϕʔεͰͷϏϡʔ΋Մೳ  ɾϕʔεͱͳΔ৘ใΛΤΫεϓϩʔϥͰ༻ҙ  ɹɾඞཁͳΒ͹ϏϡʔΛ݁߹ͤͨ͞ܗͰఏڙ  ɾ୳ࡧ࡞ۀΛܦͯɺ಺༰Λݟ௚͠ͳ͕Βચ࿅ #cmdevio

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-PPLFSϓϩδΣΫτͷਐΊํ ྫ ୳ࡧͷ࣮ફ ɾ४උग़དྷͨ୳ࡧϦιʔεʹ&YQMPSFΛૢ࡞ͯ͠  ɹσʔλͷ಺༰Λ֬ೝɺ෼ੳ࣮ࢪ  ɾՄࢹԽͷͨΊͷϏϡʔ -PPL ʹ͍ͭͯ΋  ɹ಺༰Λ֬ೝɺμογϡϘʔυ࡞੒ͷߏ૝Λݕ౼  ɾඞཁͳ৘ใ͕͋Ε͹దٓΤΫεϓϩʔϥҎԼͷ  ɹཁૉʹ൓ө #cmdevio

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-PPLFSϓϩδΣΫτͷਐΊํ ྫ ՄࢹԽͷ࡞੒ɾڞ༗ ɾ୳ࡧͷաఔͰݕ౼ͨ͠ʰՄࢹԽʱͷ಺༰Λ࣮ݱ  ɾϏϡʔ -PPL Λ࡞੒  ɾμογϡϘʔυ %BTICPBSE Λ࡞੒  ɹɾ-PPLͷ௥Ճ  ɹɾμογϡϘʔυͷઃఆ  ɾڞ༗ɺ࿈ܞͷઃఆ͸ඞཁʹԠͯ͡ #cmdevio

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-PPLFSϓϩδΣΫτͷਐΊํ ྫ ͦͷଞ-PPLFSػೳͷ׆༻ ɾ"DUJPO)VCΛ࢖ͬͨαʔϏεؒ࿈ܞ  ɾ-PPLFS#MPDLTäΛ׆༻ͨ͠෼ੳɺՄࢹԽ  ɹۀ຿ͷଅਐ  ɾຒΊࠐΈ෼ੳͷར༻  ɾ-PPLFS"1*ͷ׆༻ #cmdevio

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-PPLFSͷϩʔϧͱύʔϛογϣϯ -PPLFSʹ͓͚ΔϩʔϧɾύʔϛογϣϯηοτɾϞσϧηοτͷߟ͑ํ ˍϢʔβʔ࡞੒ೖ໳ MPPLFSʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTMPPLFSSPMFQFSNJTTJPOTFUNPEFMTFUBOEDSFBUFVTFS ʻϩʔϧʼ  ɹɾݖݶΛఆٛͨ͠΋ͷྫ "ENJO %FWFMPQFS 6TFS 7JFXFS  ɹɾϢʔβʔɺάϧʔϓʹ෇༩Մೳ άϧʔϓਪ঑   ɹɾҎԼͷηοτ͔Βߏ੒͞ΕΔ  ɹɹɾݖݶηοτ 1FSNJTTJPO4FU   ɹɹɹɾʮग़དྷΔ͜ͱʯ  ɹɹɹྫ FYQMPSF TFF@MPPLNM@EBTICPBSET NBOBHF@NPEFMT  ɹɹɾϞσϧηοτ .PEFM4FU   ɹɹɹɾʮΞΫηεग़དྷΔ-PPL.-Ϟσϧͷ૊Έ߹Θͤɺൣғʯ #cmdevio

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-PPLFSͰ࣮ݱग़དྷΔʮΞΫηε੍ޚʯ *18IJUFMJTU  IUUQTEPDTMPPLFSDPNBENJOPQUJPOTTFSWFSJQXIJUFMJTU  ηΩϡΞͳσʔλϕʔεΞΫηεΛՄೳʹ͢Δ IUUQTEPDTMPPLFSDPNKBTFUVQBOENBOBHFNFOUFOBCMJOHTFDVSFEC #cmdevio ɾ-PPLFSΠϯελϯε؀ڥ΁ͷΞΫηε੍ޚ  ɹɾ*1ϗϫΠτϦετػೳ  ɾ-PPLFS͕ΞΫηε͢Δ%#%8)΁ͷΞΫηε੍ޚ  ɹɾ-PPLFSϗετͷ*1ΞυϨεΛʰϗϫΠτϦετʱͱͯ͠  ɹɹ%#%8)ʹొ࿥  ɾ-PPLFS΁ͷϩάΠϯೝূ੍ޚ  ɹɾύεϫʔυೝূ  ɹɾೋཁૉೝূ  ɹɾ(PPHMFೝূ  ɹɾ4".-ೝূͳͲ

