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大規模広告配信システムの今後と課題 / Large scale ad delivery system
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CyberAgent
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February 22, 2019
Technology
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大規模広告配信システムの今後と課題 / Large scale ad delivery system
サイバーエージェントの技術者(エンジニア・クリエイター)向けカンファレンス『CA BASE CAMP 2019』
大規模広告配信システムの今後と課題
黒崎 優太
CyberAgent
PRO
February 22, 2019
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Transcript
㛻釨嘗䇶⼔鿥⟓وٞرؠعס ☪䏲כ鐐갭 劔䌋⚡炘ئؕف٭ؙ٭ةؘ٤عؓغطؠ儖鼧%ZOBMZTU 랬㽂⨣㜀!LVSP@N
랬㽂⨣㜀 ˝ 劔䌋⚡炘ئؕف٭ؙ٭ةؘ٤ع ؓغطؠ儖鼧%ZOBMZTUꝧ氦鞊♳縖 ˝ 䇗二⪌炘 ˝ ⪌炘♓全%ZOBMZTUס⪌儘 鿥⟓ 銶峮
銶鼧⮆ס ꝧ氦 ؕ٤نٚ䥵䎎 ˝ 舅㱝ؕ٤نֿٚ飮⽏ !LVSP@N !LVSPDIBO
☪㍑ֽ鎇׆כ ˝ 佤䇗עبتطّס哭釐ؓ٭؞طؠزٔמחַיֽ鎇ױג ˝ ☪䇗עֵ־סVQEBUFכյ䇶⼔ס哅槡氳ם孱מ㵚䑴ג״ס䤗软מח ַיֽ鎇ױ 㛻釨嘗䇶⼔鿥⟓وٞرؠعס☪䏲כ鐐갭
%ZOBMZTUכע 佤䇗־ס㚺 لةؾت氳ם⣐ꪫ 䤗软氳ם⣐ꪫ ☪䏲ס䧪䡵
%ZOBMZTUכע
ؕ٤ذ٭ؾشع䇶⼔כע
ؓغطؠتذة؛סꯛ㓊
35#סׂײ ˝ 35#3FBM5JNF#JEEJOH 441 %41T
35#סׂײ ˝ 8FCً٭ةֿٞ٭غյ䇶⼔ذءֿ氦愁! 441 %41T
35#סׂײ ˝ 凂䗯㕔ٗ٭ا䗯㕔ככמCJESFRVFTUֿׂ 441 %41T CJESFRVFTU
35#סׂײ ˝ ⪌儘갮כ辐炐䇶⼔婊㲊 441 %41T "% "% "% CJESFRVFTU ԁ
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35#סׂײ ˝ 0QFO35#כַֹوٞعؤٜך⪌儘 441 %41T "% "% "% ԁ ԁ
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佤䇗־ס㚺
僖ꝴ丗ⶉ⧠ٛؠؙتعףׂ䤗软 ˝ ⪌儘ٛؠؙتعꄈ丗ⶇ┒ٛؠؙتع熮 ˝ ⪌儘عٚنؔشؠ硜(CQT ˝ ٝتَ٤تذّؕNT♓⫂ ˝ ٞءסꄈ丗5#%BZ ㏆竊敯䛜
ຊͷೖࡳϦΫΤετඵ ຊΞϝϦΧͷϨεϙϯελΠϜ NTFD
%ZOBMZTUסؓ٭؞طؠزٔ哭釐 ˝ "--"84 ╚釐ؤ٤َ٭ؾ٤ع
