累計参加者8,500名！ #DataEngineeringStudy の43スライドから学ぶ、データエンジニアリングの羅針盤 / 20220224

%BUB&OHJOFFSJOH4UVEZͷεϥΠυ͔ΒֶͿ σʔλΤϯδχΞϦϯάͷཏ਑൫ ೥݄ऩ࿥ גࣜձࣾQSJNF/VNCFSʮʯ์ө༧ఆ QSFTFOUFECZ!ZV[VUBT ྦྷܭࢀՃऀ ໊ʂ

ɹ%BUB&OHJOFFSJOH4UVEZ൪֎ฤ

ର৅ ʮσʔλ෼ੳΛࢧ͑ΔγεςϜʯʹؔΘΔਓ ՝୊ ʮԿΛͨ͠Β͍͍ͷʁʯͱ͍͏ٙ໰ ʮ͜ΕͰ͋ͬͯΔͷʁʯͱ͍͏ෆ҆ ఏڙՁ஋ ʮ࣍͸͜ΕΛௐ΂ͯΈΑ͏ʯͱ͍͏ཏ਑൫ ɹ͜ͷొஃͷ֓ཁ

4/4Ͱެ։ࡁΈ ࡱӨ΍ϝϞ͸ෆཁͰ͢ɻϦϥοΫεͯ͠ฉ͍͍͚ͯͨͩΕ͹ͱࢥ͍·͢ɻ εϥΠυ ຕNJO ؤுͬͯ෇͍͖͍ͯͯͩ͘͞ɻԿ͔ͭͰ΋࣋ͪؼ͍͚ͬͯͨͩΕ͹ͱࢥ͍·͢ɻ ɹ໔੹ɾ஫ҙࣄ߲ᶃ ҰݴͰݴ͏ͱ
ؾָʹฉ͍ͯͶ

ຊࢿྉ͸ಛఆاۀɾ੡඼΁ͷশࢍɾ൷൑Λҙਤ͢Δ΋ͷͰ͸͋Γ·ͤΜɻ ·ͨɺ৘ใఏڙʹ͋ͨΓɺͦͷਖ਼֬ੑΛอূ͢Δ΋ͷͰ͸͋Γ·ͤΜɻ ඞͣଞͷ৘ใݯ΍Ҿ༻ݩΛ֬ೝͷ্ɺࣗ਎ͷ੹೚ʹ΋ͱ͍ͮͯ͝൑அ͍ͩ͘͞ɻ ༻ޠ΍πʔϧͷઆ໌ʹ͍ͭͯɺࣗ͝਎΍ॴଐνʔϜͰͷཧղɾղऍ͕ ঺հ಺༰ͱҟͳΔ৔߹͸దٓಡΈସ͍͚͑ͯͨͩΔͱ޾͍Ͱ͢ɻ ɹ໔੹ɾ஫ҙࣄ߲ᶄ ҰݴͰݴ͏ͱ
έν͚ͭͳ͍ͰͶ

ຊࢿྉͷར༻ʹΑΓൃੜ͍͔ͨ͠ͳΔଛ֐ʹରͯ͠΋ ࢿྉ࡞੒ऀ͸ͦͷ੹೚Λෛ͍͔Ͷ·͢ɻ ຊࢿྉʹهࡌ͞Ε͍ͯΔձ໊ࣾɾ੡඼໊ͳͲ͸ɺ Ұൠʹ֤ࣾͷొ࿥঎ඪ·ͨ͸঎ඪɺ঎඼໊Ͱ͢ɻ ࢿྉ಺Ͱ͸ äϚʔΫͳͲ͸ද͍ࣔͯ͠·ͤΜɻ !ZV[VUBTͷஶ࡞෺ͷݖརʹ͍ͭͯ͸ IUUQTZV[VUBTIBUFOBCMPHDPNFOUSZDPQZSJHIUʹ४ڌ͠·͢ɻ
ຊࢿྉΛࢀߟʹͨ͠৔߹͸ɺඞͣͦͷࢫΛ໌ه͍ͯͩ͘͠͞ɻ ɹ໔੹ɾ஫ҙࣄ߲ᶅ ҰݴͰݴ͏ͱ ͓ޓ͍ʹ๏཯ΛकΖ͏ͥ