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-PPLFSͰ࣮ݱग़དྷΔʮΞΫηε੍ޚʯ "DDFTT$POUSPMBOE1FSNJTTJPO.BOBHFNFOU IUUQTEPDTMPPLFSDPNBENJOPQUJPOTUVUPSJBMTQFSNJTTJPOT #cmdevio ɾίϯςϯπʹؔ͢ΔΞΫηε੍ޚ  ɹɾϑΥϧμ΍ϑΥϧμ಺ͷ-PPLɺμογϡϘʔυͷΞΫηε  ɾσʔλʹؔ͢ΔΞΫηε੍ޚ  ɹɾϞσϧηοτ .PEFM4FU ɿϩʔϧʹద༻ɺΞΫηεର৅ൣғΛ੍ݶ  ɹɾΞΫηεϑΟϧλ BDDFTTpMUFS ɿදࣔग़དྷΔσʔλߦΛ੍ݶ  ɹɾΞΫηεڐՄ BDDFTTHSBOU ɿ-PPLFS֤छཁૉ΍ϑΟʔϧυ΁ͷΞΫηεΛ੍ݶ  ɾػೳʹؔ͢ΔΞΫηε੍ޚ  ɹɾݖݶηοτ 1FSNJTTJPO4FU ɿϩʔϧʹద༻ɺϢʔβʔͷʰग़དྷΔ͜ͱʱΛ੍ݶ  ɾϢʔβʔάϧʔϓͱϩʔϧͷؔ܎  ɹɾʰϞσϧηοτ .PEFM4FU ʱͱʰݖݶηοτ 1FSNJTTJPO4FU ʱΛϩʔϧʹ෇༩  ɹɾϩʔϧΛϢʔβʔ΍άϧʔϓʹ෇༩ʹ֘౰͢ΔϢʔβʔ΍άϧʔϓͷݖݶΛࢦఆ  ɾϢʔβʔଐੑΛ༻͍ͨΞΫηε੍ݶ  ɹɾάϧʔϓ΍ϢʔβʔʹʰϢʔβʔଐੑ VTFSBUUSJCVUFT ʱͱͯ͠೚ҙͷ஋Λઃఆ  ɹɾྫ ձ໊ࣾɺॴଐ෦ॺɺϒϥϯυͳͲˠΞΫηεϑΟϧλͰϢʔβʔଐੑͷ஋ΛϑΟϧλϦϯάՄೳ

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ΞδΣϯμ ɾࣗݾ঺հˍΠϯτϩ ෼ ɾ-PPLFS֓ཁˍ(PPHMFʹΑΔങऩͷӨڹ ෼ ɾ-PPLFSͷར׆༻Πϝʔδ ෼ ɾ-PPLFSͱ5BCMFBVɺͲͬͪΛ࢖͏ʁͲͬͪ΋࢖͏ʁ ෼ ɾ·ͱΊ ෼ #cmdevio

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-PPLFSͱ5BCMFBVɺ  ͲͬͪΛ࢖͏ʁ Ͳͬͪ΋࢖͏ʁ

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ʮ-PPLFSWT5BCMFBVʯͱ͍͏ൺֱهࣄ͕-PPLFS͔Βग़͍ͯΔ -PPLFSWT5BCMFBVc$PNQBSJTPOc-PPLFSIUUQTMPPLFSDPNDPNQBSFMPPLFSWTUBCMFBV #cmdevio

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ʮ-PPLFSWT5BCMFBVʯͱ͍͏ൺֱهࣄ͕-PPLFS͔Βग़͍ͯΔ -PPLFSWT5BCMFBVc೥ൺֱc-PPLFSIUUQTKBMPPLFSDPNDPNQBSFMPPLFSWTUBCMFBV #cmdevio

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ݴ͏ͯ΋5BCMFBV͸ධՁ΋ߴ͘ɺݱঢ়෯޿͘ར༻͞Ε͍ͯΔ (BSUOFS3FQSJOUIUUQTXXXHBSUOFSDPNEPDSFQSJOUT JE'1DUTUTC 5BCMFBV೥൛ΨʔτφʔࣾͷϚδοΫɾΫΞυϥϯτͰ೥࿈ଓʮϦʔμʔʯʹ IUUQTXXXUBCMFBVDPNKBKQBCPVUCMPHUBCMFBVZFBSTMFBEFSHBSUOFSNBHJDRVBESBOU (FUUIF(BSUOFS.BHJD2VBESBOUGPS#*BOE"OBMZUJDTc-PPLFSIUUQTMPPLFSDPNHBSUOFSNBHJDRVBESBOU #cmdevio

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-PPLFS͔5BCMFBVɺͲͪΒ͔ʹدͤΔ΂͖ʁ  ˠͦΜͳ͜ͱ͸ͳ͍ɻ ͱݸਓతʹ͸ࢥ͏ ରܾʁରཱʁ #cmdevio

