{"id":319,"date":"2025-05-12T20:19:35","date_gmt":"2025-05-13T04:19:35","guid":{"rendered":"https:\/\/attrisight.com\/?p=319"},"modified":"2025-05-12T20:19:35","modified_gmt":"2025-05-13T04:19:35","slug":"%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c","status":"publish","type":"post","link":"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/","title":{"rendered":"\ub9c8\ucf00\ud305 \uc18d\uc131\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \uad11\uace0 \uc9c0\ucd9c\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"\uc2e4\uc2dc\uac04 \ub9c8\ucf00\ud305 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ud1b5\ud574 \uae30\uc5c5\uc740 \ucea0\ud398\uc778 \uc885\ub8cc \ud6c4 \ubd84\uc11d\uc744 \uae30\ub2e4\ub9ac\uc9c0 \uc54a\uace0 \ucea0\ud398\uc778 \uc9c4\ud589 \uc911\uc5d0 \uad11\uace0 \uc9c0\ucd9c\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc885\ud569 \uac00\uc774\ub4dc\ub294 \ucd5c\uc2e0 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uae30\uc220\uacfc \ubc29\ubc95\ub860\uc744 \ud1b5\ud574 \ub9c8\ucf00\ud130\uac00 \ucea0\ud398\uc778\uc774 \uc544\uc9c1 \uc9c4\ud589 \uc911\uc778 \ub3d9\uc548 \ubbfc\ucca9\ud558\uac8c \uc608\uc0b0\uc744 \uc870\uc815\ud558\uace0, \uad11\uace0 \uc18c\uc7ac\ub97c \ucd5c\uc801\ud654\ud558\uace0, \ud0c0\uac9f \uace0\uac1d\uc744 \uc138\ubd84\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. \uba87 \uc8fc \ub610\ub294 \uba87 \ub2ec\uc774 \uc544\ub2cc \uba87 \uc2dc\uac04 \ub610\ub294 \uba70\uce60 \ub0b4\uc5d0 \uc2e4\ud589 \uac00\ub2a5\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \uc2e4\uc9c8\uc801\uc778 \uad6c\ud604 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694. \uc0c1\uc138\ud55c \uc0ac\ub840, \uae30\uc220 \uad8c\uc7a5 \uc0ac\ud56d, \uc804\ubb38\uac00\uc758 \uacac\ud574\ub97c \ud1b5\ud574 \ub9c8\ucf00\ud305 \ub9ac\ub354\ub294 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ub2e8\uc21c\ud55c \ud68c\uace0\uc801 \ubcf4\uace0 \uae30\ub2a5\uc5d0\uc11c \uad11\uace0 \uc131\uacfc\uc640 ROI\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud558\ub294 \uc5ed\ub3d9\uc801\uc778 \ucd5c\uc801\ud654 \uc5d4\uc9c4\uc73c\ub85c \uc804\ud658\ud558\ub294 \ub370 \ud544\uc694\ud55c \uc9c0\uc2dd\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\ubaa9\ucc28<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ube44\ub140\uc7a5<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Introduction\" >\uc18c\uac1c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#The_Evolution_from_Retrospective_to_Real-Time_Attribution\" >\ud68c\uace0\uc801 \uadc0\uc778\uc5d0\uc11c \uc2e4\uc2dc\uac04 \uadc0\uc778\uc73c\ub85c\uc758 \uc9c4\ud654<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Traditional_Attribution_Timeline\" >\uc804\ud1b5\uc801\uc778 \uadc0\uc18d \ud0c0\uc784\ub77c\uc778<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#The_Real-Time_Attribution_Timeline\" >\uc2e4\uc2dc\uac04 \uadc0\uc18d \ud0c0\uc784\ub77c\uc778<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Key_Differences_in_Approach\" >\uc811\uadfc \ubc29\uc2dd\uc758 \uc8fc\uc694 \ucc28\uc774\uc810<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#The_Business_Impact_of_Real-Time_Attribution\" >\uc2e4\uc2dc\uac04 \uc18d\uc131\uc758 \ube44\uc988\ub2c8\uc2a4 \uc601\ud5a5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Building_the_Technical_Foundation_for_Real-Time_Attribution\" >\uc2e4\uc2dc\uac04 \uc18d\uc131\uc744 \uc704\ud55c \uae30\uc220 \uae30\ubc18 \uad6c\ucd95<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Data_Collection_Architecture\" >\ub370\uc774\ud130 \uc218\uc9d1 \uc544\ud0a4\ud14d\ucc98<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Streaming_vs_Batch_Processing\" >\uc2a4\ud2b8\ub9ac\ubc0d \ub300 \uc77c\uad04 \ucc98\ub9ac<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Implementation_Approaches\" >\uad6c\ud604 \uc811\uadfc \ubc29\uc2dd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Central_Data_Repository\" >\uc911\uc559 \ub370\uc774\ud130 \uc800\uc7a5\uc18c<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Technical_Options\" >\uae30\uc220 \uc635\uc158<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Data_Unification_Requirements\" >\ub370\uc774\ud130 \ud1b5\ud569 \uc694\uad6c \uc0ac\ud56d<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Real-Time_Analysis_Capabilities\" >\uc2e4\uc2dc\uac04 \ubd84\uc11d \uae30\ub2a5<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Analysis_Technologies\" >\ubd84\uc11d \uae30\uc220<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Real-Time_Attribution_Models\" >\uc2e4\uc2dc\uac04 \uadc0\uc18d \ubaa8\ub378<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Optimization_Frameworks_for_Real-Time_Attribution\" >\uc2e4\uc2dc\uac04 \uadc0\uc18d\uc744 \uc704\ud55c \ucd5c\uc801\ud654 \ud504\ub808\uc784\uc6cc\ud06c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Channel-Level_Optimization\" >\ucc44\ub110 \uc218\uc900 \ucd5c\uc801\ud654<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Implementation_Approaches-2\" >\uad6c\ud604 \uc811\uadfc \ubc29\uc2dd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Key_Metrics_for_Channel_Optimization\" >\ucc44\ub110 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uc8fc\uc694 \uc9c0\ud45c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Campaign-Level_Optimization\" >\ucea0\ud398\uc778 \uc218\uc900 \ucd5c\uc801\ud654<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Implementation_Approaches-3\" >\uad6c\ud604 \uc811\uadfc \ubc29\uc2dd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Key_Metrics_for_Campaign_Optimization\" >\ucea0\ud398\uc778 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uc8fc\uc694 \uc9c0\ud45c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Tactical-Level_Optimization\" >\uc804\uc220 \uc218\uc900 \ucd5c\uc801\ud654<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Implementation_Approaches-4\" >\uad6c\ud604 \uc811\uadfc \ubc29\uc2dd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Key_Metrics_for_Tactical_Optimization\" >\uc804\uc220\uc801 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \ud575\uc2ec \uc9c0\ud45c<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Real-Time_Attribution_Technology_Stack\" >\uc2e4\uc2dc\uac04 \uc18d\uc131 \uae30\uc220 \uc2a4\ud0dd<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Core_Technology_Components\" >\ud575\uc2ec \uae30\uc220 \uad6c\uc131 \uc694\uc18c<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#1_Data_Collection_Layer\" >1. \ub370\uc774\ud130 \uc218\uc9d1 \uacc4\uce35<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#2_Data_Processing_Layer\" >2. \ub370\uc774\ud130 \ucc98\ub9ac \uacc4\uce35<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#3_Attribution_Engine\" >3. \uc18d\uc131 \uc5d4\uc9c4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#4_Activation_Layer\" >4. \ud65c\uc131\ud654 \uacc4\uce35<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#5_Visualization_Layer\" >5. \uc2dc\uac01\ud654 \ub808\uc774\uc5b4<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Integration_Architecture\" >\ud1b5\ud569 \uc544\ud0a4\ud14d\ucc98<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Hub-and-Spoke_Model\" >\ud5c8\ube0c \uc564 \uc2a4\ud3ec\ud06c \ubaa8\ub378<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Streaming_Architecture\" >\uc2a4\ud2b8\ub9ac\ubc0d \uc544\ud0a4\ud14d\ucc98<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#API-First_Approach\" >API \uc6b0\uc120 \uc811\uadfc \ubc29\uc2dd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Technology_Selection_Considerations\" >\uae30\uc220 \uc120\ud0dd \uace0\ub824 \uc0ac\ud56d<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Operational_Approaches_for_Real-Time_Optimization\" >\uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uc6b4\uc601\uc801 \uc811\uadfc \ubc29\uc2dd<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Daily_Optimization_Cadence\" >\uc77c\uc77c \ucd5c\uc801\ud654 \ucf00\uc774\ub358\uc2a4<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Morning_Analysis_9-10_AM\" >\uc624\uc804 \ubd84\uc11d (\uc624\uc804 9\uc2dc~10\uc2dc)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-42\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Mid-Day_Adjustment_12-1_PM\" >\uc815\uc624 \uc870\uc815(\uc624\ud6c4 12\uc2dc~1\uc2dc)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-43\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Evening_Review_4-5_PM\" >\uc800\ub141 \ub9ac\ubdf0 (\uc624\ud6c4 4-5\uc2dc)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-44\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Weekly_Optimization_Cycle\" >\uc8fc\uac04 \ucd5c\uc801\ud654 \uc8fc\uae30<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-45\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Monday_Strategy_Session\" >\uc6d4\uc694\uc77c \uc804\ub7b5 \uc138\uc158<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-46\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Mid-Week_Deep_Dive_Wednesday\" >\uc8fc\uc911 \uc2ec\uce35 \ubd84\uc11d(\uc218\uc694\uc77c)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-47\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Friday_Performance_Review\" >\uae08\uc694\uc77c \uc131\uacfc \uac80\ud1a0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-48\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#War_Room_Approach_for_Critical_Campaigns\" >\uc911\uc694\ud55c \ucea0\ud398\uc778\uc744 \uc704\ud55c \uc804\uc7c1\uc2e4 \uc811\uadfc \ubc29\uc2dd<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-49\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Dedicated_Optimization_Team\" >\uc804\ub2f4 \ucd5c\uc801\ud654 \ud300<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-50\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Rapid_Testing_Framework\" >\uc2e0\uc18d\ud55c \ud14c\uc2a4\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-51\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Executive_Dashboard\" >\uc784\uc6d0 \ub300\uc2dc\ubcf4\ub4dc<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-52\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Case_Studies_Real-Time_Attribution_in_Action\" >\uc0ac\ub840 \uc5f0\uad6c: \uc2e4\uc2dc\uac04 \uc18d\uc131\uc758 \uc2e4\uc81c \uc801\uc6a9<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-53\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#E-Commerce_Retailer_Transforms_Holiday_Campaign_Performance\" >\uc804\uc790\uc0c1\uac70\ub798 \uc18c\ub9e4\uc5c5\uccb4, \ud640\ub9ac\ub370\uc774 \ucea0\ud398\uc778 \uc131\uacfc \ud601\uc2e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-54\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#B2B_Technology_Company_Optimizes_Lead_Generation\" >B2B \uae30\uc220 \ud68c\uc0ac, \ub9ac\ub4dc \uc0dd\uc131 \ucd5c\uc801\ud654<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-55\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Direct-to-Consumer_Brand_Optimizes_Multi-Channel_Campaign\" >\uc9c1\uc811 \uc18c\ube44\uc790 \ube0c\ub79c\ub4dc, \uba40\ud2f0\ucc44\ub110 \ucea0\ud398\uc778 \ucd5c\uc801\ud654<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-56\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Implementation_Roadmap_for_Real-Time_Attribution\" >\uc2e4\uc2dc\uac04 \uc18d\uc131 \uad6c\ud604 \ub85c\ub4dc\ub9f5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-57\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Phase_1_Foundation_Building_1-2_Months\" >1\ub2e8\uacc4: \uae30\ucd08 \uad6c\ucd95(1~2\uac1c\uc6d4)<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-58\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Technical_Setup\" >\uae30\uc220 \uc124\uc815<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-59\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Process_Development\" >\ud504\ub85c\uc138\uc2a4 \uac1c\ubc1c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-60\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Initial_Capabilities\" >\ucd08\uae30 \uc5ed\ub7c9<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-61\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Phase_2_Advanced_Implementation_2-3_Months\" >2\ub2e8\uacc4: \uace0\uae09 \uad6c\ud604(2~3\uac1c\uc6d4)<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-62\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Technical_Enhancement\" >\uae30\uc220 \ud5a5\uc0c1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-63\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Process_Refinement\" >\ud504\ub85c\uc138\uc2a4 \uac1c\uc120<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-64\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Enhanced_Capabilities\" >\ud5a5\uc0c1\ub41c \uae30\ub2a5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-65\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Phase_3_Full_Optimization_3_Months\" >3\ub2e8\uacc4: \uc804\uccb4 \ucd5c\uc801\ud654(3\uac1c\uc6d4 \uc774\uc0c1)<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-66\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Technical_Maturity\" >\uae30\uc220\uc801 \uc131\uc219\ub3c4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-67\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Process_Excellence\" >\ud504\ub85c\uc138\uc2a4 \uc6b0\uc218\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-68\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Advanced_Capabilities\" >\uace0\uae09 \uae30\ub2a5<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-69\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Overcoming_Common_Challenges_in_Real-Time_Attribution\" >\uc2e4\uc2dc\uac04 \uc18d\uc131\uc758 \uc77c\ubc18\uc801\uc778 \uacfc\uc81c \uadf9\ubcf5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-70\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Challenge_1_Data_Latency_Issues\" >\ucc4c\ub9b0\uc9c0 #1: \ub370\uc774\ud130 \uc9c0\uc5f0 \ubb38\uc81c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-71\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Challenge_2_Incomplete_Customer_Journeys\" >\uacfc\uc81c #2: \ubd88\uc644\uc804\ud55c \uace0\uac1d \uc5ec\uc815<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-72\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Challenge_3_Channel_Integration_Complexity\" >\ucc4c\ub9b0\uc9c0 #3: \ucc44\ub110 \ud1b5\ud569 \ubcf5\uc7a1\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-73\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Challenge_4_Attribution_Accuracy_vs_Speed\" >\ucc4c\ub9b0\uc9c0 #4: \uadc0\uc18d \uc815\ud655\ub3c4 \ub300 \uc18d\ub3c4<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-74\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Organizational_Considerations_for_Real-Time_Optimization\" >\uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uc870\uc9c1\uc801 \uace0\ub824 \uc0ac\ud56d<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-75\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Team_Structure_and_Skills\" >\ud300 \uad6c\uc870 \ubc0f \uae30\uc220<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-76\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Key_Roles\" >\uc8fc\uc694 \uc5ed\ud560<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-77\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Decision_Authority_and_Processes\" >\uc758\uc0ac\uacb0\uc815 \uad8c\ud55c \ubc0f \ud504\ub85c\uc138\uc2a4<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-78\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Optimization_Authority_Matrix\" >\ucd5c\uc801\ud654 \uad8c\ud55c \ub9e4\ud2b8\ub9ad\uc2a4<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-79\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Cross-Functional_Collaboration\" >\uae30\ub2a5 \uac04 \ud611\uc5c5<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-80\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Collaborative_Optimization_Process\" >\ud611\ub825\uc801 \ucd5c\uc801\ud654 \ud504\ub85c\uc138\uc2a4<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-81\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Training_and_Enablement\" >\uad50\uc721 \ubc0f \uc9c0\uc6d0<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-82\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Key_Training_Elements\" >\ud575\uc2ec \uad50\uc721 \uc694\uc18c<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-83\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Advanced_Real-Time_Attribution_Strategies\" >\uace0\uae09 \uc2e4\uc2dc\uac04 \uc18d\uc131 \uc804\ub7b5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-84\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#AI-Powered_Attribution_and_Optimization\" >AI \uae30\ubc18 \uc18d\uc131 \ubc0f \ucd5c\uc801\ud654<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-85\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Machine_Learning_Applications\" >\uba38\uc2e0 \ub7ec\ub2dd \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-86\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Personalization_Based_on_Attribution_Signals\" >\uadc0\uc18d \uc2e0\ud638 \uae30\ubc18 \uac1c\uc778\ud654<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-87\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Real-Time_Personalization_Approaches\" >\uc2e4\uc2dc\uac04 \uac1c\uc778\ud654 \uc811\uadfc \ubc29\uc2dd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-88\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Incrementality_Testing_in_Real-Time\" >\uc2e4\uc2dc\uac04 \uc99d\ubd84 \ud14c\uc2a4\ud2b8<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-89\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Real-Time_Incrementality_Approaches\" >\uc2e4\uc2dc\uac04 \uc99d\ubd84\uc131 \uc811\uadfc \ubc29\uc2dd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-90\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Cross-Channel_Journey_Orchestration\" >\ud06c\ub85c\uc2a4 \ucc44\ub110 \uc5ec\uc815 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-91\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Journey_Orchestration_Capabilities\" >\uc5ec\uc815 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \uae30\ub2a5<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-92\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Expert_Perspectives_Success_Factors_for_Real-Time_Attribution\" >\uc804\ubb38\uac00 \uad00\uc810: \uc2e4\uc2dc\uac04 \uadc0\uc18d\uc758 \uc131\uacf5 \uc694\uc778<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-93\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Focus_on_Action_Not_Just_Analysis\" >\ubd84\uc11d\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc2e4\ud589\uc5d0 \uc9d1\uc911\ud558\uc138\uc694<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-94\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Balance_Speed_with_Confidence\" >\uc790\uc2e0\uac10\uc744 \uac00\uc9c0\uace0 \uc18d\ub3c4\ub97c \uc870\uc808\ud558\uc138\uc694<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-95\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Start_with_High-Impact_Channels\" >\uc601\ud5a5\ub825\uc774 \ud070 \ucc44\ub110\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-96\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Create_Closed-Loop_Learning\" >\ud3d0\uc1c4 \ub8e8\ud504 \ud559\uc2b5 \ub9cc\ub4e4\uae30<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-97\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#FAQs\" >\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-98\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#How_quickly_can_attribution_insights_actually_be_delivered\" >\uc2e4\uc81c\ub85c \uc18d\uc131 \ud1b5\ucc30\ub825\uc744 \uc5bc\ub9c8\ub098 \ube68\ub9ac \uc81c\uacf5\ud560 \uc218 \uc788\ub098\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-99\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#Whats_the_minimum_technical_infrastructure_needed_for_real-time_attribution\" >\uc2e4\uc2dc\uac04 \uc18d\uc131\uc5d0 \ud544\uc694\ud55c \ucd5c\uc18c\ud55c\uc758 \uae30\uc220 \uc778\ud504\ub77c\ub294 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-100\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#How_do_we_balance_real-time_optimization_with_long-term_attribution_insights\" >\uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\uc640 \uc7a5\uae30\uc801 \uc18d\uc131 \ud1b5\ucc30\ub825\uc758 \uade0\ud615\uc744 \uc5b4\ub5bb\uac8c \ub9de\ucd9c \uc218 \uc788\uc744\uae4c\uc694?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-101\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#How_do_we_handle_attribution_when_conversion_cycles_are_longer_than_campaigns\" >\uc804\ud658 \uc8fc\uae30\uac00 \ucea0\ud398\uc778 \uc8fc\uae30\ubcf4\ub2e4 \uae34 \uacbd\uc6b0 \uc18d\uc131\uc744 \uc5b4\ub5bb\uac8c \ucc98\ub9ac\ud569\ub2c8\uae4c?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-102\" href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1%ec%9d%84-%ec%82%ac%ec%9a%a9%ed%95%98%ec%97%ac-%ec%8b%a4%ec%8b%9c%ea%b0%84%ec%9c%bc%eb%a1%9c-%ea%b4%91%ea%b3%a0-%ec%a7%80%ec%b6%9c%ec%9d%84-%ec%b5%9c\/#How_do_privacy_changes_impact_real-time_attribution_capabilities\" >\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubcc0\uacbd \uc0ac\ud56d\uc740 \uc2e4\uc2dc\uac04 \uadc0\uc18d \uae30\ub2a5\uc5d0 \uc5b4\ub5a4 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\uae4c?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 id=\"introduction\" tabindex=\"-1\" data-source-line=\"7-7\"><span class=\"ez-toc-section\" id=\"Introduction\"><\/span>\uc18c\uac1c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uae30\uc874\uc758 \ub9c8\ucf00\ud305 \uae30\uc5ec\ub3c4 \uc0ac\uc774\ud074\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc774 \uc9c4\ud589\ub429\ub2c8\ub2e4. \ucea0\ud398\uc778 \uc2e4\ud589, \uc131\uacfc \ub370\uc774\ud130 \uc218\uc9d1, \uba87 \uc8fc \ud6c4 \uacb0\uacfc \ubd84\uc11d, \uadf8\ub9ac\uace0 \ub2e4\uc74c \ucea0\ud398\uc778\uc5d0 \uc778\uc0ac\uc774\ud2b8 \uc801\uc6a9. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uac00\uce58\uac00 \uc788\uc9c0\ub9cc, \ucd5c\uc801\ud654 \uae30\ud68c\uac00 \ub108\ubb34 \ub2a6\uac8c \ubc1c\uacac\ub418\uc5b4 \ud604\uc7ac \ucea0\ud398\uc778\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\uc9c0 \ubabb\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uc5b4\ub5a4 \ucc44\ub110, \uba54\uc2dc\uc9c0, \uadf8\ub9ac\uace0 \ud0c0\uac9f \uace0\uac1d\uc774 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778\uc9c0 \ud30c\uc545\ud560 \ub54c\ucbe4\uc774\uba74 \uc774\ubbf8 \uc608\uc0b0\uc774 \uc18c\uc9c4\ub41c \ud6c4\uc785\ub2c8\ub2e4. \ud55c \uc8fc\uc694 \uc804\uc790\uc0c1\uac70\ub798 \uc18c\ub9e4\uc5c5\uccb4\uc758 \ucd5c\uace0 \ub9c8\ucf00\ud305 \ucc45\uc784\uc790(CMO)\uc778 \uc81c\ub2c8\ud37c \ub370\uc774\ube44\uc2a4\ub294 &quot;\uc624\ub298\ub0a0\ucc98\ub7fc \ube60\ub974\uac8c \ubcc0\ud654\ud558\ub294 \ub514\uc9c0\ud138 \ud658\uacbd\uc5d0\uc11c \uae30\uc5ec\ub3c4 \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bb\uae30 \uc704\ud574 \uba87 \uc8fc\ub97c \uae30\ub2e4\ub9ac\ub294 \uac83\uc740 \ub9c8\uce58 \ubc31\ubbf8\ub7ec\ub9cc \ubcf4\uba70 \uc6b4\uc804\ud558\ub294 \uac83\uacfc \uac19\uc2b5\ub2c8\ub2e4.&quot;\ub77c\uace0 \uc124\uba85\ud569\ub2c8\ub2e4. &quot;\uac00\uc7a5 \uc131\uacf5\uc801\uc778 \uae30\uc5c5\ub4e4\uc740 \ucea0\ud398\uc778 \uc885\ub8cc \ud6c4\uac00 \uc544\ub2c8\ub77c \ucea0\ud398\uc778 \uc9c4\ud589 \uc911\uc5d0 \uc778\uc0ac\uc774\ud2b8\ub97c \uc801\uc2dc\uc5d0 \uc81c\uacf5\ud558\uc5ec \ud544\uc694\ud55c \uc870\uce58\ub97c \ucde8\ud560 \uc218 \uc788\ub3c4\ub85d \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.&quot; \ud68c\uace0\uc801 \uae30\uc5ec\ub3c4\uc5d0\uc11c \uc2e4\uc2dc\uac04 \uae30\uc5ec\ub3c4\ub85c\uc758 \uc774\ub7ec\ud55c \uc804\ud658\uc740 \ub9c8\ucf00\ud130\uac00 \uc131\uacfc\ub97c \uce21\uc815\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \ubc29\uc2dd\uc5d0 \uadfc\ubcf8\uc801\uc778 \ubcc0\ud654\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \ucd5c\uadfc \ud3ec\ub808\uc2a4\ud130(Forrester)\uc758 \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74, \uc2e4\uc2dc\uac04\uc5d0 \uac00\uae4c\uc6b4 \uae30\uc5ec\ub3c4 \uae30\ub2a5\uc744 \uad6c\ud604\ud55c \uae30\uc5c5\uc740 \uae30\uc874 \uce21\uc815 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\ub294 \uae30\uc5c5\ubcf4\ub2e4 \uad11\uace0 \uc9c0\ucd9c \ub300\ube44 \uc218\uc775\ub960(ROAS)\uc774 31% \ub354 \ub192\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc774\uc810\uc740 \ub2e8\uc21c\ud55c \ud6a8\uc728\uc131 \ud5a5\uc0c1\uc5d0\ub9cc \uad6d\ud55c\ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uae30\uc5ec\ub3c4\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"16-21\">\n<li data-source-line=\"16-16\">\uc131\uacfc\uac00 \uc800\uc870\ud55c \ucc44\ub110 \ubc0f \uc804\ub7b5\uc5d0\uc11c \uc608\uc0b0\uc744 \uc2e0\uc18d\ud558\uac8c \uc7ac\ud560\ub2f9<\/li>\n<li data-source-line=\"17-17\">\uadc0\uc18d \uc2e0\ud638 \uae30\ubc18 \ub3d9\uc801 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ucd5c\uc801\ud654<\/li>\n<li data-source-line=\"18-18\">\uc804\ud658 \ud328\ud134\uc774 \ub098\ud0c0\ub098\uba74\uc11c \ubbfc\ucca9\ud558\uac8c \ub300\uc0c1 \uace0\uac1d\uc744 \uc138\ubd84\ud654\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"19-19\">\uc2dc\uc7a5 \uc0c1\ud669\uc774 \ubcc0\ud560 \ub54c \uc989\uac01\uc801\uc778 \uacbd\uc7c1 \ub300\uc751<\/li>\n<li data-source-line=\"20-21\">\ucea0\ud398\uc778 \uac04 \uae09\uaca9\ud55c \uc131\uacfc \ud5a5\uc0c1\ubcf4\ub2e4\ub294 \uc9c0\uc18d\uc801\uc778 \uc131\uacfc \uac1c\uc120<\/li>\n<\/ul>\n\uae00\ub85c\ubc8c \ubbf8\ub514\uc5b4 \uc5d0\uc774\uc804\uc2dc\uc758 \ubd84\uc11d \ucc45\uc784\uc790\uc778 \ub9c8\uc774\ud074 \uccb8\uc740 &quot;\uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud558\ub294 \uc870\uc9c1\uc774 \ubc18\ub4dc\uc2dc \uc608\uc0b0\uc774 \uac00\uc7a5 \ub9ce\uc740 \uc870\uc9c1\uc740 \uc544\ub2d9\ub2c8\ub2e4.&quot;\ub77c\uace0 \ub9d0\ud569\ub2c8\ub2e4. &quot;\uc774\ub4e4\uc740 \uac00\uc7a5 \ube60\ub974\uac8c \ud559\uc2b5\ud558\uace0 \uc801\uc751\ud560 \uc218 \uc788\ub294 \uc870\uc9c1\uc774\uba70, \uc774\ub97c \uc704\ud574\uc11c\ub294 \uc801\uc2dc\uc5d0 \uc81c\uacf5\ub418\ub294 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc778\uc0ac\uc774\ud2b8\ub97c \ud1b5\ud574 \uc870\uce58\ub97c \ucde8\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.&quot; \uc774 \uae00\uc5d0\uc11c\ub294 \uc2e4\uc2dc\uac04 \ub610\ub294 \uac70\uc758 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc2e4\ud589 \uac00\ub2a5\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uace0, \ucea0\ud398\uc778\uc774 \uc9c4\ud589 \uc911\uc778 \ub3d9\uc548\uc5d0\ub3c4 \ucea0\ud398\uc778\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubbfc\ucca9\ud55c \ucd5c\uc801\ud654\ub97c \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uae30\uc220, \ud504\ub85c\uc138\uc2a4 \ubc0f \uc870\uc9c1\uc801 \uc811\uadfc \ubc29\uc2dd\uc744 \uc0b4\ud3b4\ubcf4\uace0, \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uacfc\uac70 \uc9c0\ud5a5\uc801 \ubcf4\uace0\uc11c\uc5d0\uc11c \ub3d9\uc801 \ucd5c\uc801\ud654 \uc5d4\uc9c4\uc73c\ub85c \uc804\ud658\ud558\ub824\ub294 \ub9c8\ucf00\ud130\uc5d0\uac8c \uc2e4\uc9c8\uc801\uc778 \uc9c0\uce68\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uae30\ub2a5\uc744 \uad6c\ud604\ud558\ub824\ub294 \uc870\uc9c1\uc740\u00a0<a href=\"https:\/\/attrisight.com\/ko\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc560\ud2b8\ub9ac\uc0ac\uc774\ud2b8<\/a>\u00a0\ucea0\ud398\uc778\uc774 \uc544\uc9c1 \ucd9c\uc2dc\ub41c \uc0c1\ud0dc\uc5d0\uc11c \ucea0\ud398\uc778 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uc2dc\uae30\uc801\uc808\ud55c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\ub294 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<h2 id=\"the-evolution-from-retrospective-to-real-time-attribution\" tabindex=\"-1\" data-source-line=\"28-28\"><span class=\"ez-toc-section\" id=\"The_Evolution_from_Retrospective_to_Real-Time_Attribution\"><\/span>\ud68c\uace0\uc801 \uadc0\uc778\uc5d0\uc11c \uc2e4\uc2dc\uac04 \uadc0\uc778\uc73c\ub85c\uc758 \uc9c4\ud654<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uad6c\ud604 \uc804\ub7b5\uc744 \uc0b4\ud3b4\ubcf4\uae30 \uc804\uc5d0 \uc18d\uc131\uc774 \uc2e4\uc2dc\uac04 \uae30\ub2a5\uc73c\ub85c \uc5b4\ub5bb\uac8c \ubc1c\uc804\ud588\ub294\uc9c0 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n<h3 id=\"traditional-attribution-timeline\" tabindex=\"-1\" data-source-line=\"32-32\"><span class=\"ez-toc-section\" id=\"Traditional_Attribution_Timeline\"><\/span>\uc804\ud1b5\uc801\uc778 \uadc0\uc18d \ud0c0\uc784\ub77c\uc778<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc5ed\uc0ac\uc801\uc73c\ub85c \uadc0\uc18d \ud1b5\ucc30\ub825\uc740 \uc7a5\uae30\uac04\uc758 \ud0c0\uc784\ub77c\uc778\uc744 \ub530\ub790\uc2b5\ub2c8\ub2e4.\n<ol data-source-line=\"36-40\">\n<li data-source-line=\"36-36\"><strong>\ucea0\ud398\uc778 \uc2e4\ud589<\/strong>\u00a0(1~4\uc8fc\ucc28): \uc5ec\ub7ec \ucc44\ub110\uc5d0\uc11c \ucea0\ud398\uc778 \uc2e4\ud589<\/li>\n<li data-source-line=\"37-37\"><strong>\ub370\uc774\ud130 \uc218\uc9d1<\/strong>\u00a0(5-6\uc8fc\ucc28): \ucea0\ud398\uc778 \uc885\ub8cc \ud6c4 \uc131\uacfc \ub370\uc774\ud130 \uc218\uc9d1<\/li>\n<li data-source-line=\"38-38\"><strong>\ubd84\uc11d<\/strong>\u00a0(7-8\uc8fc): \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \uc18d\uc131 \ud1b5\ucc30\ub825 \uac1c\ubc1c<\/li>\n<li data-source-line=\"39-40\"><strong>\uc778\uc0ac\uc774\ud2b8 \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/strong>\u00a0(9\uc8fc\ucc28 \uc774\uc0c1): \ud559\uc2b5 \ub0b4\uc6a9\uc744 \ud5a5\ud6c4 \ucea0\ud398\uc778\uc5d0 \uc801\uc6a9<\/li>\n<\/ol>\n\uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \ucea0\ud398\uc778 \uc2e4\ud589\uacfc \ucd5c\uc801\ud654 \uc0ac\uc774\uc5d0 \uc0c1\ub2f9\ud55c \uc9c0\uc5f0\uc744 \ucd08\ub798\ud558\uc5ec, \uce21\uc815 \ub300\uc0c1 \ucea0\ud398\uc778\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\uae30\uc5d0\ub294 \ud1b5\ucc30\ub825\uc774 \ub108\ubb34 \ub2a6\uac8c \ub098\ud0c0\ub098\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc558\uc2b5\ub2c8\ub2e4.