ɹΞδΣϯμ ͸͡Ίʹ σʔλج൫ͷཏ਑൫ ͓ΘΓʹ ɾࣗݾ঺հ ɾ෯޿͍σʔλ׆༻ࢪࡦ ɾσʔλΤϯδχΞϦϯάͷॏཁੑ ɾ%BUB&OHJOFFSJOH4UVEZͱ͸ ɾσʔλΞʔΩςΫνϟͷશମ૾
ɾσʔλΛूΊΔ ɾσʔλΛஷΊΔ ɾσʔλΛՃ޻͢Δ ɾσʔλΛՄࢹԽ͢Δ ɾσʔλͷར༻Λଅ͢ ɾσʔλ૊৫ΛӡӦ͢Δ ɾ·ͱΊ ɾUSPDDPʹΑΔߏங

ࣗݾ঺հ ˞ऩ࿥࣌఺ͷ಺༰ͱͳΓ·͢

ɹొஃऀ4IP:PLPZBNB ίϛϡχςΟ ɾ%BUB&OHJOFFSJOH4UVEZʙϞσϨʔλʔ ɾ%FWFMPQFST4VNNJU ίϯςϯπҕһ ొஃ ɾ1Z$PO+1ʹͯϕεττʔΫΞϫʔυ༏ल৆ ɾ%FWFMPQFST4VNNJU4VNNFSʹͯΞϯέʔτຬ଍౓Ґ ɾ(PPHMF$MPVE%BZ%JHJUBM
࿈ࡌ ɾ*5NFEJB։ൃݱ৔ʹlσʔλจԽzΛਁಁͤ͞Δʮσʔλج൫ʯେղ๤ ɾ1SPEVDU;JOFϓϩμΫτϚωʔδϟʔ΁ͷస਎ʹඞཁͳϚΠϯυηοτ ܝࡌ ɾ೔ܦ࢈ۀ৽ฉ໘ ೥݄೔ ɾ'PSCFT+BQBO೥݄߸

ϑΥϩʔΑΖ͓͘͠Ͷ͕͍͠·͢ʂ ɹ4/4!ZV[VUBT

ɹσʔλج൫Λ࣌ؒͰߏங

ɹ೔ຊʹ͓͚Δ%BUB0QTͷୈҰਓऀ

ɹग़൛ॻ੶

ɹגࣜձࣾ෩Ի԰ ͔͟Ͷ΍ σʔλϚωδϝϯτˍσʔλΤϯδχΞϦϯάʹಛԽͨ͠αʔϏεΛఏڙ ٕज़ސ໰ डୗ։ൃ اۀݚम

ɹԶͷߟ͑ͨ࠷ڧͷडୗձࣾ

ɹ஥ؒΛืू͍ͯ͠·͢ %BUB"OBMZUJDT&OHJOFFS%BUB"OBMZUJDT$POTVMUBOU ओͳۀ຿ ɾσʔλύΠϓϥΠϯͷاըɺߏஙɺӡ༻ ɾϞχλϦϯά׆༻ʹΑΔۀ຿վળࢧԉ ಇ͖ํ ɾि೔ʙ0,ɺϑϧϦϞʔτ0,ɺ෭ۀͰͷࢀՃ0, ɾՔಇͷΛεΩϧ޲্044׆ಈهࣄࣥචʹ౤ࢿ ɾΠϕϯτొஃ΍ॻ੶ࣥචͷػձΛఏڙ
ɾ߽՚ΞυόΠβʔਞʹΑΔϨϏϡʔମ੍༗ બߟ՝୊ʮ,%&$ʯ΁ͷ௅ઓΛͥͻ͝ݕ౼͍ͩ͘͞ IUUQTLB[BOFZBDPNLEFD