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-PPLFSͱ5BCMFBVɺ૒ํඋ͍͑ͯΔ ͱ-PPLFS͕ఏএ͢Δ ΋ͷ  ɾඒ͘͠ΠϯλϥΫςΟϒͳϏδϡΞϦθʔγϣϯ  ɾϙΠϯτˍΫϦοΫܕΠϯλʔϑΣʔεʹΑΔ௚ײతͳ෼ੳ  ɾ׬શΧελϚΠζՄೳͳμογϡϘʔυ  ɾ૊ΈࠐΈ͕؆ܿ  ɾࣗࣾσʔλϕʔεʹ௚઀઀ଓ  ɾγϯάϧαΠϯΦϯ  ɾٕज़ʹৄ͘͠ͳ͍Ϣʔβʔ΋؆୯ʹ࢖͑ΔϨϙʔτϏϧμʔ  ɾϑϧػೳ"1*  ɾϞόΠϧ୺຤ɺλϒϨοτɺσεΫτοϓͰͷݟ΍͢͞ -PPLFSWT5BCMFBV -PPLFSWT5BCMFBVc೥ൺֱc-PPLFSIUUQTKBMPPLFSDPNDPNQBSFMPPLFSWTUBCMFBV  -PPLFSWT5BCMFBVc$PNQBSJTPOc-PPLFSIUUQTMPPLFSDPNDPNQBSFMPPLFSWTUBCMFBV #cmdevio

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-PPLFSͷΈ͕උ͍͑ͯΔ ͱ-PPLFS͕ఏএ͢Δ ΋ͷ  ɾҰݩ؅ཧ͞ΕͨσʔλϓϥοτϑΥʔϜ͔Βͷ࣮֬ͳճ౴  ɾϏοάσʔλΛ૝ఆͨ͠ΞʔΩςΫνϟ  ɾݱࡏͷ࠷΋ύϫϑϧͳσʔλϕʔεΛ׬શ׆༻  ɾσʔλͷநग़͸ෆཁɺ͓٬༷ͷσʔλϕʔεʹσʔλΛҡ࣋  ɾͻͱͭͷπʔϧ͔Β؆୯ʹͰ͖ΔϦϯΫڞ༗Ͱڞಉ࡞ۀ͕༰қ  ɾνϟοτ͔Β਺ඵͰςΫχΧϧαϙʔτΛఏڙ  ɾ࠶ར༻ՄೳͳσʔλϞσϧʹΑΔ൓෮։ൃ  ɾόʔδϣϯ؅ཧػೳ౥ࡌ  ɾޮ཰తͰಡΈऔΓՄೳͳ42-Λ࡞੒  ɾ4NBSU$BDIFʹΑΔ࠷৽σʔλ  ɾϒϥ΢βϕʔε  ɾΘ͔ͣ਺෼ͰγʔϜϨεʹιϑτ΢ΣΞΛΞοϓάϨʔυ  ɾ.BDͱ1$ʹରԠ  ɾ௥੻Λܦͨ؂ࠪՄೳͳ࢖༻ࢦඪ  ɾݎ࿚ͳεέδϡʔϦϯάͱΞϥʔτͷΦϓγϣϯ -PPLFSWT5BCMFBV -PPLFSWT5BCMFBVc೥ൺֱc-PPLFSIUUQTKBMPPLFSDPNDPNQBSFMPPLFSWTUBCMFBV  -PPLFSWT5BCMFBVc$PNQBSJTPOc-PPLFSIUUQTMPPLFSDPNDPNQBSFMPPLFSWTUBCMFBV #cmdevio

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Ұݩ؅ཧ͞ΕͨσʔλϓϥοτϑΥʔϜ͔Βͷ࣮֬ͳճ౴  Trustworthy answers from a centralized data platform -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ ɾ-PPL.-Ͱ࡞੒͞ΕͨϞσϧ &YQMPSF Λڞ༗  ɾ(JUϦϙδτϦ࿈ܞʹΑΔఆٛ৘ใͷόʔδϣϯ؅ཧ  ˠࢦඪͷཚཱ΍ΧΦεΛ๷ࢭ  ˠϢʔβʔຖʹಘΒΕΔճ౴͕ҟͳΔɺͱ͍͏ঢ়گΛճආ -PPLFSϓϥοτϑΥʔϜʹ͍ͭͯc-PPLFS IUUQTKBMPPLFSDPNQSPEVDUMPPLFSEJ⒎FSFODF ߴ౓ͳσʔλ෼ੳϓϥοτϑΥʔϜˍιϑτ΢ΣΞc-PPLFS IUUQTKBMPPLFSDPNQMBUGPSNPWFSWJFX ˞5BCMFBVͰ͸ϫʔΫϒοΫ΍ͦͷଞཁૉͷ؅ཧػೳʹ๡͍͠ ɹ (JU࿈ܞ౳͸ແ͍ʗ5BCMFBV4FSWFSʹू໿͢ΔࣄͰίϯςϯπ؅ཧ͸Մೳ͕ͩ%FTLUPQ্ʹ͔͠ແ͍΋ͷ·Ͱ͸ख͕ٴ͹ͳ͍   ˞·ͨɺ5BCMFBVͰ͸8PSLCPPL಺ͰɺϢʔβʔຖͷʮಠࣗͷࢦඪΛ࣋ͬͨఆٛʯ͕࡞Εͯ͠·͏  ɹఆٛͷूத؅ཧ͕ग़དྷͳ͘ͳΓɺΧΦεͷݩʹͳΔՄೳੑ΋ #cmdevio