\n<h3 id=\"the-real-time-attribution-timeline\" tabindex=\"-1\" data-source-line=\"43-43\"><span class=\"ez-toc-section\" id=\"The_Real-Time_Attribution_Timeline\"><\/span>\uc2e4\uc2dc\uac04 \uadc0\uc18d \ud0c0\uc784\ub77c\uc778<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ucd5c\uc2e0 \uc2e4\uc2dc\uac04 \uc18d\uc131\uc740 \uc555\ucd95\ub41c \ud0c0\uc784\ub77c\uc778\uc744 \ub530\ub985\ub2c8\ub2e4.\n<ol data-source-line=\"47-52\">\n<li data-source-line=\"47-47\"><strong>\ucd08\uae30 \ucea0\ud398\uc778 \uc2dc\uc791<\/strong>\u00a0(1~3\uc77c): \ucd08\uae30 \ub9e4\uac1c\ubcc0\uc218\ub85c \ucea0\ud398\uc778 \uc2dc\uc791<\/li>\n<li data-source-line=\"48-48\"><strong>\ucd08\uae30 \uc2e0\ud638 \uc218\uc9d1<\/strong>\u00a0(4~7\uc77c\ucc28): \uc608\ube44 \uc131\uacfc \ub370\uc774\ud130 \uc218\uc9d1<\/li>\n<li data-source-line=\"49-49\"><strong>\uc2e0\uc18d\ud55c \ubd84\uc11d<\/strong>\u00a0(7-10\uc77c): \ucd08\uae30 \uc18d\uc131 \ud1b5\ucc30\ub825 \uac1c\ubc1c<\/li>\n<li data-source-line=\"50-50\"><strong>\ucea0\ud398\uc778 \uc911\uac04 \ucd5c\uc801\ud654<\/strong>\u00a0(10\uc77c\ucc28 \uc774\uc0c1): \ud559\uc2b5 \ub0b4\uc6a9\uc744 \ud604\uc7ac \ucea0\ud398\uc778\uc5d0 \uc801\uc6a9<\/li>\n<li data-source-line=\"51-52\"><strong>\uc9c0\uc18d\uc801\uc778 \ucd5c\uc801\ud654 \ub8e8\ud504<\/strong>: \ucea0\ud398\uc778 \uc804\ubc18\uc5d0 \uac78\uccd0 \ubd84\uc11d \ubc0f \ucd5c\uc801\ud654\ub97c \ubc18\ubcf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n\uc2e4\uc2dc\uac04 \uadc0\uc18d\uc740 \ubc18\ub4dc\uc2dc \uc989\uac01\uc801\uc778 \uacb0\uacfc\ub97c \uc758\ubbf8\ud558\ub294 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \ucea0\ud398\uc778\uc774 \uc644\ub8cc\ub41c \ud6c4\uac00 \uc544\ub2c8\ub77c \ucea0\ud398\uc778\uc774 \uc9c4\ud589\ub418\ub294 \ub3d9\uc548 \ucea0\ud398\uc778\uc744 \ucd5c\uc801\ud654\ud560 \ub9cc\ud07c \ube60\ub974\uac8c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.\n<h3 id=\"key-differences-in-approach\" tabindex=\"-1\" data-source-line=\"55-55\"><span class=\"ez-toc-section\" id=\"Key_Differences_in_Approach\"><\/span>\uc811\uadfc \ubc29\uc2dd\uc758 \uc8fc\uc694 \ucc28\uc774\uc810<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<table data-source-line=\"57-64\">\n<thead data-source-line=\"57-57\">\n<tr data-source-line=\"57-57\">\n<th>\uce21\uba74<\/th>\n<th>\uc804\ud1b5\uc801 \uadc0\uc18d<\/th>\n<th>\uc2e4\uc2dc\uac04 \uc18d\uc131<\/th>\n<\/tr>\n<\/thead>\n<tbody data-source-line=\"59-64\">\n<tr data-source-line=\"59-59\">\n<td><strong>\ud0c0\uc774\ubc0d<\/strong><\/td>\n<td>\ucea0\ud398\uc778 \uc774\ud6c4 \ubd84\uc11d<\/td>\n<td>\ucea0\ud398\uc778 \uc911 \ubd84\uc11d<\/td>\n<\/tr>\n<tr data-source-line=\"60-60\">\n<td><strong>\ucd5c\uc801\ud654 \ucc3d<\/strong><\/td>\n<td>\ub2e4\uc74c \ucea0\ud398\uc778 \uc8fc\uae30<\/td>\n<td>\ud604\uc7ac \ucea0\ud398\uc778<\/td>\n<\/tr>\n<tr data-source-line=\"61-61\">\n<td><strong>\ub370\uc774\ud130 \ucc98\ub9ac<\/strong><\/td>\n<td>\uc77c\uad04 \ucc98\ub9ac<\/td>\n<td>\uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ucc98\ub9ac<\/td>\n<\/tr>\n<tr data-source-line=\"62-62\">\n<td><strong>\ubd84\uc11d \ube48\ub3c4<\/strong><\/td>\n<td>\uc6d4\ubcc4 \ub610\ub294 \ubd84\uae30\ubcc4<\/td>\n<td>\ub9e4\uc77c \ub610\ub294 \ub9e4\uc8fc<\/td>\n<\/tr>\n<tr data-source-line=\"63-63\">\n<td><strong>\uacb0\uc815 \uc18d\ub3c4<\/strong><\/td>\n<td>\uba87 \uc8fc \ub610\ub294 \uba87 \ub2ec<\/td>\n<td>\uc2dc\uac04 \ub610\ub294 \uc77c<\/td>\n<\/tr>\n<tr data-source-line=\"64-64\">\n<td><strong>1\ucc28 \uac00\uce58<\/strong><\/td>\n<td>\uc804\ub7b5\uc801 \ud559\uc2b5<\/td>\n<td>\uc804\uc220\uc801 \ucd5c\uc801\ud654<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"the-business-impact-of-real-time-attribution\" tabindex=\"-1\" data-source-line=\"66-66\"><span class=\"ez-toc-section\" id=\"The_Business_Impact_of_Real-Time_Attribution\"><\/span>\uc2e4\uc2dc\uac04 \uc18d\uc131\uc758 \ube44\uc988\ub2c8\uc2a4 \uc601\ud5a5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uadc0\uc18d \ud1b5\ucc30\ub825\uc758 \uac00\uc18d\ud654\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc0c1\ub2f9\ud55c \ube44\uc988\ub2c8\uc2a4 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"70-75\">\n<li data-source-line=\"70-70\"><strong>\ub0ad\ube44\ub418\ub294 \uc9c0\ucd9c \uac10\uc18c<\/strong>: \uc131\uacfc\uac00 \uc88b\uc9c0 \uc54a\uc740 \uc804\ub7b5\uc744 \uc2e0\uc18d\ud558\uac8c \uc2dd\ubcc4\ud558\uace0 \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"71-71\"><strong>\ucea0\ud398\uc778 \ud6a8\uacfc \uc99d\uac00<\/strong>: \uc0c8\ub85c\uc6b4 \ud328\ud134\uc744 \uae30\ubc18\uc73c\ub85c \uc9c0\uc18d\uc801\uc73c\ub85c \ucd5c\uc801\ud654<\/li>\n<li data-source-line=\"72-72\"><strong>\uac15\ud654\ub41c \uacbd\uc7c1 \ub300\uc751<\/strong>: \ubcc0\ud654\ud558\ub294 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0 \uc2e0\uc18d\ud558\uac8c \ub300\uc751<\/li>\n<li data-source-line=\"73-73\"><strong>\ud5a5\uc0c1\ub41c \ub9c8\ucf00\ud305 \ubbfc\ucca9\uc131<\/strong>: \ucea0\ud398\uc778 \uc8fc\uae30 \ub0b4\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ud558\uace0 \ud559\uc2b5\ud558\uc138\uc694<\/li>\n<li data-source-line=\"74-75\"><strong>\ub354 \ud070 \uc608\uc0b0 \uc720\uc5f0\uc131<\/strong>: \uc131\ub2a5\uc5d0 \ub530\ub77c \ub3d9\uc801\uc73c\ub85c \ub9ac\uc18c\uc2a4\ub97c \uc774\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\uc774\ub7ec\ud55c \uc774\uc810\uc740 \uc9d1\ud569\uc801\uc73c\ub85c \ub354 \ub192\uc740 \ub9c8\ucf00\ud305 ROI\ub85c \ubcc0\ud658\ub418\uba70, \uc885\uc885 \uc2e4\uc2dc\uac04 \uadc0\uc18d \uae30\ub2a5\uc744 \uad6c\ud604\ud558\ub294 \ub370 \ud544\uc694\ud55c \ud22c\uc790\uc5d0 \ub300\ud574 \uc0c1\ub2f9\ud55c \uc218\uc775\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%ec%a0%81%ec%a0%88%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ea%b5%ac%ed%98%84%ec%9d%84-%ec%9c%84%ed%95%9c-roi\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc801\uc808\ud55c \ub9c8\ucf00\ud305 \uc18d\uc131 \uc2dc\uc2a4\ud15c \uad6c\ud604\uc758 ROI<\/a>.\n<h2 id=\"building-the-technical-foundation-for-real-time-attribution\" tabindex=\"-1\" data-source-line=\"78-78\"><span class=\"ez-toc-section\" id=\"Building_the_Technical_Foundation_for_Real-Time_Attribution\"><\/span>\uc2e4\uc2dc\uac04 \uc18d\uc131\uc744 \uc704\ud55c \uae30\uc220 \uae30\ubc18 \uad6c\ucd95<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uc2e4\uc2dc\uac04 \uadc0\uc18d\uc744 \uad6c\ud604\ud558\ub824\uba74 \uae30\uc874 \uadc0\uc18d \uc811\uadfc \ubc29\uc2dd\uacfc\ub294 \ub2e4\ub978 \ud2b9\uc815 \uae30\uc220\uc801 \uc5ed\ub7c9\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h3 id=\"data-collection-architecture\" tabindex=\"-1\" data-source-line=\"82-82\"><span class=\"ez-toc-section\" id=\"Data_Collection_Architecture\"><\/span>\ub370\uc774\ud130 \uc218\uc9d1 \uc544\ud0a4\ud14d\ucc98<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ud6a8\uacfc\uc801\uc778 \uc2e4\uc2dc\uac04 \uadc0\uc18d\uc740 \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\ubc95\ubd80\ud130 \uc2dc\uc791\ub429\ub2c8\ub2e4.\n<h4 id=\"streaming-vs.-batch-processing\" tabindex=\"-1\" data-source-line=\"86-86\"><span class=\"ez-toc-section\" id=\"Streaming_vs_Batch_Processing\"><\/span>\uc2a4\ud2b8\ub9ac\ubc0d \ub300 \uc77c\uad04 \ucc98\ub9ac<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uae30\uc874\uc758 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc77c\uc815 \uae30\uac04 \ub3d9\uc548 \uc218\uc9d1\ub41c \uc815\ubcf4\ub97c \uc77c\uad04 \ucc98\ub9ac\ud558\uc5ec \ud55c\uaebc\ubc88\uc5d0 \ucc98\ub9ac\ud558\ub294 \ubc29\uc2dd\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc740 \uc815\ubcf4\uac00 \uc0dd\uc131\ub428\uc5d0 \ub530\ub77c \uc9c0\uc18d\uc801\uc73c\ub85c \ucc98\ub9ac\ub418\ub294 \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ucc98\ub9ac \ubc29\uc2dd\uc73c\ub85c \uc804\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \uc8fc\uc694 \uae30\uc220 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n<ul data-source-line=\"91-95\">\n<li data-source-line=\"91-91\"><strong>\uc774\ubca4\ud2b8 \uc2a4\ud2b8\ub9ac\ubc0d<\/strong>: \uc0ac\uc6a9\uc790 \uc0c1\ud638\uc791\uc6a9\uc774 \ubc1c\uc0dd\ud558\ub294 \ub300\ub85c \ucc98\ub9ac<\/li>\n<li data-source-line=\"92-92\"><strong>\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778<\/strong>: \uc608\uc57d\ub41c \uc77c\uad04 \ucc98\ub9ac\uac00 \uc544\ub2cc \uc9c0\uc18d\uc801\uc73c\ub85c \ub370\uc774\ud130 \uc774\ub3d9<\/li>\n<li data-source-line=\"93-93\"><strong>\uc11c\ubc84 \uce21 \ucd94\uc801<\/strong>: \ud074\ub77c\uc774\uc5b8\ud2b8 \uce21 \ucd94\uc801\uc5d0 \ub300\ud55c \uc758\uc874\ub3c4\ub97c \uc904\uc5ec \ub354 \ube60\ub978 \ub370\uc774\ud130 \uc218\uc9d1<\/li>\n<li data-source-line=\"94-95\"><strong>API \uae30\ubc18 \ud1b5\ud569<\/strong>: \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uacfc \uc18d\uc131 \uc2dc\uc2a4\ud15c \uac04\uc758 \uc9c1\uc811 \uc5f0\uacb0<\/li>\n<\/ul>\n<h4 id=\"implementation-approaches\" tabindex=\"-1\" data-source-line=\"96-96\"><span class=\"ez-toc-section\" id=\"Implementation_Approaches\"><\/span>\uad6c\ud604 \uc811\uadfc \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol data-source-line=\"98-115\">\n<li data-source-line=\"98-103\">\n<strong>\uc11c\ubc84 \uce21 \ud0dc\uae45<\/strong>\n<ul data-source-line=\"99-103\">\n<li data-source-line=\"99-99\">Google \ud0dc\uadf8 \uad00\ub9ac\uc790 \uc11c\ubc84 \uce21 \ucee8\ud14c\uc774\ub108 \ub610\ub294 \uc720\uc0ac\ud55c \uc194\ub8e8\uc158 \ubc30\ud3ec<\/li>\n<li data-source-line=\"100-100\">\uad11\uace0 \ud50c\ub7ab\ud3fc\uc5d0 \ub300\ud55c \uc11c\ubc84 \uce21 API \uc5f0\uacb0 \uad6c\ud604<\/li>\n<li data-source-line=\"101-101\">\ube0c\ub77c\uc6b0\uc800 \uae30\ubc18 \ucd94\uc801 \uba54\ucee4\ub2c8\uc998\uc5d0 \ub300\ud55c \uc758\uc874\ub3c4 \uac10\uc18c<\/li>\n<li data-source-line=\"102-103\">\uc5d4\ub4dc\ud3ec\uc778\ud2b8\uc5d0 \ubc30\ud3ec\ud558\uae30 \uc804\uc5d0 \uc774\ubca4\ud2b8 \ub370\uc774\ud130\ub97c \uc11c\ubc84 \uce21\uc5d0\uc11c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"104-109\">\n<strong>\uc2e4\uc2dc\uac04 \ubd84\uc11d \uad6c\ud604<\/strong>\n<ul data-source-line=\"105-109\">\n<li data-source-line=\"105-105\">\uc2a4\ud2b8\ub9ac\ubc0d \ub0b4\ubcf4\ub0b4\uae30\ub97c \uc704\ud574 Google Analytics 4 \uad6c\uc131<\/li>\n<li data-source-line=\"106-106\">\ub370\uc774\ud130\uc6e8\uc5b4\ud558\uc6b0\uc2a4\uc5d0 \uc2e4\uc2dc\uac04 \uc774\ubca4\ud2b8 \uc804\ub2ec \uad6c\ud604<\/li>\n<li data-source-line=\"107-107\">\uac00\ub2a5\ud55c \uacbd\uc6b0 \uc9c1\uc811 BigQuery \ub0b4\ubcf4\ub0b4\uae30\ub97c \uc124\uc815\ud558\uc138\uc694.<\/li>\n<li data-source-line=\"108-109\">\ud2b9\uc218\ud55c \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\ub294 \ub9de\ucda4\ud615 \ubd84\uc11d \uc194\ub8e8\uc158 \uad6c\ucd95<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"110-115\">\n<strong>\uc6f9\ud6c5 \ubc0f API \ud1b5\ud569<\/strong>\n<ul data-source-line=\"111-115\">\n<li data-source-line=\"111-111\">\ud50c\ub7ab\ud3fc \uac04 \uc9c1\uc811 \uc6f9\ud6c5 \uc5f0\uacb0 \uc0dd\uc131<\/li>\n<li data-source-line=\"112-112\">\ub370\uc774\ud130 \uc218\uc9d1\uc744 \uc704\ud55c \uc0ac\uc6a9\uc790 \uc815\uc758 API \uc5d4\ub4dc\ud3ec\uc778\ud2b8 \uad6c\ud604<\/li>\n<li data-source-line=\"113-113\">\uc2dc\uc2a4\ud15c \uac04 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uacf5\uc720 \uad6c\ucd95<\/li>\n<li data-source-line=\"114-115\">\ucd5c\uc801\ud654\ub97c \uc704\ud574 \uc591\ubc29\ud5a5 \ub370\uc774\ud130 \ud750\ub984\uc744 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3 id=\"central-data-repository\" tabindex=\"-1\" data-source-line=\"116-116\"><span class=\"ez-toc-section\" id=\"Central_Data_Repository\"><\/span>\uc911\uc559 \ub370\uc774\ud130 \uc800\uc7a5\uc18c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc2e4\uc2dc\uac04 \uc18d\uc131\uc5d0\ub294 \uc5ec\ub7ec \uc18c\uc2a4\uc758 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uace0 \ube60\ub974\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \uc911\uc559 \uc9d1\uc911\uc2dd \uc704\uce58\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h4 id=\"technical-options\" tabindex=\"-1\" data-source-line=\"120-120\"><span class=\"ez-toc-section\" id=\"Technical_Options\"><\/span>\uae30\uc220 \uc635\uc158<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol data-source-line=\"122-139\">\n<li data-source-line=\"122-127\">\n<strong>\ud074\ub77c\uc6b0\ub4dc \ub370\uc774\ud130\uc6e8\uc5b4\ud558\uc6b0\uc2a4<\/strong>\n<ul data-source-line=\"123-127\">\n<li data-source-line=\"123-123\">Google BigQuery: \uac15\ub825\ud55c \uc2e4\uc2dc\uac04 \uae30\ub2a5, \uae30\ubcf8 GA4 \ud1b5\ud569<\/li>\n<li data-source-line=\"124-124\">Snowflake: \ub6f0\uc5b4\ub09c \ud655\uc7a5\uc131, \uc2a4\ud1a0\ub9ac\uc9c0\uc640 \ucef4\ud4e8\ud305 \ubd84\ub9ac<\/li>\n<li data-source-line=\"125-125\">Amazon Redshift: AWS \uc911\uc2ec \uc870\uc9c1\uc5d0 \uc801\ud569<\/li>\n<li data-source-line=\"126-127\">Microsoft Azure Synapse: \uac15\ub825\ud55c Microsoft \uc0dd\ud0dc\uacc4 \ud1b5\ud569<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"128-133\">\n<strong>\uace0\uac1d \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc(CDP)<\/strong>\n<ul data-source-line=\"129-133\">\n<li data-source-line=\"129-129\">\uc138\uadf8\uba3c\ud2b8: \uac15\ub825\ud55c \uc2e4\uc2dc\uac04 \uae30\ub2a5, \uac15\ub825\ud55c \ud1b5\ud569 \uc0dd\ud0dc\uacc4<\/li>\n<li data-source-line=\"130-130\">Tealium: \uc2e4\uc2dc\uac04 \uae30\ub2a5\uc744 \uac16\ucd98 \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09 CDP<\/li>\n<li data-source-line=\"131-131\">mParticle: \uc2a4\ud2b8\ub9ac\ubc0d \uae30\ub2a5\uc744 \uac16\ucd98 \ubaa8\ubc14\uc77c \uc911\uc2ec CDP<\/li>\n<li data-source-line=\"132-133\">Bloomreach: \uc2e4\uc2dc\uac04 \uac1c\uc778\ud654\ub97c \uac16\ucd98 \ucee4\uba38\uc2a4 \uc911\uc2ec CDP<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"134-139\">\n<strong>\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uae30\uc220<\/strong>\n<ul data-source-line=\"135-139\">\n<li data-source-line=\"135-135\">Apache Kafka: \uc0b0\uc5c5\uc6a9 \uc774\ubca4\ud2b8 \uc2a4\ud2b8\ub9ac\ubc0d \ud50c\ub7ab\ud3fc<\/li>\n<li data-source-line=\"136-136\">Amazon Kinesis: AWS \ub124\uc774\ud2f0\ube0c \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \uc11c\ube44\uc2a4<\/li>\n<li data-source-line=\"137-137\">Google Pub\/Sub: \uc774\ubca4\ud2b8 \uc2a4\ud2b8\ub9ac\ubc0d\uc744 \uc704\ud55c \uba54\uc2dc\uc9d5 \uc11c\ube44\uc2a4<\/li>\n<li data-source-line=\"138-139\">Azure Event Hubs: Microsoft\uc758 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9ac\ubc0d \uc11c\ube44\uc2a4<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4 id=\"data-unification-requirements\" tabindex=\"-1\" data-source-line=\"140-140\"><span class=\"ez-toc-section\" id=\"Data_Unification_Requirements\"><\/span>\ub370\uc774\ud130 \ud1b5\ud569 \uc694\uad6c \uc0ac\ud56d<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ub370\uc774\ud130 \uc218\uc9d1\uc744 \ub118\uc5b4 \uc2e4\uc2dc\uac04 \uc18d\uc131 \ubd84\uc11d\uc5d0\ub294 \uc2e0\uc18d\ud55c \ub370\uc774\ud130 \ud1b5\ud569\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"143-147\">\n<li