෯޿͍σʔλ׆༻ࢪࡦ γεςϜͰ࣮ݱ͍ͨ͜͠ͱ

ൢച਺ɺొ࿥਺ɺར༻཰ɺ޿ࠂඅɺ঎ஊ਺ɺ໰͍߹Θͤ਺ɺϨεϙϯελΠϜFUDʜ ɹࢦඪͷϞχλϦϯά %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ ຖேͷച্4MBDL௨஌ ༧ࢉ؅ཧγʔτ άϥϑɾμογϡϘʔυ

ओཁಋઢʹ͓͚ΔભҠɾ཭୤ͷՄࢹԽ ɹϢʔβʔͷར༻ঢ়گ ߦಈϑΝωϧ ભҠ཰ δϟʔχʔϚοϓ ֤ભҠͷભҠ཰ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ

ɹސ٬ηά ϝϯτͷՄࢹԽ ೥ͷϒϩάهࣄΑΓ શମηά ϝϯτผ ηά ϝϯτO YYYYYYYY YYYYYYYY
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ɹࢪࡦͷޮՌଌఆ ৽ػೳͷར༻཰ "#ςετ݁Ռ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ

ྫɿεΫϥϜνʔϜͷϕϩγςΟɺΧελϚʔαϙʔτͷॲཧ݅਺ ɹΩϟύγςΟܭଌ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ ϕϩγςΟ νέοτফԽͷৄࡉ

ɹ܏޲෼ੳ ໰͍߹Θͤ಺༰ͷภΓɺചΕߦ͖ͷྑ͍δϟϯϧͱѱ͍δϟϯϧ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ ໰͍߹Θͤͷৄࡉ ໰͍߹Θͤͷ܏޲

ɹର৅ऀͷநग़ ྫɿΫʔϙϯ഑෍ͷର৅ސ٬ɺো֐ൃੜ࣌ͷӨڹௐࠪ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ ର৅ͷநग़ϩδοΫݕ౼ நग़ίʔυ

ɹࣾ಺ڞ༗ɾҾ͖ܧ͗ ਓࡐѺટࣄۀͷཤྺνΣοΫࣗಈԽ ɾաڈͷίϛϡχέʔγϣϯΛ֬ೝ͢Δ͜ͱͰɺީิऀଧ਍લʹΞϯϚονΛ๷͙ ɾࣾ಺ʹࢄࡏ͍ͯ͠ΔਓࡐσʔλΛ౷߹͠ɺϘλϯͭͰݕࡧͰ͖ΔΑ͏ʹγεςϜԽ ɾ୲౰ऀͷࣗॿ౒ྗʹґଘ͍ͯͨ͠ˠγεςϜԽʹΑͬͯ҆ఆ඼࣭Λ࣮ݱՄೳʹ͢Δ ೥ͷϒϩάهࣄΑΓ

ྫɿਓࣄϚελΛۀ຿πʔϧʹ࿈ܞ͢Δ͜ͱͰ ΞΧ΢ϯτ؅ཧ΍෦ॺ͝ͱͷݖݶ෇༩ΛࣗಈԽ͢Δ ɹۀ຿πʔϧ΁ͷ৘ใొ࿥ %9ηϛφʔࢿྉΑΓ σʔλ౷߹ ɾۀ຿վֵ ɾγεςϜ։ൃ ɾπʔϧಋೖ ސ٬Ϛελ
঎඼Ϛελ ਓࣄϚελ ӦۀΛ%9 ੡଄Λ%9 ௐୡΛ%9 ܦཧΛ%9 ๏຿Λ%9 ൢଅΛ%9 ձٞΛ%9

