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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#MPDLTšɿ -PPLFS֓ཁ "DDFMFSBUFZPVS"OBMZUJDTXJUI-PPLFS#MPDLTšc-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੒ཁૉɿϏϡʔ # \d cmdevio.t_blogposts; Table "cmdevio.t_blogposts" Column | Type | Collation | Nullable | Default -----------+-----------------------------+-----------+----------+--------- post_id | integer | | not null | post_date | timestamp without time zone | | not null | title | character varying(500) | | not null | url | character varying(500) | | not null | author_id | character varying(30) | | not null | social | integer | | not null | twitter | integer | | not null | facebook | integer | | not null | hatena | integer | | not null | view | integer | | not null | Indexes: "t_blogposts_pkey" PRIMARY KEY, btree (post_id) ˞ࣗಈੜ੒ͷ৔߹ɺσΟϝϯγϣϯ܈ͱ݅਺ DPVOU ͸༻ҙ͞ΕΔ ɹϝδϟʔ͸ඞཁͳ΋ͷΛඞཁͳઃఆͰࣗ࡞͢Δඞཁ͋Γ σΟϝϯγϣϯ܈ͱ݅਺ DPVOU ϝδϟʔ߲໨܈ #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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