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ϏοάσʔλΛ૝ఆͨ͠ΞʔΩςΫνϟ  Architected for the world of big data -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ "TLUIF&YQFSUT%BUB"SDIJUFDUVSFTGPS#FUUFS"OBMZUJDTXJUI"NB[PO3FETIJGUc-PPLFS IUUQTMPPLFSDPNCMPHEBUBBSDIJUFDUVSFGPSBNB[POSFETIJGUGPSCFUUFSBOBMZUJDT ɾ"84($14OPXqBLFͳͲɺ࠷৽ͷσʔλ෼ੳج൫ͱ  ɹ߹Θͤͯར༻͢Δ͜ͱΛ૝ఆ  ɾ-PPLFS͸ඳը΍σʔλ഑෍ॲཧʹಛԽɺ  ɹूܭɾԋࢉॲཧͳͲ͸%#ɾ%8)ଆͷར׆༻͕લఏ  ɹɾʰඳըʱʹ͸ද্ࣔݶΛઃఆ  ɹˠେن໛σʔλͷzѻ͍zʹؔ͢ΔελϯεΛ໌ࣔ ˞5BCMFBVͰ͸͜ΜͳϗϫΠτϖʔύʔ΋͋Δ໛༷ɿ ɹϏοάσʔλʹ͍ͭͯͷ5BCMFBVͷϏδϣϯc5BCMFBV4PGUXBSF  ɹIUUQTXXXUBCMFBVDPNKBKQMFBSOXIJUFQBQFSTUBCMFBVTWJTJPOCJHEBUB #cmdevio

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ݱࡏͷ࠷΋ύϫϑϧͳσʔλϕʔεΛ׬શ׆༻  Fully leverages today's most powerful databases -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ ɾରԠ%#%8)͸3FETIJGU #JH2VFSZ 4OPXqBLF౳  ɹؚΊɺ࠷ۙͷஶ໊ͳ΋ͷ͸΄΅໢ཏ  ɾ%#%8)ຖͷ%JBMFDUΛαϙʔτɺΤϯδϯຖʹ࠷దԽ σʔλϕʔεͷઃఆʹؔ͢ΔΠϯετϥΫγϣϯ IUUQTEPDTMPPLFSDPNKBTFUVQBOENBOBHFNFOUEBUBCBTFDPOpH -PPLFS%JBMFDU4VQQPSU42--PPLFS$PNNVOJUZ IUUQTEJTDPVSTFMPPLFSDPNUMPPLFSEJBMFDUTVQQPSU #cmdevio

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σʔλͷநग़͸ෆཁɺ͓٬༷ͷσʔλϕʔεʹσʔλΛҡ࣋  Leaves data in your database -- no need to extract data -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ ɾ-PPLFS͸42-Λൃߦ͠ɺ%#ɾ%8)ଆͰ࣮ߦͨ͠  ɹ݁ՌͷΈΛѻ͏  ɾ-PPLFSͰ͸ɺzநग़zػೳͷΑ͏ͳ  ɹʰσʔλΛαʔόଆʹอ࣋ʱ͢Δ࢓૊ΈΛ࣋ͨͳ͍    ˠ͓٬͞·σʔλͷzॴࡏz͕ҠΔ͜ͱ͸ແ͍ ˞5BCMFBVͰ͸ʰநग़ʱͱ͍͏ػೳ͕͋ΓɺσʔλΛʮݸผʹอ࣋ʯ͢Δ͜ͱ͸ग़དྷΔʹศར͕ͩɺॴࡏ͕ࢄΒ͹ΔՄೳੑ΋  ɹσʔλͷநग़5BCMFBVIUUQTIFMQUBCMFBVDPNDVSSFOUQSPEFTLUPQKBKQFYUSBDUJOH@EBUBIUN #cmdevio

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ͻͱͭͷπʔϧ͔Β؆୯ʹͰ͖ΔϦϯΫڞ༗Ͱڞಉ࡞ۀ͕༰қ  Easy link-sharing from a single tool makes collaboration easy -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ ɾ-PPLFS಺ͷίϯςϯπʹ͸ࣗ༝ʹߦ͖དྷ͕Մೳ  ɹɾυϦϧμ΢ϯ  ɹɾ෼ੳ݁Ռ͔ΒଞͷμογϡϘʔυ΁ͷભҠ  ɾೝূɺڐՄ͕͞Ε͍ͯΕ͹ɺ63-ͭͰ৘ใͷڞ༗͕༰қ  4IBSJOH%BUBGSPN63-T IUUQTEPDTMPPLFSDPNKBTIBSJOHBOEQVCMJTIJOHTIBSJOHVSMT ύϒϦοΫڞ༗ɺΠϯϙʔτɺຒΊࠐΈ  IUUQTEPDTMPPLFSDPNKBTIBSJOHBOEQVCMJTIJOHQVCMJTIJOHMPPLTXJUIQVCMJDVSMT ˞5BCMFBVͷ৔߹ɺ8PSLCPPL୯ҐͰಠཱ͍ͯ͠ΔͨΊɺ8PSLCPPLΛ௒͑Δڞ༗͸ෆՄೳ #cmdevio