ྨࣅ঎඼΍ίϯςϯπͷ঺հɺϓογϡ௨஌΍ϝʔϧͰͷ঎඼঺հɺ $53Λ࠷େԽ͢Δݕࡧ݁ՌͷදࣔॱɺϚονϯάͷظ଴஋͕ߴ͍ਓࡐ΍͓૬खͷ঺հ ɹϨίϝϯυ IUUQJNBHFJUNFEJBDPKQMJNBJUBSUJDMFTM@OFXT@KQH 508/803,J04ΞϓϦ ɺը໘อଘ

ա৒ΞΫηε΍໎࿭౤ߘΛ֤ϑΣʔζͰݕ஌ ҧ൓ީิऀͷϦετΛ࡞੒ ΦϖϨʔλʔ͕໨ࢹνΣοΫ ɹ໎࿭ߦҝͷݕ஌ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ ҟৗݕ஌
શମ૾

ɾϥδΦہͷ൪૊ΛϙουΩϟετʹ഑৴ ɾΠϯλʔωοτΛ௨ͯ͠ੈքத΁ͱର৅ϦεφʔΛ֦େ Ի੠޿ࠂʹΑΔऩӹԽ ɾ஍Ҭผ࣌ؒଳผͷ࠶ੜঢ়گΛϞχλϦϯά͠ɺσʔλۦಈͷ൪૊اըΛ࣮ݱ ɹίϯςϯπ੍࡞ͷଅਐ ೥ͷϒϩάهࣄΑΓ IUUQTQJUQBKQTUVEJP

30"4Λ࠷େԽͰ͖ΔΑ͏ʹ ഔମ ΫϦΤΠςΟϒ ΞϩέʔγϣϯΛௐ੔ ɹ޿ࠂ഑৴ͷ࠷దԽ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ Ϩϙʔτ ഔମ ॲཧͷྲྀΕ

ɹैྔ՝ۚͷ࣮ݱ ܖ໿݅਺Ͱ͸ͳ͘-57ʹԠͯ͡ӦۀελοϑʹΠϯηϯςΟϒΛ෇༩ ैྔ՝ۚɺϨϕχϡʔγΣΞɺμΠφϛοΫϓϥΠγϯάͷ࣮ݱ (PPHMF$MPVE%BZ`ࢿྉΑΓ

ɹϓϥΠγϯάͷదਖ਼Խ IUUQTQSUJNFTKQNBJOIUNMSEQIUNM رগͳΫϥγοΫΧʔͷߪೖر๬ऀʹաڈͷՁ֨Λఏڙ ϑϦʔϥϯεґཔ࣌ʹՁ͕֨௿͗͢ͳ͍͔νΣοΫ IUUQTJOGPMBODFSTKQ

σʔλఏڙ΍ΠϯϑΥάϥϑΟοΫʹΑΔࢢ৔΁ͷϝοηʔδ ɹχϡʔεϨλʔ 135*.&4ΑΓ IUUQTQJUQBKQBOOJWFSTBSZIBMG ೥

σʔλΤϯδχΞϦϯάͷ ॏཁੑ

ɾࣾ಺֎ͷσʔλΛऩू͠ɺ࢖͍΍͍͢ܗࣜ৔ॴΛఏڙ͢Δ ɾ֤෦໳ͷσʔλ׆༻ࢪࡦΛυϥΠϒͤ͞Δ ɹσʔλ׆༻Λࢧ͑ΔγεςϜ σʔλ׆༻ج൫

ࠓ͙͢ʹࡢ೔ͷച্Λݴ͑·͔͢ʁ ࡢ೔ʹൺ΂ͯ૿͍͑ͯ·͔͢ʁݮ͍ͬͯ·͔͢ʁ ೥લʹൺ΂ͯ૿͍͑ͯ·͔͢ʁݮ͍ͬͯ·͔͢ʁ िલʹൺ΂ͯ૿͍͑ͯ·͔͢ʁݮ͍ͬͯ·͔͢ʁ ಛʹͲͷ ސ٬૚c঎඼ΧςΰϦcྲྀೖܦ࿏ ͷച্͕มԽ͍ͯ͠·͔͢ʁ ͓٬༷ͷ͏ͪԿ໊͕ࠓ݄΋Ϧϐʔτ͍ͯ͠·͔͢ʁ Կਓ͕཭୤͠·͔ͨ͠ʁ
ܧଓɾ཭୤ͷ܏޲͸ઌ݄ͱಉ͡Ͱ͔͢ʁڈ೥ͱಉ͡Ͱ͔͢ʁ ɹσʔλΛ࢖͍͑ͯ·͔͢ʁ