data-source-line=\"143-143\"><strong>ID \ud655\uc778<\/strong>: \uc5ec\ub7ec \uae30\uae30\uc640 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uc791\uc5c5 \uc5f0\uacb0<\/li>\n<li data-source-line=\"144-144\"><strong>\ub370\uc774\ud130 \uc815\uaddc\ud654<\/strong>: \ub2e4\uc591\ud55c \uc18c\uc2a4\uc758 \ub370\uc774\ud130 \ud615\uc2dd \ud45c\uc900\ud654<\/li>\n<li data-source-line=\"145-145\"><strong>\uc774\ubca4\ud2b8 \ud0c0\uc784\uc2a4\ud0ec\ud504 \uc815\ub82c<\/strong>: \uc2dc\uc2a4\ud15c \uc804\ubc18\uc5d0 \uac78\uccd0 \uc77c\uad00\ub41c \uc2dc\uac04 \ucd94\uc801 \ubcf4\uc7a5<\/li>\n<li data-source-line=\"146-147\"><strong>\uadc0\uc18d \ub9e4\uac1c\ubcc0\uc218 \uc77c\uad00\uc131<\/strong>: \uade0\uc77c\ud55c \ucd94\uc801 \ub9e4\uac1c\ubcc0\uc218 \uc720\uc9c0<\/li>\n<\/ul>\n<h3 id=\"real-time-analysis-capabilities\" tabindex=\"-1\" data-source-line=\"148-148\"><span class=\"ez-toc-section\" id=\"Real-Time_Analysis_Capabilities\"><\/span>\uc2e4\uc2dc\uac04 \ubd84\uc11d \uae30\ub2a5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ud1b5\ud569\ud55c \ud6c4\uc5d0\ub294 \uc774\ub97c \ube60\ub974\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h4 id=\"analysis-technologies\" tabindex=\"-1\" data-source-line=\"152-152\"><span class=\"ez-toc-section\" id=\"Analysis_Technologies\"><\/span>\ubd84\uc11d \uae30\uc220<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol data-source-line=\"154-171\">\n<li data-source-line=\"154-159\">\n<strong>\uc2e4\uc2dc\uac04 \ubd84\uc11d \ud50c\ub7ab\ud3fc<\/strong>\n<ul data-source-line=\"155-159\">\n<li data-source-line=\"155-155\">Amplitude: \uc2e4\uc2dc\uac04 \uae30\ub2a5\uc744 \uac16\ucd98 \uc81c\ud488 \ubd84\uc11d<\/li>\n<li data-source-line=\"156-156\">Mixpanel: \uc774\ubca4\ud2b8 \uc2a4\ud2b8\ub9ac\ubc0d\uc744 \ud1b5\ud55c \uc0ac\uc6a9\uc790 \ubd84\uc11d<\/li>\n<li data-source-line=\"157-157\">Adobe Analytics: \uc2e4\uc2dc\uac04 \uae30\ub2a5\uc744 \uac16\ucd98 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ubd84\uc11d<\/li>\n<li data-source-line=\"158-159\">\ud799: \ube60\ub978 \ubd84\uc11d\uc744 \ud1b5\ud55c \uc790\ub3d9 \uc774\ubca4\ud2b8 \ucea1\ucc98<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"160-165\">\n<strong>\ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4 \ub3c4\uad6c<\/strong>\n<ul data-source-line=\"161-165\">\n<li data-source-line=\"161-161\">Tableau: \uc2e4\uc2dc\uac04 \ub300\uc2dc\ubcf4\ub4dc \uae30\ub2a5\uc744 \uac16\ucd98 \uc2dc\uac01\uc801 \ubd84\uc11d<\/li>\n<li data-source-line=\"162-162\">Looker: \uac15\ub825\ud55c \uc2e4\uc2dc\uac04 \uae30\ub2a5\uc744 \uac16\ucd98 \ucd5c\uc2e0 BI \ud50c\ub7ab\ud3fc<\/li>\n<li data-source-line=\"163-163\">Power BI: \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uac16\ucd98 Microsoft\uc758 BI \uc194\ub8e8\uc158<\/li>\n<li data-source-line=\"164-165\">Google Data Studio: \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc5f0\uacb0\uc744 \uc81c\uacf5\ud558\ub294 \ubb34\ub8cc \uc635\uc158<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"166-171\">\n<strong>\ub9de\ucda4\ud615 \ubd84\uc11d \uc194\ub8e8\uc158<\/strong>\n<ul data-source-line=\"167-171\">\n<li data-source-line=\"167-167\">Pandas\ub97c \ud65c\uc6a9\ud55c Python: \ud2b9\uc218 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\ub294 \ub9de\ucda4\ud615 \ubd84\uc11d \uc2a4\ud06c\ub9bd\ud2b8<\/li>\n<li data-source-line=\"168-168\">Shiny\ub97c \uc0ac\uc6a9\ud55c R: \ub300\ud654\ud615 \ub300\uc2dc\ubcf4\ub4dc\ub97c \ud1b5\ud55c \ud1b5\uacc4 \ubd84\uc11d<\/li>\n<li data-source-line=\"169-169\">SQL \uae30\ubc18 \ub178\ud2b8\ubd81: \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \uc18c\uc2a4\uc758 \uc9c1\uc811 \ucffc\ub9ac<\/li>\n<li data-source-line=\"170-171\">\ub9de\ucda4\ud615 \ub300\uc2dc\ubcf4\ub4dc \uc194\ub8e8\uc158: \ub9de\ucda4\ud615 \uc2e4\uc2dc\uac04 \uc2dc\uac01\ud654<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4 id=\"real-time-attribution-models\" tabindex=\"-1\" data-source-line=\"172-172\"><span class=\"ez-toc-section\" id=\"Real-Time_Attribution_Models\"><\/span>\uc2e4\uc2dc\uac04 \uadc0\uc18d \ubaa8\ub378<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ubaa8\ub4e0 \uc18d\uc131 \ubaa8\ub378\uc774 \uc2e4\uc2dc\uac04 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ub3d9\uc77c\ud558\uac8c \uc798 \uc791\ub3d9\ud558\ub294 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4.\n<ul data-source-line=\"176-181\">\n<li data-source-line=\"176-176\"><strong>\uccab \ubc88\uc9f8 \uc811\ucd09 \ubaa8\ub378\uacfc \ub9c8\uc9c0\ub9c9 \uc811\ucd09 \ubaa8\ub378<\/strong>: \uc2e4\uc2dc\uac04\uc73c\ub85c \uad6c\ud604\ud558\uae30 \uac00\uc7a5 \uac04\ub2e8\ud558\uc9c0\ub9cc \ud1b5\ucc30\ub825\uc774 \uc81c\ud55c\uc801\uc785\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"177-177\"><strong>\uc120\ud615 \uadc0\uc18d<\/strong>: \uc644\uc804\ud55c \uacbd\ub85c \ubd84\uc11d\uc744 \uc704\ud574 \uc57d\uac04\uc758 \uc9c0\uc5f0\uc744 \ub450\uace0 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"178-178\"><strong>\uc2dc\uac04 \uac10\uc1e0 \ubaa8\ub378<\/strong>: \uba87 \uac00\uc9c0 \uac00\uc815\uc744 \ud1b5\ud574 \uac70\uc758 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc791\uc5c5 \uac00\ub2a5<\/li>\n<li data-source-line=\"179-179\"><strong>\uc54c\uace0\ub9ac\uc998 \ubaa8\ub378<\/strong>: \uc2e4\uc2dc\uac04\uc5d0 \ub354 \ub9ce\uc740 \uacfc\uac70 \ub370\uc774\ud130\uac00 \ud544\uc694\ud558\ubbc0\ub85c \uc5b4\ub824\uc6c0\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"180-181\"><strong>\uc99d\ubd84 \uce21\uc815<\/strong>: \uc77c\ubc18\uc801\uc73c\ub85c \ub300\uc870\uad70\uacfc \ub354 \uae34 \uae30\uac04\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\uc2e4\uc2dc\uac04 \uadc0\uc18d\uc744 \uad6c\ud604\ud558\ub294 \ub300\ubd80\ubd84\uc758 \uc870\uc9c1\uc740 \uc989\uac01\uc801\uc778 \ucd5c\uc801\ud654\ub97c \uc704\ud574 \ub354 \uac04\ub2e8\ud55c \ubaa8\ub378\ub85c \uc2dc\uc791\ud558\uba74\uc11c \ub3d9\uc2dc\uc5d0 \ub354 \uc2ec\uce35\uc801\uc778 \ud1b5\ucc30\ub825\uc744 \uc704\ud574 \ub354 \uc815\uad50\ud55c \ubaa8\ub378\uc744 \ubcd1\ub82c\ub85c \uc2e4\ud589\ud569\ub2c8\ub2e4.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%eb%8d%b0%ec%9d%b4%ed%84%b0-%ea%b8%b0%eb%b0%98-%ea%b7%80%ec%86%8d-%eb%aa%a8%eb%8d%b8-%eb%af%b8%eb%9e%98-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%b8%a1%ec%a0%95\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ub370\uc774\ud130 \uae30\ubc18 \uae30\uc5ec \ubaa8\ub378: \ub9c8\ucf00\ud305 \uce21\uc815\uc758 \ubbf8\ub798<\/a>.\n<h2 id=\"optimization-frameworks-for-real-time-attribution\" tabindex=\"-1\" data-source-line=\"184-184\"><span class=\"ez-toc-section\" id=\"Optimization_Frameworks_for_Real-Time_Attribution\"><\/span>\uc2e4\uc2dc\uac04 \uadc0\uc18d\uc744 \uc704\ud55c \ucd5c\uc801\ud654 \ud504\ub808\uc784\uc6cc\ud06c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uae30\uc220 \uc778\ud504\ub77c\uac00 \uad6c\ucd95\ub418\uba74 \uc18d\uc131 \ud1b5\ucc30\ub825\uc744 \uc989\uac01\uc801\uc778 \ucd5c\uc801\ud654 \uc791\uc5c5\uc73c\ub85c \uc804\ud658\ud560 \uc218 \uc788\ub294 \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h3 id=\"channel-level-optimization\" tabindex=\"-1\" data-source-line=\"188-188\"><span class=\"ez-toc-section\" id=\"Channel-Level_Optimization\"><\/span>\ucc44\ub110 \uc218\uc900 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\uc758 \uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \uc218\uc900\uc5d0\ub294 \uc131\uacfc\uc5d0 \ub530\ub77c \ucc44\ub110 \uac04 \uc608\uc0b0\uc744 \uc804\ud658\ud558\ub294 \uac83\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.\n<h4 id=\"implementation-approaches-1\" tabindex=\"-1\" data-source-line=\"192-192\"><span class=\"ez-toc-section\" id=\"Implementation_Approaches-2\"><\/span>\uad6c\ud604 \uc811\uadfc \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol data-source-line=\"194-211\">\n<li data-source-line=\"194-199\">\n<strong>\uc218\ub3d9 \ucd5c\uc801\ud654<\/strong>\n<ul data-source-line=\"195-199\">\n<li data-source-line=\"195-195\">\ud06c\ub85c\uc2a4\ucc44\ub110 \uadc0\uc18d \ub370\uc774\ud130\uc758 \uc77c\uc77c \uac80\ud1a0<\/li>\n<li data-source-line=\"196-196\">\uc131\uacfc\uc5d0 \ub530\ub978 \uc218\ub3d9 \uc608\uc0b0 \uc870\uc815<\/li>\n<li data-source-line=\"197-197\">\ud50c\ub7ab\ud3fc \uac04 \ub9ac\uc18c\uc2a4\uc758 \uc815\uae30\uc801 \uc7ac\ud560\ub2f9<\/li>\n<li data-source-line=\"198-199\">\uadc0\uc18d \uac00\ub2a5\ud55c \uacb0\uacfc\uac00 \uc788\ub294 \uc608\uc57d\ub41c \ucd5c\uc801\ud654 \uc138\uc158<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"200-205\">\n<strong>\uaddc\uce59 \uae30\ubc18 \uc790\ub3d9\ud654<\/strong>\n<ul data-source-line=\"201-205\">\n<li data-source-line=\"201-201\">\uc608\uc0b0 \ubcc0\uacbd\uc5d0 \ub300\ud55c \uc0ac\uc804 \uc815\uc758\ub41c \uc131\uacfc \uc784\uacc4\uac12<\/li>\n<li data-source-line=\"202-202\">\ucc44\ub110 \uc131\uacfc\uac00 \uc800\uc870\ud560 \ub54c \uc790\ub3d9 \uc54c\ub9bc<\/li>\n<li data-source-line=\"203-203\">\uc608\uc57d\ub41c \uc2a4\ud06c\ub9bd\ud2b8 \uae30\ubc18 \uc608\uc0b0 \uc870\uc815<\/li>\n<li data-source-line=\"204-205\">\ucd5c\uc801\ud654 \uc791\uc5c5\uc744 \uc704\ud55c IF\/THEN \ub17c\ub9ac<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"206-211\">\n<strong>\uc54c\uace0\ub9ac\uc998 \uae30\ubc18 \ucd5c\uc801\ud654<\/strong>\n<ul data-source-line=\"207-211\">\n<li data-source-line=\"207-207\">\ucc44\ub110 \uc131\uacfc\ub97c \uc608\uce21\ud558\ub294 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378<\/li>\n<li data-source-line=\"208-208\">\uc608\uc0c1 \uc218\uc775\uc5d0 \ub530\ub978 \uc790\ub3d9 \uc608\uc0b0 \ud560\ub2f9<\/li>\n<li data-source-line=\"209-209\">\ud50c\ub7ab\ud3fc \uac04 \ub3d9\uc801 \uc785\ucc30 \uc870\uc815<\/li>\n<li data-source-line=\"210-211\">\uc218\ub3d9 \uac1c\uc785 \uc5c6\uc774 \uc9c0\uc18d\uc801\uc778 \ucd5c\uc801\ud654<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4 id=\"key-metrics-for-channel-optimization\" tabindex=\"-1\" data-source-line=\"212-212\"><span class=\"ez-toc-section\" id=\"Key_Metrics_for_Channel_Optimization\"><\/span>\ucc44\ub110 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uc8fc\uc694 \uc9c0\ud45c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ud6a8\uacfc\uc801\uc778 \uc2e4\uc2dc\uac04 \ucc44\ub110 \ucd5c\uc801\ud654\ub294 \ub2e4\uc74c \uce21\uc815 \ud56d\ubaa9\uc5d0 \ucd08\uc810\uc744 \ub9de\ucda5\ub2c8\ub2e4.\n<ul data-source-line=\"215-220\">\n<li data-source-line=\"215-215\"><strong>\uadc0\uc18d \uc870\uc815 ROAS<\/strong>: \uc801\uc808\ud55c \uadc0\uc18d\uc744 \ud1b5\ud55c \uad11\uace0 \uc9c0\ucd9c \uc218\uc775\ub960<\/li>\n<li data-source-line=\"216-216\"><strong>\uc99d\ubd84 \uc804\ud658\uc728<\/strong>: \uae30\uc900\uc120\uc744 \uace0\ub824\ud55c \uc21c \uc2e0\uaddc \uc804\ud658<\/li>\n<li data-source-line=\"217-217\"><strong>\uace0\uac1d \ud68d\ub4dd \ube44\uc6a9<\/strong>: \uc2e0\uaddc \uace0\uac1d\ub2f9 \ucd1d \ube44\uc6a9<\/li>\n<li data-source-line=\"218-218\"><strong>\uae30\uc5ec \ub9c8\uc9c4<\/strong>: \ub9c8\ucf00\ud305 \ube44\uc6a9 \uc774\ud6c4 \uc774\uc775 \uae30\uc5ec\ub3c4<\/li>\n<li data-source-line=\"219-220\"><strong>\uc804\ud658 \uc18d\ub3c4<\/strong>: \uccab \ubc88\uc9f8 \ud130\uce58\ubd80\ud130 \uc804\ud658\uae4c\uc9c0\uc758 \uc18d\ub3c4<\/li>\n<\/ul>\n<h3 id=\"campaign-level-optimization\" tabindex=\"-1\" data-source-line=\"221-221\"><span class=\"ez-toc-section\" id=\"Campaign-Level_Optimization\"><\/span>\ucea0\ud398\uc778 \uc218\uc900 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ucc44\ub110\uc744 \ub118\uc5b4 \uc2e4\uc2dc\uac04 \uc18d\uc131\uc744 \ud1b5\ud574 \ucea0\ud398\uc778 \ub0b4\uc5d0\uc11c \ucd5c\uc801\ud654\uac00 \uac00\ub2a5\ud569\ub2c8\ub2e4.\n<h4 id=\"implementation-approaches-2\" tabindex=\"-1\" data-source-line=\"225-225\"><span class=\"ez-toc-section\" id=\"Implementation_Approaches-3\"><\/span>\uad6c\ud604 \uc811\uadfc \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol data-source-line=\"227-244\">\n<li data-source-line=\"227-232\">\n<strong>\ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ud68c\uc804 \ucd5c\uc801\ud654<\/strong>\n<ul data-source-line=\"228-232\">\n<li data-source-line=\"228-228\">\ucc3d\uc758\uc801 \uc131\uacfc\uc5d0 \ub300\ud55c \uadc0\uc18d \ubd84\uc11d<\/li>\n<li data-source-line=\"229-229\">\ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \uac00\uc911\uce58\uc758 \ub3d9\uc801 \uc870\uc815<\/li>\n<li data-source-line=\"230-230\">\uc2e4\uc801\uc774 \uc800\uc870\ud55c \uad11\uace0 \uc18c\uc7ac\uc758 \uc790\ub3d9 \uc77c\uc2dc \uc911\uc9c0<\/li>\n<li data-source-line=\"231-232\">\uadc0\uc18d \uae30\ubc18 \uc6b0\uc2b9\uc790\ub97c \ub300\uc0c1\uc73c\ub85c A\/B \ud14c\uc2a4\ud2b8 \uc218\ud589<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"233-238\">\n<strong>\uccad\uc911 \uc138\ubd84\ud654<\/strong>\n<ul data-source-line=\"234-238\">\n<li data-source-line=\"234-234\">\uadc0\uc18d \ub370\uc774\ud130 \uae30\ubc18 \uc138\uadf8\uba3c\ud2b8 \ubd84\uc11d<\/li>\n<li data-source-line=\"235-235\">\uc2e4\uc2dc\uac04 \ub300\uc0c1 \uace0\uac1d \ud0c0\uac9f\ud305 \uc870\uc815<\/li>\n<li data-source-line=\"236-236\">\uc720\uc0ac \uace0\uac1d \ucd5c\uc801\ud654<\/li>\n<li data-source-line=\"237-238\">\uc2e4\uc801\uc774 \uc800\uc870\ud55c \uc138\uadf8\uba3c\ud2b8 \uc81c\uc678<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"239-244\">\n<strong>\uc785\ucc30 \uc804\ub7b5 \uc870\uc815<\/strong>\n<ul data-source-line=\"240-244\">\n<li data-source-line=\"240-240\">\uadc0\uc18d \uae30\ubc18 \uc785\ucc30 \uc218\uc815<\/li>\n<li data-source-line=\"241-241\">\uc804\ud658 \ud328\ud134\uc5d0 \ub530\ub978 \uc77c\uc77c \uc785\ucc30<\/li>\n<li data-source-line=\"242-242\">\uae30\uae30\ubcc4 \uc785\ucc30 \uc870\uc815<\/li>\n<li data-source-line=\"243-244\">\uc9c0\ub9ac\uc801 \uc131\ub2a5 \ucd5c\uc801\ud654<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4 id=\"key-metrics-for-campaign-optimization\" tabindex=\"-1\" data-source-line=\"245-245\"><span class=\"ez-toc-section\" id=\"Key_Metrics_for_Campaign_Optimization\"><\/span>\ucea0\ud398\uc778 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uc8fc\uc694 \uc9c0\ud45c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ud6a8\uacfc\uc801\uc778 \ucea0\ud398\uc778 \ucd5c\uc801\ud654\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uce21\uc815 \ud56d\ubaa9\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ucd94\uc801\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"248-253\">\n<li data-source-line=\"248-248\"><strong>\ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c\ubcc4 \uadc0\uc18d \uc804\ud658<\/strong>: \uc5b4\ub5a4 \uba54\uc2dc\uc9c0\uac00 \uacb0\uacfc\ub97c \uac00\uc838\uc624\ub294\uac00<\/li>\n<li data-source-line=\"249-249\"><strong>\uc138\uadf8\uba3c\ud2b8 \uc218\uc900 \uc18d\uc131<\/strong>: \uc5b4\ub5a4 \uccad\uc911\uc774 \uac00\uc7a5 \uc798 \uc804\ud658\ub418\ub098\uc694?