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νϟοτ͔Β਺ඵͰςΫχΧϧαϙʔτΛఏڙ  Technical support available by chat in seconds -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ Support Access https://docs.looker.com/admin-options/settings/support-access ɾ%$- %FQBSUNFOUPG$VTUPNFS-PWF   ɹސ٬Λॏࢹͨ͠αϙʔτνʔϜ͕ରԠ  ɾϝχϡʔ͔Βଈνϟοτ͕ىಈ  ɾνϟοτͳͷͰ ౰વ Ϩε͕ૣ͍  ɾ ೔ຊͷ Ӧۀ࣌ؒ಺Ͱ͋Ε͹೔ຊޠͰɺ  ɹͦΕҎ֎ͷ࣌ؒଳͰ΋ӳޠͰରԠ  ɾඞཁʹԠͯ͡63-ڞ༗΋࢖͑͹ঢ়گͷ೺Ѳ΋ਝ଎  ɾ ϝʔϧରԠ΋ΞϦ #cmdevio

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࠶ར༻ՄೳͳσʔλϞσϧʹΑΔ൓෮։ൃ  Iterative development with a reusable data model -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ Data Modeling in Looker https://info.looker.com/data-modeling/data-modeling-in-looker-2 Reusing Code with Extends https://docs.looker.com/data-modeling/learning-lookml/extends ɾ-PPL.-͸ܧঝ΍֦ு͕Մೳ  ɾ(JUϦϙδτϦ͔ΒɺଞϢʔβʔ͕࡞੒ͨ͠΋ͷΛ  ɹΠϯϙʔτ͢Δ͜ͱ΋Մೳ    ˠϊ΢ϋ΢ͷڞ༗ɺ੒Ռ෺ͷ࠶ར༻͕ͱͯ΋༰қ ˞5BCMFBVͷ৔߹ɺෳ੡͸ग़དྷͯ΋ܧঝ΍࠶ར༻ͱ͍͏໘Ͱ͸ػೳʹ๡͍͠ #cmdevio

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όʔδϣϯ؅ཧػೳ౥ࡌ  Built-in version control -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ 4FUUJOH6QBOE5FTUJOHB(JU$POOFDUJPO IUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFETFUUJOHVQHJUDPOOFDUJPO 6TJOH7FSTJPO$POUSPMBOE%FQMPZJOH IUUQTEPDTMPPLFSDPNEBUBNPEFMJOHHFUUJOHTUBSUFEWFSTJPODPOUSPMBOEEFQMPZJOHDIBOHFT ɾ-PPL.-ϓϩδΣΫτΛ(JUϦϙδτϦͱ࿈ܞՄೳ  ɾ ๯಄z֓ཁzͰݴٴͨ͠ͷͰ͜͜Ͱ͸ׂѪ   #cmdevio

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ޮ཰తͰಡΈऔΓՄೳͳ42-Λ࡞੒  Writes performant, readable SQL for you -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ )PX-PPLFS(FOFSBUFT42- IUUQTEPDTMPPLFSDPNEBUBNPEFMJOHMFBSOJOHMPPLNMIPXMPPLFSHFOFSBUFTTRM ɾ-PPLFSଆͰઃఆ಺༰͔Β  ɹޮ཰తͳ42-ΫΤϦΛൃߦ  ɾੜ੒಺༰͸<42->λϒͰ  ɹ֬ೝՄೳ  ɾ֤ϓϥοτϑΥʔϜʹ࠷దԽ  ɹ͞Εͨ42-Λੜ੒  #cmdevio

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4NBSU$BDIFʹΑΔ࠷৽σʔλ  Freshest-possible data with Smart Caching -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ Caching Queries and Rebuilding PDTs with Datagroups https://docs.looker.com/data-modeling/learning-lookml/caching Smart Caching Deep Dive by Abby West - YouTube https://www.youtube.com/watch?v=ncWqAHpM3Ac Join 2017_Deep Dive_Smart Caching https://www.slideshare.net/looker/join-2017deep-divesmart-caching ɾઃఆͰΩϟογϡΛޮ͔ͤɺ  ɹޮ཰ੑΛ޲্  ɾΩϟογϡ͸ఆظత ࣌ؒࢦఆ΍  ɹΠϕϯτۦಈ Ͱ಺༰ߋ৽͕Մೳ  ɾৗʹϏδωε্Ͱඞཁͳ࠷৽ͷ  ɹσʔλ΁ΞΫηεՄೳʹ #cmdevio