&YDFMͰσʔλ෼ੳΛ͸͡ΊΑ͏ʂͰ͸ෆे෼ ɾ౎߹Αֵ͘৽తͳΠϯαΠτ͕ݟ͔ͭΔ͜ͱ͸໓ଟʹͳ͍ ɾϫϯϚϯܦӦऀ΍τοϓηʔϧεͷ,,%ʢצͱܦݧͱ౓ڳʣͷ΄͏͕ ɹ୹ظతͳརӹʹߩݙ͠΍͍͢ σʔλΛͲ͔͜ΒूΊΔͷʁ &YDFMͰ෼ੳ͢ΔͨΊͷσʔλΛɺ୭͔͕Ͳ͔͔͜Β࣋ͬͯ͘Δඞཁ͕͋Δ σʔλΛͲ͏΍ͬͯ࢖͏ͷʁ γεςϜԽ͠ͳ͚Ε͹ຖ೔ϞχλϦϯάͰ͖ͳ͍
ɹγεςϜԽͷඞཁੑ

σʔλ׆༻΍%9͕஫໨͞Ε͍ͯΔ͕ ࣮ࡍʹϓϩδΣΫτΛਐΊΔͱσʔλ੔උͷ՝୊͕࣍ʑͱු্͢Δ ɹσʔλͱγεςϜʹ·ͭΘΔ՝୊ ඞཁͳσʔλ͕ ೖྗ͞Ε͍ͯͳ͍ ༻్Λ ࣮ݱͰ͖Δ΄Ͳ σʔλ඼࣭͕ ߴ͘ͳ͍
۩ମతʹ ͲͷΑ͏ʹσʔλΛ ࿈ܞ͢Δͷ͔ ෼͔Βͳ͍

ɹσʔλج൫ਓࡐ΁ͷ஫໨ धཁ l z ฏۉ೥ऩͷߴ͍৬छ͸…(தུ)… ʮData Warehouse ArchitectʯͰ 15ສ4800υϧʢ1702ສ8000ԁʣ
ITۀքͰฏۉ೥ऩͷߴ͍৬छ͸ιϑτ΢ΣΞΤϯδχΞ ϦϯάϚωʔδϟɺσʔλ΢ΣΞϋ΢εΞʔΩςΫτɺ ιϑτ΢ΣΞ։ൃϚωʔδϟͳͲɻถGlassdoor https://www.publickey1.jp/blog/18/itglassdoor.html