%ZOBMZTUסؓ٭؞طؠزٔ哭釐 ˝ "--"84 BQOPSUIFBTU VTFBTUמ㷣ꝧ 䎎⮣ءٞ٭فٜםوٞرؠع泘䧗יַגסך"84鹟䥃 硜⠕סؓوٛآ٭ب٘٤ؤ٤َ٭ؾ٤عך啶䡗 ㍲ע⪌儘ئ٭فסײ
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┉仼丗5#סٞءס銶 泃釱 ˝ IUUQTTQFBLFSEFDLDPNLVSPDIBOZVFKJBOTIVRJBOZJSJLVFTVUPXPTBIBLVKJTIVBSDIJUFDUVSFOJHIUHPOHLBJZPOH
⪌儘ٛؠؙتع丗סꝎ僿عٝ٤غ ˝ ꯂ鐧מٛؠؙتع丗ֿ㘃ֻי׀יַ 䤗软氳ם釐♭עה؆յلةؾت氳ם釐♭㚺י׀ג
لةؾت氳ם⣐ꪫ
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Ⳃ槆䇶⼔ס鿥⟓ך✳釨劲 ˝ 7"45 7JEFP"E4FSWJOH5FNQMBUF ؕ٤تعٛ٭ّⳂ槆䇶⼔ :PVUVCFסⳂ槆䇶⼔סֹםنؚ٭ُشع 榫ס釨劲 ؕ٤فػ٭סⳂ槆䇶⼔ך✳ ˝
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)FBEFS#JEEJOHס⮵憠 ˝ ؚؗ٭ذ٭نؚ٭ٜ㑔ס؛٭ؠب٘٤דכْظؔؓ⣐ֿ嚀⚡䮇㜊יַג ˝ זכ냕ַ⪌儘縖ַֿי鴢יױזיַג IUUQTXXXTOBDLNFEJBDPNIFBEFSCJEEJOHXIBUJTJUBOEIPXDBOXFIFMQ
㛡丗ס441מ䫘禈יַ%41ך颯׆׆כ ˝ ⺱凂ס⪌儘ٛؠؙتعֿ邾丗⺱侇מ全 ˝ ַׂ냕ׂ⪌儘י祀㵚מיס ؛٭ؠب٘٤מעⳏיםַ ˝ ⪌儘ٞةشؠמכזיעؿؕثמם
441" 441# 441$ %41
'JSTU1SJDF"VDUJPO ˝ ⫔ך鐄伺ג35#ס☼磝ײע4FDPOE1SJDF"VDUJPO ┉樑냕ַ갮ך⪌儘ג縖ֿ樑泘 ⫃ס⡁壿ך蛽儘 ˝ 'JSTU1SJDF"VDUJPO ┉樑냕ַ갮ך⪌儘ג縖ֿ舅⮆ס⪌儘갮ך蛽儘
ם'JSTU1SJDF"VDUJPOםס־ ˝ %41氳מע4FDPOE1SJDF"VDUJPOס亠ֿب٤وٜ րאס凂ֿ/⫃ס❫⡁ֵֿցכ䓙זג갮ך⪌儘ףַ ؛٭ؠب٘٤מⳏ⮵ג侇ע域憠ס❫劲 ⫃ך蛽儘סך域憠כס❫劲䄐ס⮆㱦ׂ鞙ֻ 'JSTU1SJDF"VDUJPOךע琂⺬ס⪌儘갮◀峮י舅⮆ס⪌儘갮婊㲊םׄףؤتع㘃מם ْظؔؓئؕغ־כ⹜沟䓪ֿ⺸┕ ˝
)FBEFS#JEEJOHסֹם㛡壿؛٭ؠب٘٤מַֽיע┘⮵מם 舅⮆ס⪌儘갮ךⳏיגעםסמյ4FDPOE1SJDFֿ⛥־זגַך )FBEFS#JEEJOHמַֽי靷ׄיױֹ ˝ 鵀伺䓪סゖ갭 %41־כ蛽儘갮ֿ塜䎎םס־־םַ 441ֿ4FDPOE1SJDF⣞逷יַםַ◄ע吾錞┘耆 ˝ )FBEFS#JEEJOHס凂╈䑏מ'JSTU1SJDF"VDUJPOֿ䇶ױחחֵ
䤗软氳ם⣐ꪫ
QSPUPDPMCVFSTס㵵⪌ ˝ 䇶⼔ס銶峮قْٚ٭ذמQSPUPDPMCVFST㵵⪌ ⪌儘侇סقْٚ٭ذ 銶⮆冪סג״מ䑒釐 銶峮ئ٭فמ䌕׀㍑ג״מVSMقْٚ٭ذ ✳榫יַג ˝ ☪ױךע銶峮גַقْٚ٭ذֿ㘃ׇֻכמVSMقْٚ٭ذ鴑ⱶיַג 㲔逷ֿ㛻㚺յVSMֿל؆ל؆Ꝏׂם˟