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ϒϥ΢βϕʔε  100% browser-based -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ Supported Browsers https://docs.looker.com/admin-options/supported-browsers ɾσεΫτοϓΞϓϦέʔγϣϯ͕ෆཁ  ɾΠϯλʔωοτΞΫηεՄೳͳ୺຤͕͋Ε͹  ɹͲ͔͜ΒͰ΋ΞΫηεՄೳ  ɾ63-Λڞ༗͢Δ͚ͩͰ୭ʹͰ΋ίϯςϯπͷڞ༗͕Մೳʹ  ɾ3&45"1*ͰଞΞϓϦέʔγϣϯͱܨ͕Δࣄ͕ग़དྷΔ  ɹˠϢʔβʔ͕طʹར༻͍ͯ͠Δۀ຿ΞϓϦέʔγϣϯΛ  ɹɹؚΜͩۀ຿ϑϩʔͷதʹ-PPLFSΛ؆୯ʹೖΕΔ͜ͱ͕ग़དྷΔ #cmdevio

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Θ͔ͣ਺෼ͰγʔϜϨεʹιϑτ΢ΣΞΛΞοϓάϨʔυ  Software upgrades happen seamlessly in minutes -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ #FTU1SBDUJDFTXIFO6QEBUJOHZPVS-PPLFS*OTUBODFr-PPLFS)FMQ$FOUFS IUUQTIFMQMPPLFSDPNIDFOVTBSUJDMFT#FTU1SBDUJDFTXIFO6QEBUJOHZPVS-PPLFS*OTUBODF ɾϢʔβʔͷ؀ڥΛ-PPLFS͕؅ཧɺϢʔβʔଆͷ࡞ۀແ͠Ͱ  ɹ࠷৽൛΁ͷΞοϓάϨʔυ͕Մೳ  ɾΞοϓάϨʔυ࣌͸ۃྗμ΢ϯλΠϜ͕ൃੜ͠ͳ͍Α͏ͳ  ɹ࢓૊ΈΛߏஙӡ༻  ɾϩʔΧϧΞϓϦέʔγϣϯͷ؅ཧ΋ແ͘ɺ  ɹόʔδϣϯίϯτϩʔϧ΍Πϯετʔϧ࡞ۀ΋Ұ੾ෆཁ #cmdevio

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.BDͱ1$ʹରԠ  Works perfectly on Mac and PC -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ ɾ-PPLFS͸ϒϥ΢βϕʔεͷαʔϏε  ɾϒϥ΢β͕࢖͑Δ୺຤Ͱ͋Ε͹ಉҰػೳಉҰ69ΛఏڙՄೳ  #cmdevio

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௥੻Λܦͨ؂ࠪՄೳͳ࢖༻ࢦඪ  Tracked and auditable usage metrics -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ ɾ-PPLFSͷ؅ཧػೳ͔Β༷ʑͳ  ɹߦಈϩά΍ΞΫηε৘ใΛ֬ೝՄೳ  ɹɾϢʔβʔ  ɹɾίϯςϯπ  ɹɾύϑΥʔϚϯε  ɾ(JU࿈ܞͰ-PPL.-ͷ৘ใ΋؅ཧɺ  ɹϦϦʔεલͷ֤छ֬ೝ΋εϜʔζʹ 4ZTUFN"DUJWJUZ1BHFT IUUQTEPDTMPPLFSDPNBENJOPQUJPOTTZTUFNBDUJWJUZ $SFBUJOH-PPLFS6TBHFBOE.FUBEBUB3FQPSUTXJUIJ@@MPPLFS IUUQTEPDTMPPLFSDPNBENJOPQUJPOTUVUPSJBMTJ@@MPPLFS #cmdevio

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ݎ࿚ͳεέδϡʔϦϯάͱΞϥʔτͷΦϓγϣϯ  Robust scheduling and alerting options -PPLFSWT5BCMFBV-PPLFSͷΈ͕උ͍͑ͯΔ΋ͷ 4DIFEVMJOH%BUB%FMJWFSJFT IUUQTEPDTMPPLFSDPNTIBSJOHBOEQVCMJTIJOHTDIFEVMJOHBOETIBSJOHTDIFEVMJOH "MFSUT IUUQTEPDTMPPLFSDPNTIBSJOHBOEQVCMJTIJOHBMFSUT #cmdevio

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Ͳͬͪ΋࢖͓͏ɻ  ͦΕͧΕہ໘ͱঢ়گʹԠͨ͡ྑ͕͋͞Δɻ  ࢖͍෼͚Α͏ɻ -PPLFSͱ5BCMFBVɺͲͬͪΛ࢖͏ʁ #cmdevio

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Ͳͬͪ΋࢖͓͏ɻ  ͦΕͧΕہ໘ͱঢ়گʹԠͨ͡ྑ͕͋͞Δɻ  ࢖͍෼͚Α͏ɻ  ˠ͡Ό͋ɺͲ͏΍ͬͯ࢖͍෼͚Δʁ -PPLFSͱ5BCMFBVɺͲͬͪΛ࢖͏ʁ #cmdevio