<\/li>\n<li data-source-line=\"250-250\"><strong>\ubc30\uce58 \uc218\uc900 \uc131\uacfc<\/strong>: \uad11\uace0\uac00 \uac00\uc7a5 \uc798 \uc218\ud589\ub418\ub294 \uacf3<\/li>\n<li data-source-line=\"251-251\"><strong>\uba54\uc2dc\uc9c0 \uc2dc\ud000\uc2a4 \ud6a8\uacfc<\/strong>: \uc5b4\ub5a4 \ucc3d\uc758\uc801\uc778 \uc2dc\ud000\uc2a4\uac00 \ud6a8\uacfc\uc801\uc778\uac00<\/li>\n<li data-source-line=\"252-253\"><strong>\ud0c0\uc774\ubc0d \uc601\ud5a5<\/strong>: \uc138\uadf8\uba3c\ud2b8\ubcc4\ub85c \uc804\ud658\uc774 \ubc1c\uc0dd\ud558\ub294 \uacbd\uc6b0<\/li>\n<\/ul>\n<h3 id=\"tactical-level-optimization\" tabindex=\"-1\" data-source-line=\"254-254\"><span class=\"ez-toc-section\" id=\"Tactical-Level_Optimization\"><\/span>\uc804\uc220 \uc218\uc900 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uac00\uc7a5 \uc138\ubd80\uc801\uc778 \uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\ub294 \uc804\uc220 \uc218\uc900\uc5d0\uc11c \ubc1c\uc0dd\ud569\ub2c8\ub2e4.\n<h4 id=\"implementation-approaches-3\" tabindex=\"-1\" data-source-line=\"258-258\"><span class=\"ez-toc-section\" id=\"Implementation_Approaches-4\"><\/span>\uad6c\ud604 \uc811\uadfc \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol data-source-line=\"260-277\">\n<li data-source-line=\"260-265\">\n<strong>\ud0a4\uc6cc\ub4dc \ubc0f \ubc30\uce58 \ucd5c\uc801\ud654<\/strong>\n<ul data-source-line=\"261-265\">\n<li data-source-line=\"261-261\">\ud0a4\uc6cc\ub4dc \uae30\uc5ec\ub3c4\uc5d0 \ub300\ud55c \uadc0\uc778 \ubd84\uc11d<\/li>\n<li data-source-line=\"262-262\">\ud0a4\uc6cc\ub4dc\ubcc4 \uc2e4\uc2dc\uac04 \uc785\ucc30 \uc870\uc815<\/li>\n<li data-source-line=\"263-263\">\ubc30\uce58 \uc218\uc900 \uc131\uacfc \ubd84\uc11d<\/li>\n<li data-source-line=\"264-265\">\uc2e4\uc801\uc774 \uc800\uc870\ud55c \uc7ac\uace0\uc758 \ub3d9\uc801 \uc81c\uc678<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"266-271\">\n<strong>\ub79c\ub529 \ud398\uc774\uc9c0 \ucd5c\uc801\ud654<\/strong>\n<ul data-source-line=\"267-271\">\n<li data-source-line=\"267-267\">\uadc0\uc18d \uae30\ubc18 \ub79c\ub529 \ud398\uc774\uc9c0 \ud14c\uc2a4\ud2b8<\/li>\n<li data-source-line=\"268-268\">\ub3d9\uc801 \ucf58\ud150\uce20 \uc870\uc815<\/li>\n<li data-source-line=\"269-269\">\uc2e4\uc2dc\uac04 \uacbd\ud5d8 \uac1c\uc778\ud654<\/li>\n<li data-source-line=\"270-271\">\uc804\ud658 \uacbd\ub85c \ucd5c\uc801\ud654<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"272-277\">\n<strong>\uc81c\uc548 \ubc0f \ud504\ub85c\ubaa8\uc158 \uc870\uc815<\/strong>\n<ul data-source-line=\"273-277\">\n<li data-source-line=\"273-273\">\uc2e4\uc2dc\uac04 \uac00\uaca9 \ucc45\uc815 \ubc0f \uc81c\uc548 \ud14c\uc2a4\ud2b8<\/li>\n<li data-source-line=\"274-274\">\uadc0\uc18d \uc2e0\ud638 \uae30\ubc18 \ub3d9\uc801 \ud504\ub85c\ubaa8\uc158<\/li>\n<li data-source-line=\"275-275\">\uc138\uadf8\uba3c\ud2b8\ubcc4 \uac1c\uc778\ud654\ub41c \uc778\uc13c\ud2f0\ube0c<\/li>\n<li data-source-line=\"276-277\">\uc21c\ucc28\uc801 \uc81c\uc548 \ucd5c\uc801\ud654<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4 id=\"key-metrics-for-tactical-optimization\" tabindex=\"-1\" data-source-line=\"278-278\"><span class=\"ez-toc-section\" id=\"Key_Metrics_for_Tactical_Optimization\"><\/span>\uc804\uc220\uc801 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \ud575\uc2ec \uc9c0\ud45c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uc804\uc220\uc801 \ucd5c\uc801\ud654\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc138\ubd80\uc801\uc778 \uce21\uc815 \ud56d\ubaa9\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4.\n<ul data-source-line=\"281-285\">\n<li data-source-line=\"281-281\"><strong>\ud0a4\uc6cc\ub4dc \uc218\uc900 \uc18d\uc131<\/strong>: \uc5b4\ub5a4 \uac80\uc0c9\uc5b4\uac00 \uac00\uce58\ub97c \ucc3d\ucd9c\ud558\ub294\uac00<\/li>\n<li data-source-line=\"282-282\"><strong>\ubc30\uce58\ubcc4 \uc131\uacfc<\/strong>: \uc5b4\ub5a4 \ud2b9\uc815 \ubc30\uce58\uac00 \ud6a8\uacfc\uc801\uc778\uac00<\/li>\n<li data-source-line=\"283-283\"><strong>\uc18c\uc2a4\ubcc4 \ub79c\ub529 \ud398\uc774\uc9c0 \uc804\ud658<\/strong>: \ucc44\ub110\ubcc4\ub85c \uc5b4\ub5a4 \ubaa9\uc801\uc9c0\uac00 \uc804\ud658\ub418\ub098\uc694?<\/li>\n<li data-source-line=\"284-285\"><strong>\uc138\uadf8\uba3c\ud2b8\ubcc4 \uc81c\uc548 \uc751\ub2f5<\/strong>: \uc5b4\ub5a4 \ud504\ub85c\ubaa8\uc158\uc774 \uc5b4\ub5a4 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ud6a8\uacfc\uc801\uc778\uac00<\/li>\n<\/ul>\n<h2 id=\"real-time-attribution-technology-stack\" tabindex=\"-1\" data-source-line=\"286-286\"><span class=\"ez-toc-section\" id=\"Real-Time_Attribution_Technology_Stack\"><\/span>\uc2e4\uc2dc\uac04 \uc18d\uc131 \uae30\uc220 \uc2a4\ud0dd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uc2e4\uc2dc\uac04 \uc18d\uc131\uc744 \uad6c\ud604\ud558\ub824\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \ud2b9\uc815 \uae30\uc220 \uad6c\uc131 \uc694\uc18c\uac00 \ud568\uaed8 \uc791\ub3d9\ud574\uc57c \ud569\ub2c8\ub2e4.\n<h3 id=\"core-technology-components\" tabindex=\"-1\" data-source-line=\"290-290\"><span class=\"ez-toc-section\" id=\"Core_Technology_Components\"><\/span>\ud575\uc2ec \uae30\uc220 \uad6c\uc131 \uc694\uc18c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc644\uc804\ud55c \uc2e4\uc2dc\uac04 \uc18d\uc131 \uc2a4\ud0dd\uc5d0\ub294 \ub2e4\uc74c \uc694\uc18c\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4.\n<h4 id=\"1.-data-collection-layer\" tabindex=\"-1\" data-source-line=\"294-294\"><span class=\"ez-toc-section\" id=\"1_Data_Collection_Layer\"><\/span>1. \ub370\uc774\ud130 \uc218\uc9d1 \uacc4\uce35<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uc815\ubcf4\uac00 \ubc1c\uc0dd\ud558\ub294 \ub300\ub85c \uc218\uc9d1\ud558\ub294 \uae30\uc220:\n<ul data-source-line=\"296-301\">\n<li data-source-line=\"296-296\">Google \ud0dc\uadf8 \uad00\ub9ac\uc790 \uc11c\ubc84 \uce21<\/li>\n<li data-source-line=\"297-297\">\uc81c\uc124\ucc28 \ubd84\uc11d<\/li>\n<li data-source-line=\"298-298\">\uc138\uadf8\uba3c\ud2b8 \ub610\ub294 \uc720\uc0ac\ud55c CDP<\/li>\n<li data-source-line=\"299-299\">\uc0ac\uc6a9\uc790 \uc815\uc758 \uc774\ubca4\ud2b8 \ucd94\uc801 \uad6c\ud604<\/li>\n<li data-source-line=\"300-301\">API \uae30\ubc18 \ud50c\ub7ab\ud3fc \ud1b5\ud569<\/li>\n<\/ul>\n<h4 id=\"2.-data-processing-layer\" tabindex=\"-1\" data-source-line=\"302-302\"><span class=\"ez-toc-section\" id=\"2_Data_Processing_Layer\"><\/span>2. \ub370\uc774\ud130 \ucc98\ub9ac \uacc4\uce35<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ucc98\ub9ac\ud558\uace0 \uc5f0\uacb0\ud558\ub294 \uc2dc\uc2a4\ud15c:\n<ul data-source-line=\"304-309\">\n<li data-source-line=\"304-304\">\uc2a4\ud2b8\ub9bc \ucc98\ub9ac(Kafka, Kinesis)<\/li>\n<li data-source-line=\"305-305\">\uc2e4\uc2dc\uac04 ETL \ub3c4\uad6c<\/li>\n<li data-source-line=\"306-306\">\ub370\uc774\ud130 \ubcc0\ud658\uc744 \uc704\ud55c \ud074\ub77c\uc6b0\ub4dc \uae30\ub2a5<\/li>\n<li data-source-line=\"307-307\">\uc2e0\uc6d0 \ud655\uc778 \uc11c\ube44\uc2a4<\/li>\n<li data-source-line=\"308-309\">\uace0\uac1d \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc<\/li>\n<\/ul>\n<h4 id=\"3.-attribution-engine\" tabindex=\"-1\" data-source-line=\"310-310\"><span class=\"ez-toc-section\" id=\"3_Attribution_Engine\"><\/span>3. \uc18d\uc131 \uc5d4\uc9c4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uadc0\uc18d \uacc4\uc0b0\uc744 \uc218\ud589\ud558\ub294 \uae30\uc220:\n<ul data-source-line=\"312-317\">\n<li data-source-line=\"312-312\">\ud2b9\uc218 \ubaa9\uc801\uc758 \uc18d\uc131 \ud50c\ub7ab\ud3fc<\/li>\n<li data-source-line=\"313-313\">\ub9de\ucda4\ud615 \uc18d\uc131 \uc54c\uace0\ub9ac\uc998<\/li>\n<li data-source-line=\"314-314\">\uc2e4\uc2dc\uac04 \ubaa8\ub378\ub9c1 \uc2dc\uc2a4\ud15c<\/li>\n<li data-source-line=\"315-315\">\ub9c8\ucf00\ud305 \ubd84\uc11d \ud50c\ub7ab\ud3fc<\/li>\n<li data-source-line=\"316-317\">\uba38\uc2e0 \ub7ec\ub2dd \uae30\ubc18 \uc18d\uc131<\/li>\n<\/ul>\n<h4 id=\"4.-activation-layer\" tabindex=\"-1\" data-source-line=\"318-318\"><span class=\"ez-toc-section\" id=\"4_Activation_Layer\"><\/span>4. \ud65c\uc131\ud654 \uacc4\uce35<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uc989\uac01\uc801\uc778 \uc870\uce58\ub97c \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uc2dc\uc2a4\ud15c:\n<ul data-source-line=\"320-325\">\n<li data-source-line=\"320-320\">\ub9c8\ucf00\ud305 \uc790\ub3d9\ud654 \ud50c\ub7ab\ud3fc<\/li>\n<li data-source-line=\"321-321\">\uad11\uace0 \ud50c\ub7ab\ud3fc API<\/li>\n<li data-source-line=\"322-322\">\uc785\ucc30 \uc790\ub3d9\ud654 \ub3c4\uad6c<\/li>\n<li data-source-line=\"323-323\">\uac1c\uc778\ud654 \uc5d4\uc9c4<\/li>\n<li data-source-line=\"324-325\">\ucea0\ud398\uc778 \uad00\ub9ac \uc2dc\uc2a4\ud15c<\/li>\n<\/ul>\n<h4 id=\"5.-visualization-layer\" tabindex=\"-1\" data-source-line=\"326-326\"><span class=\"ez-toc-section\" id=\"5_Visualization_Layer\"><\/span>5. \uc2dc\uac01\ud654 \ub808\uc774\uc5b4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\uc778\uac04\uc758 \uc758\uc0ac\uacb0\uc815\uad8c\uc790\uc5d0\uac8c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\ub294 \ub3c4\uad6c:\n<ul data-source-line=\"328-333\">\n<li data-source-line=\"328-328\">\uc2e4\uc2dc\uac04 \ub300\uc2dc\ubcf4\ub4dc<\/li>\n<li data-source-line=\"329-329\">\uacbd\ubcf4 \uc2dc\uc2a4\ud15c<\/li>\n<li data-source-line=\"330-330\">\uc18d\uc131 \ubcf4\uace0 \uc778\ud130\ud398\uc774\uc2a4<\/li>\n<li data-source-line=\"331-331\">\uc131\ub2a5 \uc2dc\uac01\ud654 \ub3c4\uad6c<\/li>\n<li data-source-line=\"332-333\">\ubaa8\ubc14\uc77c \ucd5c\uc801\ud654 \uc571<\/li>\n<\/ul>\n<h3 id=\"integration-architecture\" tabindex=\"-1\" data-source-line=\"334-334\"><span class=\"ez-toc-section\" id=\"Integration_Architecture\"><\/span>\ud1b5\ud569 \uc544\ud0a4\ud14d\ucc98<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc774\ub7ec\ud55c \uad6c\uc131 \uc694\uc18c\uac00 \uc5f0\uacb0\ub418\ub294 \ubc29\uc2dd\uc740 \uc2e4\uc2dc\uac04 \uae30\ub2a5\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.\n<h4 id=\"hub-and-spoke-model\" tabindex=\"-1\" data-source-line=\"338-338\"><span class=\"ez-toc-section\" id=\"Hub-and-Spoke_Model\"><\/span>\ud5c8\ube0c \uc564 \uc2a4\ud3ec\ud06c \ubaa8\ub378<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"339-343\">\n<li data-source-line=\"339-339\">\uc5ec\ub7ec \uc2dc\uc2a4\ud15c\uc5d0 \uc5f0\uacb0\ub41c \uc911\uc559 \ub370\uc774\ud130 \ud50c\ub7ab\ud3fc<\/li>\n<li data-source-line=\"340-340\">\ud5c8\ube0c\uc640 \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc \uac04 \uc591\ubc29\ud5a5 \ub370\uc774\ud130 \ud750\ub984<\/li>\n<li data-source-line=\"341-341\">\ubd84\uc0b0 \ud65c\uc131\ud654\ub97c \ud1b5\ud55c \uc911\uc559 \uc9d1\uc911\uc2dd \uadc0\uc18d \ub17c\ub9ac<\/li>\n<li data-source-line=\"342-343\">\ucd5c\uc801\ud654 \uacb0\uc815\uc744 \uc704\ud55c \ub2e8\uc77c \uc9c4\uc2e4 \uc18c\uc2a4<\/li>\n<\/ul>\n<h4 id=\"streaming-architecture\" tabindex=\"-1\" data-source-line=\"344-344\"><span class=\"ez-toc-section\" id=\"Streaming_Architecture\"><\/span>\uc2a4\ud2b8\ub9ac\ubc0d \uc544\ud0a4\ud14d\ucc98<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"345-349\">\n<li data-source-line=\"345-345\">\uc608\uc57d\ub41c \ubc30\uce58\uac00 \uc544\ub2cc \uc774\ubca4\ud2b8 \uae30\ubc18 \ub370\uc774\ud130 \ud750\ub984<\/li>\n<li data-source-line=\"346-346\">\uadc0\uc18d \ub370\uc774\ud130\uc758 \uc9c0\uc18d\uc801\uc778 \ucc98\ub9ac<\/li>\n<li data-source-line=\"347-347\">\ucd5c\uc801\ud654 \uc791\uc5c5\uc744 \ud2b8\ub9ac\uac70\ud558\ub294 \uc2e4\uc2dc\uac04 \uc2e0\ud638<\/li>\n<li data-source-line=\"348-349\">\ub370\uc774\ud130 \uc218\uc9d1\uacfc \ud65c\uc131\ud654 \uc0ac\uc774\uc758 \ucd5c\uc18c \ub300\uae30 \uc2dc\uac04<\/li>\n<\/ul>\n<h4 id=\"api-first-approach\" tabindex=\"-1\" data-source-line=\"350-350\"><span class=\"ez-toc-section\" id=\"API-First_Approach\"><\/span>API \uc6b0\uc120 \uc811\uadfc \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"351-355\">\n<li data-source-line=\"351-351\">\uc2dc\uc2a4\ud15c \uac04 \ud3ec\uad04\uc801\uc778 API \uc5f0\uacb0<\/li>\n<li data-source-line=\"352-352\">\ud45c\uc900\ud654\ub41c \ub370\uc774\ud130 \uad50\ud658 \ud504\ub85c\ud1a0\ucf5c<\/li>\n<li data-source-line=\"353-353\">\uc6f9\ud6c5 \uae30\ubc18 \uc774\ubca4\ud2b8 \uc54c\ub9bc<\/li>\n<li data-source-line=\"354-355\">\uc2e4\uc2dc\uac04 \uc591\ubc29\ud5a5 \ub370\uc774\ud130 \ub3d9\uae30\ud654<\/li>\n<\/ul>\n<h3 id=\"technology-selection-considerations\" tabindex=\"-1\" data-source-line=\"356-356\"><span class=\"ez-toc-section\" id=\"Technology_Selection_Considerations\"><\/span>\uae30\uc220 \uc120\ud0dd \uace0\ub824 \uc0ac\ud56d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc2e4\uc2dc\uac04 \uc18d\uc131 \uc2a4\ud0dd\uc744 \uad6c\ucd95\ud560 \ub54c \ub2e4\uc74c\uc744 \uae30\uc900\uc73c\ub85c \uae30\uc220\uc744 \ud3c9\uac00\ud558\uc138\uc694.\n<ol data-source-line=\"360-365\">\n<li data-source-line=\"360-360\"><strong>\uc228\uc5b4 \uc788\uc74c<\/strong>: \ub370\uc774\ud130\uac00 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uc5bc\ub9c8\ub098 \ube68\ub9ac \uc774\ub3d9\ud558\ub294\uac00<\/li>\n<li data-source-line=\"361-361\"><strong>\ud655\uc7a5\uc131<\/strong>: \uc99d\uac00\ud558\ub294 \ub370\uc774\ud130 \ubcfc\ub968\uc744 \ucc98\ub9ac\ud558\ub294 \ub2a5\ub825<\/li>\n<li data-source-line=\"362-362\"><strong>\uc5f0\uacb0\uc131<\/strong>: \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uacfc\uc758 \uae30\ubcf8 \ud1b5\ud569<\/li>\n<li data-source-line=\"363-363\"><strong>\uc720\uc5f0\uc131<\/strong>: \uadc0\ud558\uc758 \ud2b9\uc815 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\ub294 \uc0ac\uc6a9\uc790 \uc815\uc758 \uae30\ub2a5<\/li>\n<li data-source-line=\"364-365\"><strong>\uc0ac\uc6a9\uc131<\/strong>: \ud300\uc774 \ud1b5\ucc30\ub825\uc5d0 \uc5bc\ub9c8\ub098 \uc27d\uac8c \uc811\uadfc\ud558\uace0 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc870\uce58\ub97c \ucde8\ud560 \uc218 \uc788\ub294\uc9c0<\/li>\n<\/ol>\n\uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc194\ub8e8\uc158\uc5d0 \ub300\ud55c \ud3ec\uad04\uc801\uc778 \ud3c9\uac00\ub97c \ubcf4\ub824\uba74 \ub2e4\uc74c\uc744 \ucc38\uc870\ud558\uc138\uc694.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%8f%84%ea%b5%ac-%eb%b9%84%ea%b5%90-%eb%b9%84%ec%a6%88%eb%8b%88%ec%8a%a4%ec%97%90-%ec%a0%81%ed%95%a9%ed%95%9c-%eb%8f%84%ea%b5%ac-%ec%b0%be%ea%b8%b0\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ub9c8\ucf00\ud305 \uc18d\uc131 \ub3c4\uad6c \ube44\uad50: \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc801\ud569\ud55c \ub3c4\uad6c \ucc3e\uae30<\/a>.