ɹσʔλج൫ਓࡐ΁ͷ஫໨ ڙڅ IUUQCIBUFOBOFKQFOUSZZV[VUBTIBUFOBCMPHDPNFOUSZ

%BUB&OHJOFFSJOH4UVEZͱ͸

ɹ%BUB&OHJOFFSJOH4UVEZ

೔ຊ࠷େڃͷσʔλΤϯδχΞϦϯάษڧձ ɾ։࠵਺ճ ೥݄ʹୈճ໨Λ༧ఆ ɾొஃ਺ຊ ɾྦྷܭࢀՃऀ ໊ ɹ%BUB&OHJOFFSJOH4UVEZͱ͸

ɹ%BUB&OHJOFFSJOH4UVEZͷҙٛ IUUQTNPCJMFUXJUUFSDPNZV[VUBTTUBUVT

ୈճϞμϯͳ%8)#*πʔϧͷબͼํͱɺ࣮ࡍͷӡ༻ࣄྫ ୈճσʔλऩूج൫ͱσʔλ੔උͷ͜Ε·Ͱͱ͜Ε͔Β ୈճ෼ੳج൫Λ͏·͘૊৫ʹਁಁͤ͞Δํ๏ ୈճσʔλ෼ੳج൫ͷো֐ରԠࣄྫ-5ࡇΓ ୈճӟͷ4OPXqBLF%FFQ%JWFࠃ಺ࣄྫɾଞ%8)ͱͷൺֱ ୈճվΊֶͯͿɺ#JH2VFSZపఈೖ໳ ୈճ3FETIJGU࠷৽Ξοϓσʔτͱ׆༻ࣄྫ ୈճ#*πʔϧಛूʵ044ɾ঎༻ͷ্ख͍࢖͍෼͚ ୈճاۀن໛ผσʔλΤϯδχΞ૊৫ͷ࡞Γํ ୈճԦಓ#*πʔϧಛू5BCMFBV1PXFS#*(PPHMFσʔλϙʔλϧ
ୈճࣾͷσʔλΤϯδχΞ͕ৼΓฦΔ ୈճΤϯδχΞͷͨΊͷʮσʔλՄࢹԽʯೖ໳ ୈճ&-5ɾσʔλϞσϦϯά ݄։࠵༧ఆ ɹ%BUB&OHJOFFSJOH4UVEZͷίϯςϯπ

ɾͲΕ΋ʮσʔλ෼ੳΛࢧ͑ΔγεςϜʯʹඞཁͳ࿩ ɾશͯΛಡΈࠐΊ͹࠷ڧͷσʔλΤϯδχΞʹͳΕΔʁ ɾܰ͘ྲྀ͠ಡΈ͢Δ͚ͩͰ΋ʮཏ਑൫ʯʹͳΔ͸ͣ ɹଟछଟ༷ͳςʔϚͷTMJEFT

ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά

ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈճ

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈ ճ ୈ ճ ୈ
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ର৅ ʮσʔλ෼ੳΛࢧ͑ΔγεςϜʯʹؔΘΔਓ ՝୊ ʮԿΛͨ͠Β͍͍ͷʁʯͱ͍͏ٙ໰ ʮ͜ΕͰ͋ͬͯΔͷʁʯͱ͍͏ෆ҆ ఏڙՁ஋ ʮ࣍͸͜ΕΛௐ΂ͯΈΑ͏ʯͱ͍͏ཏ਑൫ ɹ͜ͷొஃͷ֓ཁʢ࠶ܝʣ

σʔλΞʔΩςΫνϟͷ શମ૾

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σʔλΛूΊΔ

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σʔλΛஷΊΔ

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ϑΝΫτ ཤྺ ͱ σΟϝϯγϣϯ ଐੑ Λ ૊Έ߹Θͤͯूܭ͠΍͍͢ܗʹ σʔλΛઃܭ͢Δ͜ͱ ɹख๏ྫɿσΟϝϯγϣφϧϞσϦϯά
ʰ࣮ફతσʔλج൫΁ͷॲํᝦʙϏδωεՁ஋૑ग़ͷͨΊͷσʔλɾγεςϜɾώτͷϊ΢ϋ΢ʱΑΓ

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σʔλΛՄࢹԽ͢Δ

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σʔλͷར༻Λଅ͢

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σʔλ૊৫ΛӡӦ͢Δ

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σʔλ૊৫ͷӡӦʹ͍ͭͯ ɹୈճ IUUQTXXXZPVUVCFDPNXBUDI W1$O%W1BH

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·ͱΊ

ର৅ ʮσʔλ෼ੳΛࢧ͑ΔγεςϜʯʹؔΘΔਓ ՝୊ ʮԿΛͨ͠Β͍͍ͷʁʯͱ͍͏ٙ໰ ʮ͜ΕͰ͋ͬͯΔͷʁʯͱ͍͏ෆ҆ ఏڙՁ஋ ʮ࣍͸͜ΕΛௐ΂ͯΈΑ͏ʯͱ͍͏ཏ਑൫ ɹ͜ͷొஃͷ֓ཁ ࠶ܝ