˝ QSPUPDPMCVFST ت؞٭ُ㲊紶דׄךبٛؓٚؕاכظبٛؓٚؕاֿ榟䡗 舅抅כ䏲亠◍䬵䓪⟊י ր鷐JNQSFTTJPOゖ갭ցמ㵚䑴ַ
QSPUPDPMCVFSTס㵵⪌ ˝ QSPUPDPMCVFS CJOBSZ H[JQFODSZQUJPO#BTF&ODPEJOH TUSJOH ˝ ⮵憠 بٛؓٚؕثظبٛؓٚؕثֿ哧
⺎㚺Ꝏؙ٤ؤ٭ظؔ٤ءفؕػٛ辐杯 H[JQ םסךظ٭ذꄈֿ峎 VSMقْٚ٭ذ⮆ס乃㰄⮛ֿ峎סֵ磵冽氳מ63-ֿ湾ׂך׀ 倊⺘ 糓⺲מقْٚ٭ذס熹ⶁ䷉؆吾湳ֿ⺎耆 https://tracking-server?param1=123¶m2=abcde¶m3=2.34¶m4=fghi... https://tracking-server?param=UWVKmZjViTXdoQXdxS1hWeVFGUW1jazVlZkpqQ1N4QXp... #FGPSF "GUFS
$JSDMF$*㵵⪌ ˝ $JSDMF$*ךסلٜغמחַי ˝ 釨嘗 硜TVCQSPKFDUT 硜┒车 ٓؿٛبشؠَٛةعٛ ˝ ┾⮛لٜغג״מ
لٜغ؞ٔشبٖ舅⯥ך⟊㰆ג 扛蓝יַג w IUUQTTQFBLFSEFDLDPNLVSPDIBOTDBMBQVSPEBLVUPGBMTFCJSVEPHBPTVIVB
$JSDMF$*㵵⪌ ˝ $JSDMF$*עכ⮯擻כ銧זיַַַׂ二ׂםזג ˝ #:0$ #SJOH:PVS0XO$POUBJOFS ˝ تذُؕث⺎耆םلٜغنٞ٭ 鴫מַֹכ嘅嶖סلٜغنٞ٭כַֹסֿםׂםזג
؞ٔشبٖס⯆䐒舅榺舅㏇מםזג ˝ XPSLPXT嚀耆 +PCס❣㰆꞊➟ֿ㲊紶ך׀ֹמםזג ˝ 釐מגַ䷑갭 ה؆כ湳םַכ✳ַ׆םםַ
$JSDMF$*㵵⪌ ˝ זג׆כ ˝ لٜغ錃㲊نٜؒؕס舅Ⳃ榟䡗 ⠕♓┕סؓوٛסلٜغ錃㲊䣆ך傴־םׂי荁ַֹמ ˝ 䄐⮆لٜغ 䄐⮆طتعס㲔产㚺催סםַوٞةؘؠعסلٜغت؞شولٜغ侇ꝴ㛻䆋湾竊 (JU)VC"1*磝ײ⺬لٜغֿ䑒釐םوٞةؘؠعםס־⮭㲊
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4QPU*OTUBODFס孨榫 ˝ 銶ؠٚتذُتذ٭ؿ٭غ♓㛙יتَشعؕ٤تذ٤تמ ˝ "QBDIF4QBSLס⫛Ꝏ䓪榟־י٠٭٭تَشعؕ٤تذ٤تך鷞榫 ˝ 銶╈מؕ٤تذ٤تֿ磙▼ג㕙⺬ע舅Ⳃך二ַؕ٤تذ٤تֿ鴑ⱶ IUUQTEFWFMPQFSTDZCFSBHFOUDPKQCMPHBSDIJWFT
45JFSJOH ˝ %ZOBMZTUס鿥⟓硌סٞءעי4מ⟊㰆 ˝ ☪ױךע┉㲊僿ꝴ磬鷨גٞء䣆Ⳃך⯡ꢜסײדזג ˝ -JGF$ZDMF1PMJDZ ┉㲊僿ꝴ磬זג舅Ⳃך⯡ꢜ 4*"מ燯Ⳃ ˝
4*OUFMMJHFOU5JFSJOH 舅Ⳃךتعٝ٭ةؠٚت燯Ⳃ ˝ "NB[PO(MBDJFS 㓹儖ؓؠجتםַֿ錞饉כי⟊䧏יֽׂס
☪䏲ס䧪䡵
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