\n<h2 id=\"operational-approaches-for-real-time-optimization\" tabindex=\"-1\" data-source-line=\"368-368\"><span class=\"ez-toc-section\" id=\"Operational_Approaches_for_Real-Time_Optimization\"><\/span>\uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uc6b4\uc601\uc801 \uc811\uadfc \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uae30\uc220\ub9cc\uc73c\ub85c\ub294 \ucda9\ubd84\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uc18d\uc131\uc744 \ucd5c\uc801\ud654 \uc791\uc5c5\uc73c\ub85c \uc804\ud658\ud558\ub824\uba74 \uc6b4\uc601 \ud504\ub85c\uc138\uc2a4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h3 id=\"daily-optimization-cadence\" tabindex=\"-1\" data-source-line=\"372-372\"><span class=\"ez-toc-section\" id=\"Daily_Optimization_Cadence\"><\/span>\uc77c\uc77c \ucd5c\uc801\ud654 \ucf00\uc774\ub358\uc2a4<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc77c\uc77c \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uccb4\uacc4\uc801\uc778 \uc811\uadfc \ubc29\uc2dd \uc218\ub9bd:\n<h4 id=\"morning-analysis-(9-10-am)\" tabindex=\"-1\" data-source-line=\"376-376\"><span class=\"ez-toc-section\" id=\"Morning_Analysis_9-10_AM\"><\/span>\uc624\uc804 \ubd84\uc11d (\uc624\uc804 9\uc2dc~10\uc2dc)<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"377-381\">\n<li data-source-line=\"377-377\">\uc57c\uac04 \uc131\ub2a5 \ub370\uc774\ud130 \uac80\ud1a0<\/li>\n<li data-source-line=\"378-378\">\uc911\uc694\ud55c \uc131\uacfc \ubcc0\ud654 \uc2dd\ubcc4<\/li>\n<li data-source-line=\"379-379\">\uc989\uac01\uc801\uc778 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \ud50c\ub798\uadf8 \uae30\ud68c<\/li>\n<li data-source-line=\"380-381\">\ud558\ub8e8 \ub3d9\uc548\uc758 \ucd5c\uc801\ud654 \uc6b0\uc120\uc21c\uc704 \uc5c5\ub370\uc774\ud2b8<\/li>\n<\/ul>\n<h4 id=\"mid-day-adjustment-(12-1-pm)\" tabindex=\"-1\" data-source-line=\"382-382\"><span class=\"ez-toc-section\" id=\"Mid-Day_Adjustment_12-1_PM\"><\/span>\uc815\uc624 \uc870\uc815(\uc624\ud6c4 12\uc2dc~1\uc2dc)<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"383-387\">\n<li data-source-line=\"383-383\">\uc6b0\uc120\uc21c\uc704 \ucd5c\uc801\ud654 \uad6c\ud604<\/li>\n<li data-source-line=\"384-384\">\uc131\uacfc\uc5d0 \ub530\ub77c \uc785\ucc30\uac00\uc640 \uc608\uc0b0\uc744 \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"385-385\">\uc131\uacfc\uac00 \uc88b\uc9c0 \uc54a\uc740 \uc804\uc220\uc744 \uc77c\uc2dc \uc911\uc9c0\ud558\uc138\uc694<\/li>\n<li data-source-line=\"386-387\">\uc131\uacf5\uc801\uc778 \uc811\uadfc \ubc29\uc2dd \ud655\uc7a5<\/li>\n<\/ul>\n<h4 id=\"evening-review-(4-5-pm)\" tabindex=\"-1\" data-source-line=\"388-388\"><span class=\"ez-toc-section\" id=\"Evening_Review_4-5_PM\"><\/span>\uc800\ub141 \ub9ac\ubdf0 (\uc624\ud6c4 4-5\uc2dc)<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"389-393\">\n<li data-source-line=\"389-389\">\ud558\ub8e8\uc758 \uc131\uacfc\ub97c \ud3c9\uac00\ud558\uc138\uc694<\/li>\n<li data-source-line=\"390-390\">\uc57c\uac04 \ucd5c\uc801\ud654 \uc900\ube44<\/li>\n<li data-source-line=\"391-391\">\uc790\ub3d9 \uc870\uc815 \uc77c\uc815<\/li>\n<li data-source-line=\"392-393\">\ud559\uc2b5 \ub0b4\uc6a9\uacfc \uac00\uc124 \ubb38\uc11c\ud654<\/li>\n<\/ul>\n<h3 id=\"weekly-optimization-cycle\" tabindex=\"-1\" data-source-line=\"394-394\"><span class=\"ez-toc-section\" id=\"Weekly_Optimization_Cycle\"><\/span>\uc8fc\uac04 \ucd5c\uc801\ud654 \uc8fc\uae30<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc77c\uc77c \ud65c\ub3d9\uc744 \ubcf4\ub2e4 \uc2ec\uce35\uc801\uc778 \uc8fc\uac04 \ubd84\uc11d\uc73c\ub85c \ubcf4\uc644\ud558\uc138\uc694.\n<h4 id=\"monday-strategy-session\" tabindex=\"-1\" data-source-line=\"398-398\"><span class=\"ez-toc-section\" id=\"Monday_Strategy_Session\"><\/span>\uc6d4\uc694\uc77c \uc804\ub7b5 \uc138\uc158<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"399-403\">\n<li data-source-line=\"399-399\">\uc9c0\ub09c\uc8fc \uc131\uacfc\ub97c \uac80\ud1a0\ud558\uc138\uc694<\/li>\n<li data-source-line=\"400-400\">\ud604\uc7ac \uc8fc\uc5d0 \ub300\ud55c \ucd5c\uc801\ud654 \uc6b0\uc120\uc21c\uc704 \uc124\uc815<\/li>\n<li data-source-line=\"401-401\">\uc0c8\ub85c\uc6b4 \uadc0\uc18d \ud328\ud134 \ubd84\uc11d<\/li>\n<li data-source-line=\"402-403\">\ucd5c\uc801\ud654 \uc811\uadfc \ubc29\uc2dd\uc5d0 \ub300\ud55c \ud300 \uc870\uc815<\/li>\n<\/ul>\n<h4 id=\"mid-week-deep-dive-(wednesday)\" tabindex=\"-1\" data-source-line=\"404-404\"><span class=\"ez-toc-section\" id=\"Mid-Week_Deep_Dive_Wednesday\"><\/span>\uc8fc\uc911 \uc2ec\uce35 \ubd84\uc11d(\uc218\uc694\uc77c)<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"405-409\">\n<li data-source-line=\"405-405\">\ubcf4\ub2e4 \uc2ec\uce35\uc801\uc778 \uadc0\uc18d \ubd84\uc11d \uc218\ud589<\/li>\n<li data-source-line=\"406-406\">\ud06c\ub85c\uc2a4\ucc44\ub110 \ucd5c\uc801\ud654 \uae30\ud68c \uc2dd\ubcc4<\/li>\n<li data-source-line=\"407-407\">\uc2e4\ud5d8 \uacb0\uacfc \uac80\ud1a0<\/li>\n<li data-source-line=\"408-409\">\ud1b5\ucc30\ub825\uc744 \uae30\ubc18\uc73c\ub85c \uc804\ub7b5 \uc870\uc815<\/li>\n<\/ul>\n<h4 id=\"friday-performance-review\" tabindex=\"-1\" data-source-line=\"410-410\"><span class=\"ez-toc-section\" id=\"Friday_Performance_Review\"><\/span>\uae08\uc694\uc77c \uc131\uacfc \uac80\ud1a0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"411-415\">\n<li data-source-line=\"411-411\">\uc8fc\uac04 \ucd5c\uc801\ud654 \uc601\ud5a5 \ud3c9\uac00<\/li>\n<li data-source-line=\"412-412\">\uc131\uacf5\uc801\uc778 \uc811\uadfc \ubc29\uc2dd \ubb38\uc11c\ud654<\/li>\n<li data-source-line=\"413-413\">\uc8fc\ub9d0 \ucea0\ud398\uc778 \uc870\uc815 \uc900\ube44<\/li>\n<li data-source-line=\"414-415\">\uc784\uc6d0 \uac80\ud1a0\ub97c \uc704\ud55c \ub300\uc2dc\ubcf4\ub4dc \uc5c5\ub370\uc774\ud2b8<\/li>\n<\/ul>\n<h3 id=\"war-room-approach-for-critical-campaigns\" tabindex=\"-1\" data-source-line=\"416-416\"><span class=\"ez-toc-section\" id=\"War_Room_Approach_for_Critical_Campaigns\"><\/span>\uc911\uc694\ud55c \ucea0\ud398\uc778\uc744 \uc704\ud55c \uc804\uc7c1\uc2e4 \uc811\uadfc \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc704\ud5d8\uc774 \ud070 \ucea0\ud398\uc778\uc758 \uacbd\uc6b0 \uc9d1\uc911\uc801\uc778 \ucd5c\uc801\ud654 \uc811\uadfc \ubc29\uc2dd\uc744 \uad6c\ud604\ud558\uc138\uc694.\n<h4 id=\"dedicated-optimization-team\" tabindex=\"-1\" data-source-line=\"420-420\"><span class=\"ez-toc-section\" id=\"Dedicated_Optimization_Team\"><\/span>\uc804\ub2f4 \ucd5c\uc801\ud654 \ud300<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"421-425\">\n<li data-source-line=\"421-421\">\uacb0\uc815\uad8c\uc774 \uc788\ub294 \uad50\ucc28 \uae30\ub2a5 \ud300<\/li>\n<li data-source-line=\"422-422\">\ubd84\uc11d, \ubbf8\ub514\uc5b4, \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ubd84\uc57c\uc758 \ub300\ud45c\uc790<\/li>\n<li data-source-line=\"423-423\">\ud558\ub8e8 \uc885\uc77c \uc608\uc57d\ub41c \ucd5c\uc801\ud654 \uc138\uc158<\/li>\n<li data-source-line=\"424-425\">\uc2e4\uc2dc\uac04 \ucee4\ubba4\ub2c8\ucf00\uc774\uc158 \ucc44\ub110<\/li>\n<\/ul>\n<h4 id=\"rapid-testing-framework\" tabindex=\"-1\" data-source-line=\"426-426\"><span class=\"ez-toc-section\" id=\"Rapid_Testing_Framework\"><\/span>\uc2e0\uc18d\ud55c \ud14c\uc2a4\ud2b8 \ud504\ub808\uc784\uc6cc\ud06c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"427-431\">\n<li data-source-line=\"427-427\">\uac00\uc18d\ud654\ub41c A\/B \ud14c\uc2a4\ud2b8 \ud504\ub85c\ud1a0\ucf5c<\/li>\n<li data-source-line=\"428-428\">\ube60\ub978 \ucc3d\uc758\uc801 \uc21c\ud658 \uacfc\uc815<\/li>\n<li data-source-line=\"429-429\">\uc608\uc0b0 \ubcc0\uacbd\uc5d0 \ub300\ud55c \uc2e0\uc18d\ud55c \uc2b9\uc778<\/li>\n<li data-source-line=\"430-431\">\ud559\uc2b5 \ub0b4\uc6a9\uc758 \ube60\ub978 \uad6c\ud604<\/li>\n<\/ul>\n<h4 id=\"executive-dashboard\" tabindex=\"-1\" data-source-line=\"432-432\"><span class=\"ez-toc-section\" id=\"Executive_Dashboard\"><\/span>\uc784\uc6d0 \ub300\uc2dc\ubcf4\ub4dc<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"433-437\">\n<li data-source-line=\"433-433\">\uc2e4\uc2dc\uac04 \uc131\ub2a5 \uc2dc\uac01\ud654<\/li>\n<li data-source-line=\"434-434\">\uc911\uc694\ud55c \ubcc0\uacbd \uc0ac\ud56d\uc5d0 \ub300\ud55c \uc790\ub3d9 \uc54c\ub9bc<\/li>\n<li data-source-line=\"435-435\">\uadc0\uc18d \ud328\ud134\uc758 \uba85\ud655\ud55c \uc2dc\uac01\ud654<\/li>\n<li data-source-line=\"436-437\">\ucd5c\uc801\ud654 \uc791\uc5c5 \ubb38\uc11c\ud654<\/li>\n<\/ul>\n<h2 id=\"case-studies%3A-real-time-attribution-in-action\" tabindex=\"-1\" data-source-line=\"438-438\"><span class=\"ez-toc-section\" id=\"Case_Studies_Real-Time_Attribution_in_Action\"><\/span>\uc0ac\ub840 \uc5f0\uad6c: \uc2e4\uc2dc\uac04 \uc18d\uc131\uc758 \uc2e4\uc81c \uc801\uc6a9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"e-commerce-retailer-transforms-holiday-campaign-performance\" tabindex=\"-1\" data-source-line=\"440-440\"><span class=\"ez-toc-section\" id=\"E-Commerce_Retailer_Transforms_Holiday_Campaign_Performance\"><\/span>\uc804\uc790\uc0c1\uac70\ub798 \uc18c\ub9e4\uc5c5\uccb4, \ud640\ub9ac\ub370\uc774 \ucea0\ud398\uc778 \uc131\uacfc \ud601\uc2e0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<strong>\ud68c\uc0ac \ud504\ub85c\ud544<\/strong>: \uc5f0\uac04 \ub9e4\ucd9c $50M, \ud640\ub9ac\ub370\uc774 \ucea0\ud398\uc778 \uc608\uc0b0 $500K\ub97c \ubcf4\uc720\ud55c \uc628\ub77c\uc778 \ub9ac\ud14c\uc77c\ub7ec\n<strong>\uc2e4\uc2dc\uac04 \uadc0\uc18d \ucc4c\ub9b0\uc9c0<\/strong>: \uc774 \ud68c\uc0ac\ub294 \uc804\ud1b5\uc801\uc73c\ub85c \uc5f0\ub9d0\uc5f0\uc2dc \ucea0\ud398\uc778 \uc131\uacfc\ub97c 1\uc6d4\uc5d0 \ud3c9\uac00\ud574 \uc654\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uac00\uc7a5 \uc911\uc694\ud55c \ud310\ub9e4 \uc2dc\uc98c\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\uae30\uc5d0\ub294 \ub108\ubb34 \ub2a6\uc5c8\uc2b5\ub2c8\ub2e4. \uc911\uc694\ud55c 6\uc8fc \ub3d9\uc548 \ub9e4\ucd9c\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \uba40\ud2f0\ucc44\ub110 \uc5f0\ub9d0\uc5f0\uc2dc \ucea0\ud398\uc778\uc744 \uc9c4\ud589\ud558\uba74\uc11c \ucd5c\uc801\ud654\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4.\n<strong>\ud574\uacb0\ucc45<\/strong>:\n<ol data-source-line=\"448-453\">\n<li data-source-line=\"448-448\">\uc2dc\uac04\ub2f9 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \ud1b5\ud55c \uc11c\ubc84 \uce21 \ucd94\uc801 \uad6c\ud604<\/li>\n<li data-source-line=\"449-449\">\ucc44\ub110, \ucea0\ud398\uc778 \ubc0f \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \uc131\uacfc\ub97c \ubc18\uc601\ud55c \uc2e4\uc2dc\uac04 \uc18d\uc131 \ub300\uc2dc\ubcf4\ub4dc \uad6c\ucd95<\/li>\n<li data-source-line=\"450-450\">\ud734\uc77c \uc2dc\uc98c \ub3d9\uc548 \ub9e4\uc77c 3\ud68c\uc758 \ucd5c\uc801\ud654 \ud68c\uc758\ub97c \uac1c\ucd5c\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"451-451\">\ucc44\ub110 \uac04 \uc608\uc0b0 \uc870\uc815\uc744 \uc704\ud55c \uaddc\uce59 \uae30\ubc18 \uc790\ub3d9\ud654\ub97c \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"452-453\">\uadc0\uc18d \uc804\ud658 \uae30\ubc18 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ub85c\ud14c\uc774\uc158 \uc2dc\uc2a4\ud15c \uac1c\ubc1c<\/li>\n<\/ol>\n<strong>\uacb0\uacfc<\/strong>:\n<ul data-source-line=\"455-460\">\n<li data-source-line=\"455-455\">\uccab 72\uc2dc\uac04 \ub0b4\uc5d0 \ube44\ub514\uc624 \ucea0\ud398\uc778\uc774 \uc0c1\uc704 \ud37c\ub110 \ucc38\uc5ec\ub97c \ucd09\uc9c4\ud588\uc9c0\ub9cc \uc804\ud658\uc5d0 \ub9de\ucdb0 \uc870\uc815\ub41c \uba54\uc2dc\uc9d5\uc744 \uc81c\uacf5\ud558\uc9c0 \ubabb\ud558\uace0 $50K\ub97c \uc808\uc57d\ud558\uc9c0 \ubabb\ud588\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"456-456\">\ud2b9\uc815 \uccad\uc911 \uc138\uadf8\uba3c\ud2b8\uac00 \ud2b9\uc815 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c\uc5d0 3.2\ubc30 \ub354 \uc798 \ubc18\uc751\ud558\ub294 \uac83\uc744 \ubc1c\uacac\ud588\uc73c\uba70, 5\uc77c\ucc28\uae4c\uc9c0 \uc774\ub7ec\ud55c \uc870\ud569\uc5d0 \uc608\uc0b0\uc744 \uc7ac\ud560\ub2f9\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"457-457\">2\uc8fc\ucc28 \ub3d9\uc548 \ubaa8\ubc14\uc77c \uc571 \uc0ac\uc6a9\uc790\uac00 \ubaa8\ubc14\uc77c \uc6f9\uc73c\ub85c \uc804\ud658\ud55c \uc9c0\ucd9c \ube44\uc728\uc774 2\ubc30 \ub354 \ub192\uc558\uc74c\uc744 \uac10\uc9c0\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"458-458\">\uc9c0\uc18d\uc801\uc778 \ucd5c\uc801\ud654\ub97c \ud1b5\ud574 \uc804\ub144 \ub300\ube44 \uc804\uccb4 CPA\ub97c 31% \uac10\uc18c\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"459-460\">\ub9c8\ucf00\ud305 \uc608\uc0b0\uc744 \uadf8\ub300\ub85c \uc720\uc9c0\ud558\uba74\uc11c \ud734\uc77c \ub9e4\ucd9c\uc744 42% \uc99d\uac00\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<strong>\ud575\uc2ec \ud559\uc2b5<\/strong>: &quot;\uc774\uc804\uc5d0\ub294 \uace0\uc815\ub41c \uacc4\ud68d\uc5d0 \ub530\ub77c \uc5f0\ub9d0\uc5f0\uc2dc \ucea0\ud398\uc778\uc744 \uc6b4\uc601\ud558\uace0 \ucd5c\uc0c1\uc758 \uacb0\uacfc\ub97c \uae30\ub300\ud588\uc5c8\uc2b5\ub2c8\ub2e4.&quot;\ub77c\uace0 CMO\ub294 \ub9d0\ud588\uc2b5\ub2c8\ub2e4. &quot;\uc2e4\uc2dc\uac04 \uae30\uc5ec \ubd84\uc11d \ub355\ubd84\uc5d0 6\uc8fc \ub3d9\uc548 200\uac74 \uc774\uc0c1\uc758 \ucd5c\uc801\ud654\ub97c \uc9c4\ud589\ud588\uace0, \uac01 \ucd5c\uc801\ud654\ub294 \uc810\uc9c4\uc801\uc73c\ub85c \uc131\uacfc\ub97c \uac1c\uc120\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub204\uc801 \ud6a8\uacfc\ub294 \uc6b0\ub9ac \uc0ac\uc5c5\uc5d0 \ud070 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4.&quot;\n<h3 id=\"b2b-technology-company-optimizes-lead-generation\" tabindex=\"-1\" data-source-line=\"464-464\"><span class=\"ez-toc-section\" id=\"B2B_Technology_Company_Optimizes_Lead_Generation\"><\/span>B2B \uae30\uc220 \ud68c\uc0ac, \ub9ac\ub4dc \uc0dd\uc131 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<strong>\ud68c\uc0ac \ud504\ub85c\ud544<\/strong>: \ubcf5\uc7a1\ud55c B2B \ud310\ub9e4 \uc8fc\uae30\uc640 \ubd84\uae30\ubcc4 \ub9ac\ub4dc \uc0dd\uc131 \uc608\uc0b0 $200K\ub97c \ubcf4\uc720\ud55c SaaS \uacf5\uae09\uc5c5\uccb4\n<strong>\uc2e4\uc2dc\uac04 \uadc0\uc18d \ucc4c\ub9b0\uc9c0<\/strong>: \ud68c\uc0ac\ub294 \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305\uc744 \uc801\uaca9 \ud310\ub9e4 \uae30\ud68c\uc5d0 \uc2e0\uc18d\ud558\uac8c \uc5f0\uacb0\ud558\uc5ec \uc2dc\uc7a5 \ub0b4 \ucea0\ud398\uc778\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc5c8\uc2b5\ub2c8\ub2e4. \uc5b4\ub5a4 \ud65c\ub3d9\uc774 \uac00\uce58 \uc788\ub294 \ub9ac\ub4dc\ub97c \ucc3d\ucd9c\ud558\ub294\uc9c0 \ud30c\uc545\ud588\uc744 \ub54c\ub294 \uc774\ubbf8 \ucea0\ud398\uc778\uc774 \uc885\ub8cc\ub41c \ud6c4\uc600\uc2b5\ub2c8\ub2e4.\n<strong>\ud574\uacb0\ucc45<\/strong>:\n<ol data-source-line=\"472-477\">\n<li data-source-line=\"472-472\">\ub9c8\ucf00\ud305 \uc790\ub3d9\ud654\uc640 CRM \uac04 \uc2e4\uc2dc\uac04 \ud1b5\ud569\uc744 \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"473-473\">\uae30\ud68c\ub85c\uc758 \uc804\ud658 \uac00\ub2a5\uc131\uc744 \uc608\uce21\ud558\ub294 \ub9ac\ub4dc \uc2a4\ucf54\uc5b4\ub9c1 \ubaa8\ub378\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"474-474\">72\uc2dc\uac04 \uc774\ub0b4\uc5d0 \uc608\uc0c1\ub418\ub294 \ub9ac\ub4dc \uac00\uce58\ub97c \ubcf4\uc5ec\uc8fc\ub294 \uc18d\uc131 \ub300\uc2dc\ubcf4\ub4dc \uad6c\ucd95<\/li>\n<li data-source-line=\"475-475\">\ucea0\ud398\uc778\uc744 \uc870\uc815\ud558\uae30 \uc704\ud574 \ub9e4\uc8fc \ucd5c\uc801\ud654 \ud68c\uc758\ub97c \uac1c\ucd5c\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"476-477\">\ube60\ub978 \ucd5c\uc801\ud654\ub97c \uc704\ud574 \ucc44\ub110\ubcc4 \ud488\uc9c8 \uc784\uacc4\uac12\uc744 \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<strong>\uacb0\uacfc<\/strong>:\n<ul data-source-line=\"479-484\">\n<li data-source-line=\"479-479\">\ud2b9\uc815 \ucf58\ud150\uce20 \uc8fc\uc81c\uac00 2\uc8fc \uc774\ub0b4\uc5d0 \uae30\ud68c \uc804\ud658 \ucf58\ud150\uce20 \ud64d\ubcf4\ub85c\uc758 \uc804\ud658\uc728\uc744 3\ubc30 \ub354 \ub192\uc77c \uac83\uc73c\ub85c \uc608\uce21\ub41c\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"480-480\">\ud2b9\uc815 \uc0b0\uc5c5 \ubd84\uc57c\uc758 \uc6e8\ube44\ub098 \ub4f1\ub85d\uc790\uac00 \ud6e8\uc52c \ub354 \ub192\uc740 \uc804\ud658\uc728\uc744 \ubcf4\uc600\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. 