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ୈճࣾͷσʔλΤϯδχΞ͕ৼΓฦΔ ୈճΤϯδχΞͷͨΊͷʮσʔλՄࢹԽʯೖ໳ ୈճ&-5ɾσʔλϞσϦϯά ݄։࠵༧ఆ ɹ%BUB&OHJOFFSJOH4UVEZͷίϯςϯπ ࠶ܝ

ɾͲΕ΋ʮσʔλ෼ੳΛࢧ͑ΔγεςϜʯʹඞཁͳ࿩ ɾશͯΛಡΈࠐΊ͹࠷ڧͷσʔλΤϯδχΞʹͳΕΔʁ ɾܰ͘ྲྀ͠ಡΈ͢Δ͚ͩͰ΋ʮཏ਑൫ʯʹͳΔ͸ͣ ɹଟछଟ༷ͳςʔϚͷTMJEFT ࠶ܝ

ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ࠶ܝ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈ ճ ୈ ճ ୈ
ճ ୈճ ୈճ ୈճ ୈճ ୈճ

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%JHEBH σʔλϞσϦϯά FH%BUB7BMVU σʔλ෼ੳख๏ FHސ٬෼ੳ ঎඼෼ੳ .PEFSO%BUB4UVDL֓࿦ SFWFSTF&5- ϦτϥΠɾႈ౳ੑͷઃܭ ໊دͤ ޮՌଌఆ FH""ςετ σʔλϚωδϝϯτ ಗ໊Ճ޻ɾϓϥΠόγʔอޢ Φʔϓϯσʔλ FHॅॴϚελ ෼ࢄॲཧͷجຊ 4QBSLೖ໳ &3ઃܭೖ໳ .-0QTೖ໳ ػցֶशೖ໳