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ࢲతʰ-PPLFSͷྑ͍ͱ͜Ζʱ ͋ΒͨΊͯ૒ํͷʮಛ௃ʯΛڍ͛ͯΈΔ ɾίϯςϯπɾ৘ใͷόʔδϣϯ؅ཧ͕ߦ͑Δ  ɹɾ(JU࿈ܞΛσϑΥϧτͰαϙʔτ  ɹɾ੒Ռ෺Λόʔδϣϯ؅ཧՄೳˠ༷ʑͳԸܙ͕ಘΒΕΔ  ɾઐ༻πʔϧͷಋೖ͕ෆཁ  ɹɾ-PPLFSར༻Ϣʔβʔ͸ରԠϒϥ΢βࠐΈͷ୺຤͚ͩ͋Ε͹0,  ɹɾόʔδϣϯΞοϓάϨʔυͷ൥Θ͔͠͞Βղ์͞ΕΔ  ɾ-PPL.-ͱ͍͏ʰίʔυɾઃఆʱͰશͯΛ؅ཧ  ɹɾݸਓతʹ͸ίʔυهड़͸ ୭΋͕ ͍ͣΕ౿ΈࠐΉྖҬͩ͠ɺΞϦͩͱࢥ͏  ɹɾֶशίετΑΓ΋-PPL.-Λ֮͑ΔࣄͰಘΒΕΔϝϦοτͷํ͕େ͖͍  ɾ֎෦ͱͷσʔλˍαʔϏε࿈ܞ͕ॆ࣮  ɹɾσʔλΛʰ֎෦ʹ΋࿈ܞՄೳʱͳͷͰ࢖͍উख͕ྑ͍  ɹɾ-PPLFS"1*"DUJPO)VCຒΊࠐΈ෼ੳ౳ɺ༷ʑͳػೳΛ׆༻Մೳ  ɹˠطଘۀ຿ΞϓϦΛத৺ͱͨ͠ۀ຿ϑϩʔ͕૊ΊΔ #cmdevio

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ࢲతʰ5BCMFBVͷྑ͍ͱ͜Ζʱ ͋ΒͨΊͯ૒ํͷʮಛ௃ʯΛڍ͛ͯΈΔ ɾ࢖͍࢝Ίͷϋʔυϧͷ௿͞  ɹɾ௚ײˍ(6*ૢ࡞Ͱ࢖͍࢝ΊΔ͜ͱ͕ग़དྷΔ  ɹɾॳظֶशίετ͕ඇৗʹ୹͘ࡁΉ  ɹɾਓͰ΋࢝ΊΒΕΔϑοτϫʔΫͷܰ͞͸͋Δ  ɾՄࢹԽͷදݱྗ  ɹɾଟछଟ༷ͳදࣔܗࣜʹରԠ  ɹɾΞΠσΞ࣍ୈͰඒྷͳσβΠϯදݱ΋࣮ݱՄೳ  ɹɾ஍ཧۭؒ৘ใपΓ΋࠷ۙॆ࣮͖ͯͨ͠  ɾϩʔΧϧϑΝΠϧʹ ΋ ରԠ  ɹɾʰखݩͷϑΝΠϧΛ͙͢ʹՄࢹԽʱग़དྷΔͷ͸خ͍͠  ɹɾʰݟ͍ͨ΋ͷʱͷϓϩτλΠϓΛࢼͤΔͷ΋େ͖͍ͱࢥ͏ #cmdevio

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-PPLFSͱ5BCMFBVΛʰซ༻ʱͯ͠෼ੳɾՄࢹԽΛՃ଎ <-PPLFS>  ɾϓϩτλΠϓ݁ՌΛ൓ө  ɾμογϡϘʔυͷڞ༗  ɾҰൠϢʔβʔͷࢀর༻్ʹ  ɾ֤छఆٛͷ؅ཧ ʹ(JU࿈ܞ   ɾ෼ੳͷڞ༗ ʹຒΊࠐΈ෼ੳ   ɾσʔλͷ࿈ܞ -PPLFS"1*   ɾॲཧͷ࿈ܞ ʹ"DUJPO)VC   ˞ڞ༗ల։࿈ܞ༻్ʹ׆༻  ݸਓతʹߟ͑ΔͦΕͧΕͷʰ࢖͍෼͚ํʱྫ <5BCMFBV>  ɾՄࢹԽֶशͷಋೖͱͯ͠  ɾՄࢹԽϓϩτλΠϓ࡞੒  ɾΞΧσϛΧϧͳ෼ੳख๏Λ  ɹۦ࢖͢ΔϢʔβʔͷ  ɹΞυϗοΫͳਂ۷Γ༻్ʹ  ɾදݱྗ͕ඞཁͳ7J[ͷ࡞੒  ˞ݕূਂ۷Γ༻్ʹ׆༻ #cmdevio