3\uc8fc\ucc28\uc5d0 \ud0c0\uac9f\ud305\uc744 \uc7ac\ud560\ub2f9\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"481-481\">\ucea0\ud398\uc778 \uae30\uac04 \ub3d9\uc548 \uc784\uc6d0 \uc758\uc0ac\uacb0\uc815\uad8c\uc790 \uc870\uc815 \ucc44\ub110 \ubbf9\uc2a4\uc5d0 \ub300\ud55c \uac80\uc0c9\ubcf4\ub2e4 LinkedIn \ucea0\ud398\uc778\uc774 \ub354 \ub098\uc740 \uc131\uacfc\ub97c \ubcf4\uc600\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"482-482\">\uc9c0\uc18d\uc801\uc778 \ucd5c\uc801\ud654\ub97c \ud1b5\ud574 42%\uc758 \uc801\uaca9 \uae30\ud68c\ub2f9 \ube44\uc6a9 \uc808\uac10<\/li>\n<li data-source-line=\"483-484\">\uc608\uc0b0\uc744 \ub298\ub9ac\uc9c0 \uc54a\uace0\ub3c4 \ub9c8\ucf00\ud305 \uc18c\uc2a4 \ud30c\uc774\ud504\ub77c\uc778\uc744 67% \ub298\ub838\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<strong>\ud575\uc2ec \ud559\uc2b5<\/strong>: &quot;B2B\uc758 \uacbd\uc6b0, \ucd5c\uc885 \uacb0\uacfc\uac00 \ub3c4\ucd9c\ub418\uae30\uae4c\uc9c0 \uba87 \ub2ec\uc774 \uac78\ub9b0\ub2e4\ub294 \uc810\uc774 \uacfc\uc81c\uc785\ub2c8\ub2e4.&quot;\ub77c\uace0 \ub9c8\ucf00\ud305 \ubd80\uc0ac\uc7a5\uc740 \uc124\uba85\ud588\uc2b5\ub2c8\ub2e4. &quot;\uc2e4\uc2dc\uac04 \uae30\uc5ec \ubd84\uc11d \ubc29\uc2dd \ub355\ubd84\uc5d0 \uc804\uccb4 \ud310\ub9e4 \uc8fc\uae30\uac00 \uc644\ub8cc\ub420 \ub54c\uae4c\uc9c0 \uae30\ub2e4\ub9ac\uc9c0 \uc54a\uace0\ub3c4 \ucea0\ud398\uc778\uc774 \uc9c4\ud589\ub418\ub294 \ub3d9\uc548 \ub9ac\ub4dc \ud488\uc9c8\uc5d0 \ub300\ud55c \ucd08\uae30 \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud558\uc5ec \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.&quot;\n<h3 id=\"direct-to-consumer-brand-optimizes-multi-channel-campaign\" tabindex=\"-1\" data-source-line=\"488-488\"><span class=\"ez-toc-section\" id=\"Direct-to-Consumer_Brand_Optimizes_Multi-Channel_Campaign\"><\/span>\uc9c1\uc811 \uc18c\ube44\uc790 \ube0c\ub79c\ub4dc, \uba40\ud2f0\ucc44\ub110 \ucea0\ud398\uc778 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<strong>\ud68c\uc0ac \ud504\ub85c\ud544<\/strong>: \uc18c\uc15c, \uac80\uc0c9, \ub514\uc2a4\ud50c\ub808\uc774 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc6d4 \uad11\uace0 \uc608\uc0b0\uc774 $1M\uc778 DTC \uc6f0\ub2c8\uc2a4 \ube0c\ub79c\ub4dc\n<strong>\uc2e4\uc2dc\uac04 \uadc0\uc18d \ucc4c\ub9b0\uc9c0<\/strong>: \uc774 \ud68c\uc0ac\ub294 \uac01 \ud50c\ub7ab\ud3fc\uc774 \uac1c\ubcc4\uc801\uc73c\ub85c\ub294 \uc6b0\uc218\ud55c \uc131\uacfc\ub97c \ubcf4\uc774\uc9c0\ub9cc \uc804\ubc18\uc801\uc778 \ub9c8\ucf00\ud305 \ud6a8\uc728\uc131\uc740 \uc800\ud558\ub418\ub294, \uace0\ub9bd\ub41c \ucc44\ub110 \ucd5c\uc801\ud654 \ubb38\uc81c\ub85c \uc5b4\ub824\uc6c0\uc744 \uacaa\uace0 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc804\ubc18\uc801\uc778 \ubbf8\ub514\uc5b4 \ubbf9\uc2a4\ub97c \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud06c\ub85c\uc2a4 \ucc44\ub110 \uae30\uc5ec\ub3c4\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ud30c\uc545\ud574\uc57c \ud588\uc2b5\ub2c8\ub2e4.\n<strong>\ud574\uacb0\ucc45<\/strong>:\n<ol data-source-line=\"496-501\">\n<li data-source-line=\"496-496\">\ubaa8\ub4e0 \uad11\uace0 \ud50c\ub7ab\ud3fc\uc5d0 \ud1b5\ud569 \ucd94\uc801\uc744 \ubc30\ud3ec\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"497-497\">\ud06c\ub85c\uc2a4 \ub514\ubc14\uc774\uc2a4 \ubc0f \ud06c\ub85c\uc2a4 \ucc44\ub110 ID \ud655\uc778 \uad6c\ud604<\/li>\n<li data-source-line=\"498-498\">\ud50c\ub7ab\ud3fc \uac04 \ud130\uce58\ud3ec\uc778\ud2b8\ub97c \uc5f0\uacb0\ud558\ub294 \uc2e4\uc2dc\uac04 \uadc0\uc18d \ubaa8\ub378 \uad6c\ucd95<\/li>\n<li data-source-line=\"499-499\">\uc608\uc0b0 \uc7ac\ud560\ub2f9\uc744 \uc704\ud55c \uc77c\uc77c \ucd5c\uc801\ud654 \ud504\ub85c\uc138\uc2a4 \uc0dd\uc131<\/li>\n<li data-source-line=\"500-501\">\uadc0\uc18d \ud1b5\ucc30\ub825\uc744 \uae30\ubc18\uc73c\ub85c \uac1c\ubc1c\ub41c \ucc3d\uc758\uc801\uc778 \uc2dc\ud000\uc2f1<\/li>\n<\/ol>\n<strong>\uacb0\uacfc<\/strong>:\n<ul data-source-line=\"503-508\">\n<li data-source-line=\"503-503\">Pinterest\uac00 28%\uc758 \uace0\uac1d \uc5ec\uc815\uc744 \uc2dc\uc791\ud588\uc9c0\ub9cc \ub9c8\uc9c0\ub9c9 \ud074\ub9ad \ubaa8\ub378\uc5d0\uc11c 8%\uc758 \ud06c\ub808\ub527\ub9cc \ubc1b\uc558\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ubc1c\uacac\ud558\uc5ec \uccab \uc8fc \ub0b4\uc5d0 \ud22c\uc790\ub97c \ub298\ub838\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"504-504\">Instagram\uacfc \uac80\uc0c9 \ubaa8\ub450\uc5d0 \ub178\ucd9c\ub41c \uace0\uac1d\uc774 2.4\ubc30 \ub354 \ub192\uc740 \uc804\ud658\uc728\uc744 \ubcf4\uc600\uc73c\uba70, \uc870\uc815\ub41c \ucea0\ud398\uc778\uc744 \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"505-505\">\uc804\ud658\uc728\uc744 \uadf9\uc801\uc73c\ub85c \uac1c\uc120\ud55c \ud2b9\uc815 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \uc2dc\ud000\uc2a4\ub97c \ucc3e\uc544 \ub3d9\uc801 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ub85c\ud14c\uc774\uc158\uc744 \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"506-506\">8\uc8fc \ub3d9\uc548 \uc804\uccb4 \uace0\uac1d \ud68d\ub4dd \ube44\uc6a9\uc774 36% \uac10\uc18c\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"507-508\">\uc9c0\uc18d\uc801\uc778 \ud06c\ub85c\uc2a4\ucc44\ub110 \ucd5c\uc801\ud654\ub97c \ud1b5\ud574 ROAS\ub97c 52% \uc99d\uac00\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<strong>\ud575\uc2ec \ud559\uc2b5<\/strong>: &quot;\uc2e4\uc2dc\uac04 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uad6c\ud604\ud558\uae30 \uc804\uc5d0\ub294 \uac01 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \ubcc4\ub3c4\uc758 \ucea0\ud398\uc778\uc744 \uc6b4\uc601\ud588\uc2b5\ub2c8\ub2e4.&quot;\ub77c\uace0 \ud37c\ud3ec\uba3c\uc2a4 \ub9c8\ucf00\ud305 \uc774\uc0ac\ub294 \ub9d0\ud588\uc2b5\ub2c8\ub2e4. &quot;\uc2e4\uc2dc\uac04 \ud06c\ub85c\uc2a4\ucc44\ub110 \uc778\uc0ac\uc774\ud2b8\ub97c \ud1b5\ud574 \ucc44\ub110 \uac04 \uacbd\uc7c1\ubcf4\ub2e4\ub294 \ucc44\ub110 \uac04 \ud611\uc5c5 \ubc29\uc2dd\uc744 \uc774\ud574\ud558\uc5ec \ub9c8\ucf00\ud305\uc744 \uc804\uccb4\uc801\uc73c\ub85c \uc870\uc728\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.&quot;\n<h2 id=\"implementation-roadmap-for-real-time-attribution\" tabindex=\"-1\" data-source-line=\"512-512\"><span class=\"ez-toc-section\" id=\"Implementation_Roadmap_for_Real-Time_Attribution\"><\/span>\uc2e4\uc2dc\uac04 \uc18d\uc131 \uad6c\ud604 \ub85c\ub4dc\ub9f5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uc2e4\uc2dc\uac04 \uc18d\uc131\uc744 \uad6c\ud604\ud558\ub824\ub294 \uc870\uc9c1\uc740 \ub2e8\uacc4\uc801 \uc811\uadfc \ubc29\uc2dd\uc744 \ub530\ub77c\uc57c \ud569\ub2c8\ub2e4.\n<h3 id=\"phase-1%3A-foundation-building-(1-2-months)\" tabindex=\"-1\" data-source-line=\"516-516\"><span class=\"ez-toc-section\" id=\"Phase_1_Foundation_Building_1-2_Months\"><\/span>1\ub2e8\uacc4: \uae30\ucd08 \uad6c\ucd95(1~2\uac1c\uc6d4)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4 id=\"technical-setup\" tabindex=\"-1\" data-source-line=\"518-518\"><span class=\"ez-toc-section\" id=\"Technical_Setup\"><\/span>\uae30\uc220 \uc124\uc815<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"519-523\">\n<li data-source-line=\"519-519\">\ud5a5\uc0c1\ub41c \ucd94\uc801 \uc778\ud504\ub77c \uad6c\ud604<\/li>\n<li data-source-line=\"520-520\">\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc218\uc9d1 \uad6c\uc131<\/li>\n<li data-source-line=\"521-521\">\uae30\ubcf8 \uc18d\uc131 \ubaa8\ub378\ub9c1 \uc124\uc815<\/li>\n<li data-source-line=\"522-523\">\uc608\ube44 \ub300\uc2dc\ubcf4\ub4dc \uad6c\ucd95<\/li>\n<\/ul>\n<h4 id=\"process-development\" tabindex=\"-1\" data-source-line=\"524-524\"><span class=\"ez-toc-section\" id=\"Process_Development\"><\/span>\ud504\ub85c\uc138\uc2a4 \uac1c\ubc1c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"525-529\">\n<li data-source-line=\"525-525\">\ucd5c\uc801\ud654 KPI \uc815\uc758<\/li>\n<li data-source-line=\"526-526\">\uc77c\uc77c\/\uc8fc\uac04 \uac80\ud1a0 \uc8fc\uae30 \uc124\uc815<\/li>\n<li data-source-line=\"527-527\">\uae30\ubcf8 \ucd5c\uc801\ud654 \ud504\ub85c\ud1a0\ucf5c \uc0dd\uc131<\/li>\n<li data-source-line=\"528-529\">\uc5ed\ud560\uacfc \ucc45\uc784\uc744 \uc815\uc758\ud558\uc138\uc694<\/li>\n<\/ul>\n<h4 id=\"initial-capabilities\" tabindex=\"-1\" data-source-line=\"530-530\"><span class=\"ez-toc-section\" id=\"Initial_Capabilities\"><\/span>\ucd08\uae30 \uc5ed\ub7c9<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"531-535\">\n<li data-source-line=\"531-531\">\uae30\ubcf8 \ucc44\ub110 \uc218\uc900 \uc18d\uc131<\/li>\n<li data-source-line=\"532-532\">\uc77c\uc77c \uc131\uacfc \uac00\uc2dc\uc131<\/li>\n<li data-source-line=\"533-533\">\uc218\ub3d9 \ucd5c\uc801\ud654 \ud504\ub85c\uc138\uc2a4<\/li>\n<li data-source-line=\"534-535\">\uae30\ubcf8\uc801\uc778 \ud06c\ub85c\uc2a4\ucc44\ub110 \ud1b5\ucc30\ub825<\/li>\n<\/ul>\n<h3 id=\"phase-2%3A-advanced-implementation-(2-3-months)\" tabindex=\"-1\" data-source-line=\"536-536\"><span class=\"ez-toc-section\" id=\"Phase_2_Advanced_Implementation_2-3_Months\"><\/span>2\ub2e8\uacc4: \uace0\uae09 \uad6c\ud604(2~3\uac1c\uc6d4)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4 id=\"technical-enhancement\" tabindex=\"-1\" data-source-line=\"538-538\"><span class=\"ez-toc-section\" id=\"Technical_Enhancement\"><\/span>\uae30\uc220 \ud5a5\uc0c1<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"539-543\">\n<li data-source-line=\"539-539\">\ud06c\ub85c\uc2a4 \ub514\ubc14\uc774\uc2a4 \ucd94\uc801 \uad6c\ud604<\/li>\n<li data-source-line=\"540-540\">\uc2e4\uc2dc\uac04 ID \ud655\uc778 \ubc30\ud3ec<\/li>\n<li data-source-line=\"541-541\">\uba40\ud2f0\ud130\uce58 \uadc0\uc18d \ubaa8\ub378 \uc0dd\uc131<\/li>\n<li data-source-line=\"542-543\">\uace0\uae09 \uc2dc\uac01\ud654 \ub300\uc2dc\ubcf4\ub4dc \uad6c\ucd95<\/li>\n<\/ul>\n<h4 id=\"process-refinement\" tabindex=\"-1\" data-source-line=\"544-544\"><span class=\"ez-toc-section\" id=\"Process_Refinement\"><\/span>\ud504\ub85c\uc138\uc2a4 \uac1c\uc120<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"545-549\">\n<li data-source-line=\"545-545\">\ucc44\ub110\ubcc4 \ucd5c\uc801\ud654 \ud50c\ub808\uc774\ubd81 \uac1c\ubc1c<\/li>\n<li data-source-line=\"546-546\">\ud06c\ub85c\uc2a4\ucc44\ub110 \ucd5c\uc801\ud654 \ud504\ub808\uc784\uc6cc\ud06c \uc0dd\uc131<\/li>\n<li data-source-line=\"547-547\">\ud14c\uc2a4\ud2b8 \ud504\ub85c\ud1a0\ucf5c\uc744 \uc218\ub9bd\ud558\uc138\uc694<\/li>\n<li data-source-line=\"548-549\">\ud611\uc5c5 \ucd5c\uc801\ud654 \uc138\uc158 \uad6c\ud604<\/li>\n<\/ul>\n<h4 id=\"enhanced-capabilities\" tabindex=\"-1\" data-source-line=\"550-550\"><span class=\"ez-toc-section\" id=\"Enhanced_Capabilities\"><\/span>\ud5a5\uc0c1\ub41c \uae30\ub2a5<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"551-555\">\n<li data-source-line=\"551-551\">\ucea0\ud398\uc778 \uc218\uc900 \uc18d\uc131 \ud1b5\ucc30\ub825<\/li>\n<li data-source-line=\"552-552\">\ucc3d\uc758\uc801 \uc131\uacfc \uadc0\uc18d<\/li>\n<li data-source-line=\"553-553\">\uccad\uc911 \uc138\uadf8\uba3c\ud2b8 \ucd5c\uc801\ud654<\/li>\n<li data-source-line=\"554-555\">\ubc18\uc790\ub3d9 \ucd5c\uc801\ud654 \ud504\ub85c\uc138\uc2a4<\/li>\n<\/ul>\n<h3 id=\"phase-3%3A-full-optimization-(3%2B-months)\" tabindex=\"-1\" data-source-line=\"556-556\"><span class=\"ez-toc-section\" id=\"Phase_3_Full_Optimization_3_Months\"><\/span>3\ub2e8\uacc4: \uc804\uccb4 \ucd5c\uc801\ud654(3\uac1c\uc6d4 \uc774\uc0c1)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4 id=\"technical-maturity\" tabindex=\"-1\" data-source-line=\"558-558\"><span class=\"ez-toc-section\" id=\"Technical_Maturity\"><\/span>\uae30\uc220\uc801 \uc131\uc219\ub3c4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"559-563\">\n<li data-source-line=\"559-559\">\uc54c\uace0\ub9ac\uc998\uc801 \uc18d\uc131 \ubaa8\ub378 \ubc30\ud3ec<\/li>\n<li data-source-line=\"560-560\">\uc608\uce21 \ubd84\uc11d \uad6c\ud604<\/li>\n<li data-source-line=\"561-561\">\uc790\ub3d9\ud654\ub41c \ucd5c\uc801\ud654 \uc2dc\uc2a4\ud15c \uc0dd\uc131<\/li>\n<li data-source-line=\"562-563\">\ud3ec\uad04\uc801\uc778 \uc18d\uc131 \ud50c\ub7ab\ud3fc \uad6c\ucd95<\/li>\n<\/ul>\n<h4 id=\"process-excellence\" tabindex=\"-1\" data-source-line=\"564-564\"><span class=\"ez-toc-section\" id=\"Process_Excellence\"><\/span>\ud504\ub85c\uc138\uc2a4 \uc6b0\uc218\uc131<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"565-569\">\n<li data-source-line=\"565-565\">\uc9c0\uc18d\uc801\uc778 \ucd5c\uc801\ud654 \uc8fc\uae30\ub97c \ud655\ub9bd\ud558\uc138\uc694<\/li>\n<li data-source-line=\"566-566\">\uc2dc\ub098\ub9ac\uc624 \uacc4\ud68d \uae30\ub2a5 \uc0dd\uc131<\/li>\n<li data-source-line=\"567-567\">\uc804\uccb4 \ud14c\uc2a4\ud2b8 \ud504\ub85c\uadf8\ub7a8 \uad6c\ud604<\/li>\n<li data-source-line=\"568-569\">\ud3ec\uad04\uc801\uc778 \ucd5c\uc801\ud654 \ud50c\ub808\uc774\ubd81 \uac1c\ubc1c<\/li>\n<\/ul>\n<h4 id=\"advanced-capabilities\" tabindex=\"-1\" data-source-line=\"570-570\"><span class=\"ez-toc-section\" id=\"Advanced_Capabilities\"><\/span>\uace0\uae09 \uae30\ub2a5<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"571-575\">\n<li data-source-line=\"571-571\">\uc804\uc220\uc801 \uc218\uc900\uc758 \uadc0\uc18d \ud1b5\ucc30\ub825<\/li>\n<li data-source-line=\"572-572\">\uc608\uce21 \uc131\ub2a5 \ubaa8\ub378\ub9c1<\/li>\n<li data-source-line=\"573-573\">\uc790\ub3d9\ud654\ub41c \uc608\uc0b0 \ucd5c\uc801\ud654<\/li>\n<li data-source-line=\"574-575\">\uc2e4\uc2dc\uac04 \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ucd5c\uc801\ud654<\/li>\n<\/ul>\n<h2 id=\"overcoming-common-challenges-in-real-time-attribution\" tabindex=\"-1\" data-source-line=\"576-576\"><span class=\"ez-toc-section\" id=\"Overcoming_Common_Challenges_in_Real-Time_Attribution\"><\/span>\uc2e4\uc2dc\uac04 \uc18d\uc131\uc758 \uc77c\ubc18\uc801\uc778 \uacfc\uc81c \uadf9\ubcf5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uc2e4\uc2dc\uac04 \uc18d\uc131\uc744 \uad6c\ud604\ud560 \ub54c \uc77c\ubc18\uc801\uc73c\ub85c \ubc1c\uc0dd\ud558\ub294 \uba87 \uac00\uc9c0 \uacfc\uc81c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n<h3 id=\"challenge-%231%3A-data-latency-issues\" tabindex=\"-1\" data-source-line=\"580-580\"><span class=\"ez-toc-section\" id=\"Challenge_1_Data_Latency_Issues\"><\/span>\ucc4c\ub9b0\uc9c0 #1: \ub370\uc774\ud130 \uc9c0\uc5f0 \ubb38\uc81c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n&quot;\uc2e4\uc2dc\uac04&quot; \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub3c4 \uc0ac\uc6a9\uc790 \uc791\uc5c5\uacfc \ub370\uc774\ud130 \uac00\uc6a9\uc131 \uc0ac\uc774\uc5d0 \uc57d\uac04\uc758 \uc9c0\uc5f0\uc774 \ubc1c\uc0dd\ud569\ub2c8\ub2e4.