USPDDPʹΑΔߏங ˞USPDDP͸ຊΠϕϯτͷӡӦݩͰ͋Δ גࣜձࣾQSJNF/VNCFS༷͕ఏڙ͢ΔαʔϏεͰ͢

&5-΍ϫʔΫϑϩʔΛߏஙͰ͖Δ4BB4 ɹUSPDDPͱ͸ IUUQTTQFBLFSEFDLDPNZV[VUBT

ɹUSPDDPͰσʔλΛूΊΔ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά

೔ຊಠࣗͷ4BB4͔ΒσʔλΛऩूͰ͖Δ ɹUSPDDPͰσʔλΛूΊΔ IUUQTTQFBLFSEFDLDPNZV[VUBT

ɹUSPDDPͰσʔλΛՃ޻͢Δ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά

ΞφϦετ͕42-ͰϫʔΫϑϩʔΛ૊ΊΔ ɹUSPDDPͰσʔλΛՃ޻͢Δ IUUQTCMPHUSPDDPJPUSJBMZV[VUBTUSPDDPSFWJFXΑΓ

ɹUSPDDPͰσʔλͷར༻Λଅ͢ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά

σʔλར༻ऀ͕ࣗ෼Ͱσʔλͷ࿈ܞɾՃ޻Λߦ͑Δ ɹUSPDDPͰσʔλͷར༻Λଅ͢ IUUQTTQFBLFSEFDLDPNZV[VUBT

%BUB&OHJOFFSJOH4UVEZͰͷUSPDDPܝࡌεϥΠυ %&4౉෦͞ΜൃදࢿྉQ IUUQTXXXTMJEFTIBSFOFUUFUTVUBSPXBUBOBCFKBQBOUBYJ %&4ϠϓϦѨ෦͞ΜൃදࢿྉQ IUUQTXXXTMJEFTIBSFOFU.BTBUPTIJ"CFMPPLFSEBUBFOHJOFFSJOHTUVEZ %&4หޢ࢜υοτίϜখాౡ͞ΜൃදࢿྉQ
IUUQTTQFBLFSEFDLDPNPEBTIEFUBGFOYJUPTJUBUJ TMJEF %&40QFOલଆ͞ΜൃදࢿྉQ IUUQTTQFBLFSEFDLDPNTIPNBFLBXBIVSVTVUBUVLVSFONVEFUBBOBSJTVUPHBEFUBKJQBOXP[VPUVUBPIVB TMJEF %&4λΠϛʔ౔઒͞ΜൃදࢿྉQ IUUQTTQFBLFSEFDLDPNUUDDEEUPLJEFUBKJQBOQJO[IJYJBOHTIBOHGBMTFUBNFGBMTFOJBO TMJEF ɹUSPDDPʹΑΔߏஙྫ

%&4౉෦͞ΜൃදࢿྉQ IUUQTXXXTMJEFTIBSFOFUUFUTVUBSPXBUBOBCFKBQBOUBYJ ɹUSPDDPʹΑΔߏஙྫᶃ

%&4ϠϓϦѨ෦͞ΜൃදࢿྉQ IUUQTXXXTMJEFTIBSFOFU.BTBUPTIJ"CFMPPLFSEBUBFOHJOFFSJOHTUVEZ ɹUSPDDPʹΑΔߏஙྫᶄ

%&4หޢ࢜υοτίϜখాౡ͞ΜൃදࢿྉQ IUUQTTQFBLFSEFDLDPNPEBTIEFUBGFOYJUPTJUBUJ TMJEF ɹUSPDDPʹΑΔߏஙྫᶅ

%&40QFOલଆ͞ΜൃදࢿྉQ IUUQTTQFBLFSEFDLDPNTIPNBFLBXBIVSVTVUBUVLVSFONVEFUBBOBSJTVUPHBEFUBKJQBOXP[VPUVUBPIVB TMJEF ɹUSPDDPʹΑΔߏஙྫᶆ

%&4λΠϛʔ౔઒͞ΜൃදࢿྉQ IUUQTTQFBLFSEFDLDPNUUDDEEUPLJEFUBKJQBOQJO[IJYJBOHTIBOHGBMTFUBNFGBMTFOJBO TMJEF ɹUSPDDPʹΑΔߏஙྫᶇ

ʮUSPDDPΏͣͨͦʯͰݕࡧʂ ɹUSPDDPͷར༻ํ๏ IUUQTCMPHUSPDDPJPDBUFHPSZUSJBM

࠷ޙʹએ఻

ɹҊ݅Λ͝૬ஊ͍ͩ͘͞ ٕज़ސ໰ डୗ։ൃ اۀݚम

ɹ஥ؒΛืू͍ͯ͠·͢ %BUB"OBMZUJDT&OHJOFFS%BUB"OBMZUJDT$POTVMUBOU ओͳۀ຿ ɾσʔλύΠϓϥΠϯͷاըɺߏஙɺӡ༻ ɾϞχλϦϯά׆༻ʹΑΔۀ຿վળࢧԉ ಇ͖ํ ɾि೔ʙ0,ɺϑϧϦϞʔτ0,ɺ෭ۀͰͷࢀՃ0, ɾՔಇͷΛεΩϧ޲্044׆ಈهࣄࣥචʹ౤ࢿ ɾΠϕϯτొஃ΍ॻ੶ࣥචͷػձΛఏڙ
ɾ߽՚ΞυόΠβʔਞʹΑΔϨϏϡʔମ੍༗ બߟ՝୊ʮ,%&$ʯ΁ͷ௅ઓΛͥͻ͝ݕ౼͍ͩ͘͞ IUUQTLB[BOFZBDPNLEFD

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累計参加者8,500名！ #DataEngineeringStudy の43スライドから学ぶ、...

累計参加者8,500名！ #DataEngineeringStudy の43スライドから学ぶ、データエンジニアリングの羅針盤 / 20220224

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