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ΞδΣϯμ ɾࣗݾ঺հˍΠϯτϩ ෼ ɾ-PPLFS֓ཁˍ(PPHMFʹΑΔങऩͷӨڹ ෼ ɾ-PPLFSͷར׆༻Πϝʔδ ෼ ɾ-PPLFSͱ5BCMFBVɺͲͬͪΛ࢖͏ʁͲͬͪ΋࢖͏ʁ ෼ ɾ·ͱΊ ෼ #cmdevio

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·ͱΊ

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-PPLFSެࣜ৘ใݯ IUUQTXXXJOTUBHSBNDPNMPPLFSEBUB IUUQTXXXGBDFCPPLDPNHSPVQT IUUQTKBMPPLFSDPN IUUQTMPPLFSDPN IUUQTUXJUUFSDPN-PPLFS%BUB -PPLFS"1"$'PSVN IUUQTXXXZPVUVCFDPNVTFS-PPLFS%BUB #cmdevio

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-PPLFSެࣜ৘ใݯ ɾ-PPLFS%PDVNFOUBUJPOIUUQTEPDTMPPLFSDPN ɾ-PPLFS6TFS(VJEF3FTPVSDFTc-PPLFSIUUQTMPPLFSDPNHVJEF ɹɾ(FUUJOH4UBSUFEIUUQTMPPLFSDPNHVJEFHFUUJOHTUBSUFE ɹɾ-PPLFS)FMQ$FOUFSIUUQTIFMQMPPLFSDPNIDFOVT ɹɾ-PPLFS$PNNVOJUZIUUQTEJTDPVSTFMPPLFSDPN ɹɾ-PPLFS6OJWFSTJUZIUUQTUSBJOJOHMPPLFSDPN ※υΩϡϝϯτ͸೔ຊޠͰ ɹಡΊΔ΋ͷ΋͋Γ·͢ #cmdevio

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-PPLFSʹڵຯΛ࣋ͨΕͨํ͸1P$ ֓೦࣮ূ Λɿ #cmdevio -PPLFS֓೦࣮ূ 1P$ c-PPLFSIUUQTKBMPPLFSDPNEFNPQSPPGPGDPODFQU

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%FWFMPQFST*0Ͱ΋-PPLFSಛूΛల։͍ͯ͠·͢ -PPLFSʛಛूΧςΰϦʔʛ%FWFMPQFST*0 IUUQTEFWDMBTTNFUIPEKQSFGFSFODFDBUCVTJOFTTBOBMZUJDTUPPMTMPPLFS #cmdevio

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<13>-PPLFSˍΫϥεϝιουɺύʔτφʔక݁͠·ͨ͠ ࣍ੈ୅#*ϓϥοτϑΥʔϜΛఏڙ͢Δ-PPLFSࣾͱͷύʔτφʔܖ໿Λక݁ʙΫϥ΢υઓུ͓Αͼࢢ৔ Ξϓϩʔνʹ͍ͭͯ-PPLFSࣾ΁ΠϯλϏϡʔ࣮ࢪʙʛϓϨεϦϦʔεʛΫϥεϝιου IUUQTDMBTTNFUIPEKQOFXTMPPLFS #cmdevio

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ʰ+0*/ʱʹࢀՃ͖ͯ͠·͢ʂ -PPLFSͷ೥࣍ΧϯϑΝϨϯεΠϕϯτʰ+0*/BU4BO'SBODJTDPʱʹࢀՃ͖ͯ͠·͢MPPLFS+0*/EBUB IUUQTEFWDMBTTNFUIPEKQCVTJOFTTCVTJOFTTBOBMZUJDTMPPLFSKPJOBUTBOGSBODJTDPJOUSP ։࠵೔࣌ɿ Ր ʙ ໦   ։࠵৔ॴɿถࠃαϯϑϥϯγεί47/8FTU  #cmdevio

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w -PPLFSʜྑ͍Ͱ͢ʂ w -PPLFSʹݶΒͣɺہ໘ʹԠͯ͡ʰదͨ͠ʱπʔϧ΍αʔϏεΛ ซ༻ͯ͠ɺ෼ੳۀ຿ΛՃ଎͍ͤͯ͜͞͏ʂ w -PPLFS͸֎෦࿈ܞʹॊೈʹରԠग़དྷΔαʔϏεɻ  σʔλ࿈ܞɾॲཧ࿈ܞɾຒΊࠐΈ෼ੳͳͲ্ख͘׆༻͠Α͏ʂ w Ϋϥεϝιου͸-PPLFSͱͷύʔτφʔక݁Λ݁ΜͰ͍·͢ʂ w %FWFMPQFST*0Ͱ-PPLFSͷΞ΢τϓοτɺҾ͖ଓ͖  ΨϯΨϯ΍ͬͯߦ͖·͢ʂΑΖ͓͘͠ئ͍͠·͢ʂʂ ·ͱΊ #cmdevio

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