\n<strong>\uc194\ub8e8\uc158 \uc811\uadfc \ubc29\uc2dd<\/strong>:\n<ul data-source-line=\"585-589\">\n<li data-source-line=\"585-585\">\uc218\uc9d1 \uc9c0\uc5f0 \uc2dc\uac04\uc744 \uc904\uc774\uae30 \uc704\ud574 \uc11c\ubc84 \uce21 \ucd94\uc801\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"586-586\">\uc77c\uad04 \ucc98\ub9ac \ub300\uc2e0 \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc138\uc694<\/li>\n<li data-source-line=\"587-587\">\uc77c\ubd80 \uc9c0\ud45c\ub294 \uc989\uc2dc \uc0ac\uc6a9 \uac00\ub2a5\ud558\uace0 \ub2e4\ub978 \uc9c0\ud45c\ub294 \uc9c0\uc5f0\ub418\uc5b4 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uacc4\uce35\uc801 \uc18d\uc131\uc744 \ub9cc\ub4ed\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"588-589\">\uc2e4\uc2dc\uac04 \uae30\ub2a5 \ubc0f \uc81c\ud55c \uc0ac\ud56d\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \uae30\ub300\uce58\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3 id=\"challenge-%232%3A-incomplete-customer-journeys\" tabindex=\"-1\" data-source-line=\"590-590\"><span class=\"ez-toc-section\" id=\"Challenge_2_Incomplete_Customer_Journeys\"><\/span>\uacfc\uc81c #2: \ubd88\uc644\uc804\ud55c \uace0\uac1d \uc5ec\uc815<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ucea0\ud398\uc778\uc774 \uc9c4\ud589\ub418\ub294 \ub3d9\uc548 \ucd5c\uc801\ud654\ub97c \uc9c4\ud589\ud55c\ub2e4\ub294 \uac83\uc740 \ubd88\uc644\uc804\ud55c \uc5ec\uc815 \ub370\uc774\ud130\ub85c \uc791\uc5c5\ud55c\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.\n<strong>\uc194\ub8e8\uc158 \uc811\uadfc \ubc29\uc2dd<\/strong>:\n<ul data-source-line=\"595-599\">\n<li data-source-line=\"595-595\">\uc644\ub8cc \uac00\ub2a5\uc131\uc774 \ub192\uc740 \uacbd\ub85c\ub97c \uc608\uce21\ud558\ub294 \uc608\uce21 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"596-596\">\ucd5c\uc885 \uc804\ud658\uacfc \uad00\ub828\ub41c \ud504\ub85d\uc2dc \uba54\ud2b8\ub9ad\uc744 \uc0ac\uc6a9\ud558\uc138\uc694<\/li>\n<li data-source-line=\"597-597\">\uc774\uc804 \ucd5c\uc801\ud654 \uc2e0\ud638\uc5d0 \ub300\ud55c \ub9c8\uc774\ud06c\ub85c \uc804\ud658 \ucd94\uc801 \uad6c\ud604<\/li>\n<li data-source-line=\"598-599\">\ube60\ub978 \uc804\uc220\uc801 \uacb0\uc815\uacfc \uc804\ub7b5\uc801 \uc778\ub0b4\uc2ec\uc758 \uade0\ud615\uc744 \ub9de\ucd94\uc138\uc694<\/li>\n<\/ul>\n<h3 id=\"challenge-%233%3A-channel-integration-complexity\" tabindex=\"-1\" data-source-line=\"600-600\"><span class=\"ez-toc-section\" id=\"Challenge_3_Channel_Integration_Complexity\"><\/span>\ucc4c\ub9b0\uc9c0 #3: \ucc44\ub110 \ud1b5\ud569 \ubcf5\uc7a1\uc131<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ub2e4\uc591\ud55c \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc\uc740 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uacf5\uc720\uc5d0 \ub300\ud55c \uae30\ub2a5\uc774 \uac01\uae30 \ub2e4\ub985\ub2c8\ub2e4.\n<strong>\uc194\ub8e8\uc158 \uc811\uadfc \ubc29\uc2dd<\/strong>:\n<ul data-source-line=\"605-609\">\n<li data-source-line=\"605-605\">\uac00\uc7a5 \ub9ce\uc740 \uc9c0\ucd9c\uc774 \ubc1c\uc0dd\ud558\uac70\ub098 \uac00\uc7a5 \ubbfc\ucca9\ud55c \ucc44\ub110\uacfc\uc758 \ud1b5\ud569\uc744 \uc6b0\uc120\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"606-606\">\uac00\ub2a5\ud55c \uacbd\uc6b0 API \uae30\ubc18 \uc5f0\uacb0\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"607-607\">CDP \ub610\ub294 \uc720\uc0ac\ud55c \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud50c\ub7ab\ud3fc \uac04 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"608-609\">\ud1b5\ud569 \uae30\ub2a5\uc774 \uc81c\ud55c\ub41c \ucc44\ub110\uc5d0 \ub300\ud55c \uc218\ub3d9 \ud504\ub85c\uc138\uc2a4 \uc0dd\uc131<\/li>\n<\/ul>\n<h3 id=\"challenge-%234%3A-attribution-accuracy-vs.-speed\" tabindex=\"-1\" data-source-line=\"610-610\"><span class=\"ez-toc-section\" id=\"Challenge_4_Attribution_Accuracy_vs_Speed\"><\/span>\ucc4c\ub9b0\uc9c0 #4: \uadc0\uc18d \uc815\ud655\ub3c4 \ub300 \uc18d\ub3c4<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc18d\uc131\uc774 \ube60\ub974\uac8c \ub3c4\ucd9c\ub418\uba74 \uc815\ud655\uc131\uacfc \uc815\uad50\ud568\uc774 \ub2e4\uc18c \ub5a8\uc5b4\uc9c0\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.\n<strong>\uc194\ub8e8\uc158 \uc811\uadfc \ubc29\uc2dd<\/strong>:\n<ul data-source-line=\"615-619\">\n<li data-source-line=\"615-615\">\ubcd1\ub82c \uadc0\uc18d \ubaa8\ub378 \uc2e4\ud589(\uc804\uc220\uc801 \ubaa8\ub378\uc5d0\ub294 \ube60\ub974\uace0 \uc804\ub7b5\uc801 \ubaa8\ub378\uc5d0\ub294 \uc0c1\uc138\ud568)<\/li>\n<li data-source-line=\"616-616\">\uc2e4\uc2dc\uac04 \uacb0\uc815\uc744 \uc704\ud55c \ubc29\ud5a5 \uc815\ud655\ub3c4 \uc218\uc6a9<\/li>\n<li data-source-line=\"617-617\">\uc2dc\uac04 \uacbd\uacfc\uc5d0 \ub530\ub978 \uc2ec\uce35 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ud1b5\ucc30\ub825 \uac80\uc99d<\/li>\n<li data-source-line=\"618-619\">\uac00\uc7a5 \ub192\uc740 \uc2e0\ub8b0\ub3c4\uc758 \ud1b5\ucc30\ub825\uc5d0 \uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\ub97c \uc9d1\uc911\ud558\uc138\uc694<\/li>\n<\/ul>\n\uc77c\ubc18\uc801\uc778 \uadc0\uc18d \ubb38\uc81c \ud574\uacb0\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \ub2e4\uc74c\uc744 \ucc38\uc870\ud558\uc138\uc694.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%ec%9d%bc%eb%b0%98%ec%a0%81%ec%9d%b8-%eb%a7%88%ec%bc%80%ed%8c%85-%ea%b7%80%ec%86%8d-%ec%8b%a4%ec%88%98-%ec%96%b4%eb%96%bb%ea%b2%8c-%ed%94%bc%ed%95%98%eb%82%98%ec%9a%94\/\" target=\"_blank\" rel=\"noopener noreferrer\">\uc77c\ubc18\uc801\uc778 \ub9c8\ucf00\ud305 \uadc0\uc18d \uc2e4\uc218\uc640 \uc774\ub97c \ud53c\ud558\ub294 \ubc29\ubc95<\/a>.\n<h2 id=\"organizational-considerations-for-real-time-optimization\" tabindex=\"-1\" data-source-line=\"622-622\"><span class=\"ez-toc-section\" id=\"Organizational_Considerations_for_Real-Time_Optimization\"><\/span>\uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uc870\uc9c1\uc801 \uace0\ub824 \uc0ac\ud56d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uc2e4\uc2dc\uac04 \uadc0\uc18d\uc744 \uc131\uacf5\uc801\uc73c\ub85c \uad6c\ud604\ud558\ub824\uba74 \uae30\uc220\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc870\uc9c1\uc801 \uc815\ub82c\ub3c4 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h3 id=\"team-structure-and-skills\" tabindex=\"-1\" data-source-line=\"626-626\"><span class=\"ez-toc-section\" id=\"Team_Structure_and_Skills\"><\/span>\ud300 \uad6c\uc870 \ubc0f \uae30\uc220<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ud6a8\uacfc\uc801\uc778 \uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\uc5d0\ub294 \ud2b9\uc815 \ud300 \uc5ed\ub7c9\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h4 id=\"key-roles\" tabindex=\"-1\" data-source-line=\"630-630\"><span class=\"ez-toc-section\" id=\"Key_Roles\"><\/span>\uc8fc\uc694 \uc5ed\ud560<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol data-source-line=\"632-651\">\n<li data-source-line=\"632-636\">\n<strong>\uadc0\uc18d \ubd84\uc11d\uac00<\/strong>\n<ul data-source-line=\"633-636\">\n<li data-source-line=\"633-633\">\uae30\uc220: \ub370\uc774\ud130 \ubd84\uc11d, \ud1b5\uacc4 \ubaa8\ub378\ub9c1, \uadc0\uc18d \ubc29\ubc95\ub860<\/li>\n<li data-source-line=\"634-634\">\ucc45\uc784: \uadc0\uc18d \ubaa8\ub378 \uc124\uacc4, \uacb0\uacfc \ud574\uc11d, \ucd5c\uc801\ud654 \uad8c\uc7a5<\/li>\n<li data-source-line=\"635-636\">\ubc30\uacbd: \ubd84\uc11d, \ud1b5\uacc4, \ub9c8\ucf00\ud305 \uacfc\ud559<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"637-641\">\n<strong>\ucd5c\uc801\ud654 \uc804\ubb38\uac00<\/strong>\n<ul data-source-line=\"638-641\">\n<li data-source-line=\"638-638\">\uae30\uc220: \ud50c\ub7ab\ud3fc\ubcc4 \ucd5c\uc801\ud654, \ubbf8\ub514\uc5b4 \ud50c\ub798\ub2dd, \uc131\uacfc \ubd84\uc11d<\/li>\n<li data-source-line=\"639-639\">\ucc45\uc784: \ucd5c\uc801\ud654 \uad8c\uc7a5 \uc0ac\ud56d \uad6c\ud604, \ud50c\ub7ab\ud3fc \uc870\uc815 \uad00\ub9ac<\/li>\n<li data-source-line=\"640-641\">\ubc30\uacbd: \ub514\uc9c0\ud138 \ub9c8\ucf00\ud305, \ubbf8\ub514\uc5b4 \ud50c\ub798\ub2dd, \ucea0\ud398\uc778 \uad00\ub9ac<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"642-646\">\n<strong>\ub9c8\ucf00\ud305 \uae30\uc220\uc790<\/strong>\n<ul data-source-line=\"643-646\">\n<li data-source-line=\"643-643\">\uae30\uc220: MarTech \uad6c\ud604, \ub370\uc774\ud130 \ud1b5\ud569, \uae30\uc220\uc801 \ubb38\uc81c \ud574\uacb0<\/li>\n<li data-source-line=\"644-644\">\ucc45\uc784: \uadc0\uc18d \uc778\ud504\ub77c \uc720\uc9c0 \uad00\ub9ac, \ub370\uc774\ud130 \ud488\uc9c8 \ubcf4\uc7a5<\/li>\n<li data-source-line=\"645-646\">\ubc30\uacbd: \ub9c8\ucf00\ud305 \uae30\uc220, \uc2dc\uc2a4\ud15c \ud1b5\ud569, \ub370\uc774\ud130 \uad00\ub9ac<\/li>\n<\/ul>\n<\/li>\n<li data-source-line=\"647-651\">\n<strong>\ud06c\ub85c\uc2a4\ucc44\ub110 \uc804\ub7b5\uac00<\/strong>\n<ul data-source-line=\"648-651\">\n<li data-source-line=\"648-648\">\uae30\uc220: \ud1b5\ud569 \ub9c8\ucf00\ud305 \uacc4\ud68d, \ucc44\ub110 \uc804\ub7b5, \uace0\uac1d \uc5ec\uc815 \ub9e4\ud551<\/li>\n<li data-source-line=\"649-649\">\ucc45\uc784: \uadc0\uc18d \ud1b5\ucc30\ub825\uc744 \uc751\uc9d1\ub825 \uc788\ub294 \uc804\ub7b5\uc73c\ub85c \uc804\ud658<\/li>\n<li data-source-line=\"650-651\">\ubc30\uacbd: \ud1b5\ud569 \ub9c8\ucf00\ud305, \ubbf8\ub514\uc5b4 \uc804\ub7b5, \uace0\uac1d \uacbd\ud5d8<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\uaddc\ubaa8\uac00 \uc791\uc740 \uc870\uc9c1\uc758 \uacbd\uc6b0 \uc774\ub7ec\ud55c \uc5ed\ud560\uc744 \uc678\ubd80 \ud30c\ud2b8\ub108\uac00 \uacb0\ud569\ud558\uac70\ub098 \ubd80\ubd84\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<h3 id=\"decision-authority-and-processes\" tabindex=\"-1\" data-source-line=\"654-654\"><span class=\"ez-toc-section\" id=\"Decision_Authority_and_Processes\"><\/span>\uc758\uc0ac\uacb0\uc815 \uad8c\ud55c \ubc0f \ud504\ub85c\uc138\uc2a4<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\uc5d0\ub294 \uba85\ud655\ud55c \uc758\uc0ac \uacb0\uc815 \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h4 id=\"optimization-authority-matrix\" tabindex=\"-1\" data-source-line=\"658-658\"><span class=\"ez-toc-section\" id=\"Optimization_Authority_Matrix\"><\/span>\ucd5c\uc801\ud654 \uad8c\ud55c \ub9e4\ud2b8\ub9ad\uc2a4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<table data-source-line=\"660-667\">\n<thead data-source-line=\"660-660\">\n<tr data-source-line=\"660-660\">\n<th>\uacb0\uc815 \uc720\ud615<\/th>\n<th>\uad8c\ud55c \uc218\uc900<\/th>\n<th>\uacb0\uc815 \uae30\uac04<\/th>\n<th>\uc2b9\uc778 \ud504\ub85c\uc138\uc2a4<\/th>\n<\/tr>\n<\/thead>\n<tbody data-source-line=\"662-667\">\n<tr data-source-line=\"662-662\">\n<td>10% \uc774\ud558 \uc608\uc0b0 \ubcc0\ub3d9<\/td>\n<td>\ucc44\ub110 \uad00\ub9ac\uc790<\/td>\n<td>\ub2f9\uc77c<\/td>\n<td>\uc2b9\uc778\uc774 \ud544\uc694\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4<\/td>\n<\/tr>\n<tr data-source-line=\"663-663\">\n<td>\uc608\uc0b0 \ubcc0\ub3d9 10-25%<\/td>\n<td>\ub9c8\ucf00\ud305 \ub514\ub809\ud130<\/td>\n<td>24\uc2dc\uac04 \uc774\ub0b4<\/td>\n<td>\uc774\uba54\uc77c \uc2b9\uc778<\/td>\n<\/tr>\n<tr data-source-line=\"664-664\">\n<td>25%\uc5d0 \ub300\ud55c \uc608\uc0b0 \ubcc0\ub3d9<\/td>\n<td>CMO\/\ub9c8\ucf00\ud305 \ubd80\uc0ac\uc7a5<\/td>\n<td>48\uc2dc\uac04 \uc774\ub0b4<\/td>\n<td>\uacf5\uc2dd \uac80\ud1a0<\/td>\n<\/tr>\n<tr data-source-line=\"665-665\">\n<td>\ucc3d\uc758\uc801\uc778 \ubcc0\ud654<\/td>\n<td>\ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ub514\ub809\ud130<\/td>\n<td>24\uc2dc\uac04 \uc774\ub0b4<\/td>\n<td>\ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ub9ac\ubdf0<\/td>\n<\/tr>\n<tr data-source-line=\"666-666\">\n<td>\uccad\uc911 \ud0c0\uac9f\ud305<\/td>\n<td>\ubd84\uc11d \ucc45\uc784\uc790<\/td>\n<td>\ub2f9\uc77c<\/td>\n<td>\uc2b9\uc778\uc774 \ud544\uc694\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4<\/td>\n<\/tr>\n<tr data-source-line=\"667-667\">\n<td>\uac00\uaca9\/\uc81c\uacf5 \ubcc0\uacbd<\/td>\n<td>\ub9c8\ucf00\ud305 \ub514\ub809\ud130<\/td>\n<td>24\uc2dc\uac04 \uc774\ub0b4<\/td>\n<td>\uc774\uba54\uc77c \uc2b9\uc778<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 id=\"cross-functional-collaboration\" tabindex=\"-1\" data-source-line=\"669-669\"><span class=\"ez-toc-section\" id=\"Cross-Functional_Collaboration\"><\/span>\uae30\ub2a5 \uac04 \ud611\uc5c5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ud6a8\uacfc\uc801\uc778 \uc2e4\uc2dc\uac04 \uc18d\uc131\uc5d0\ub294 \ubd80\uc11c \uac04 \ud611\uc5c5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n<h4 id=\"collaborative-optimization-process\" tabindex=\"-1\" data-source-line=\"673-673\"><span class=\"ez-toc-section\" id=\"Collaborative_Optimization_Process\"><\/span>\ud611\ub825\uc801 \ucd5c\uc801\ud654 \ud504\ub85c\uc138\uc2a4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol data-source-line=\"675-680\">\n<li data-source-line=\"675-675\"><strong>\uadc0\uc18d\ud300<\/strong>: \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \uae30\ud68c\ub97c \uc2dd\ubcc4\ud569\ub2c8\ub2e4<\/li>\n<li data-source-line=\"676-676\"><strong>\ubbf8\ub514\uc5b4\ud300<\/strong>: \ud50c\ub7ab\ud3fc\ubcc4 \ucee8\ud14d\uc2a4\ud2b8 \ubc0f \uad8c\uc7a5 \uc0ac\ud56d\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"677-677\"><strong>\ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \ud300<\/strong>: \ucc3d\uc758\uc801\uc778 \ubcc0\ud615 \ubc0f \uba54\uc2dc\uc9d5 \uc635\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"678-678\"><strong>\ubd84\uc11d\ud300<\/strong>: \ub2e4\ub978 \ub370\uc774\ud130\ub85c \uadc0\uc18d \uacb0\uacfc\ub97c \uac80\uc99d\ud569\ub2c8\ub2e4.<\/li>\n<li data-source-line=\"679-680\"><strong>\uc784\uc6d0\uc9c4<\/strong>: \ucd5c\uc801\ud654 \ub9e4\uac1c\ubcc0\uc218\ub97c \uc124\uc815\ud558\uace0 \uc8fc\uc694 \ubcc0\ud654\ub97c \uc2b9\uc778\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h3 id=\"training-and-enablement\" tabindex=\"-1\" data-source-line=\"681-681\"><span class=\"ez-toc-section\" id=\"Training_and_Enablement\"><\/span>\uad50\uc721 \ubc0f \uc9c0\uc6d0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc870\uc9c1\uc5d0\uc11c\ub294 \uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\ub97c \uc704\ud574 \ud300\uc744 \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4.\n<h4 id=\"key-training-elements\" tabindex=\"-1\" data-source-line=\"685-685\"><span class=\"ez-toc-section\" id=\"Key_Training_Elements\"><\/span>\ud575\uc2ec \uad50\uc721 \uc694\uc18c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"687-692\">\n<li data-source-line=\"687-687\"><strong>\uadc0\uc778 \ub9ac\ud130\ub7ec\uc2dc<\/strong>: \ubaa8\ub4e0 \uc774\ud574 \uad00\uacc4\uc790\uac00 \uadc0\uc18d \uac1c\ub150\uc744 \uc774\ud574\ud558\ub3c4\ub85d \ubcf4\uc7a5<\/li>\n<li data-source-line=\"688-688\"><strong>\ub3c4\uad6c \uc219\ub828\ub3c4<\/strong>: \uc2e4\uc2dc\uac04 \ub300\uc2dc\ubcf4\ub4dc \ubc0f \ucd5c\uc801\ud654 \ud50c\ub7ab\ud3fc\uc5d0 \ub300\ud55c \uad50\uc721<\/li>\n<li data-source-line=\"689-689\"><strong>\uc758\uc0ac\uacb0\uc815 \ud504\ub808\uc784\uc6cc\ud06c<\/strong>: \ucd5c\uc801\ud654 \uacb0\uc815\uc5d0 \ub300\ud55c \uad6c\uc870\ud654\ub41c \uc811\uadfc \ubc29\uc2dd \uad50\uc721<\/li>\n<li data-source-line=\"690-690\"><strong>\ud50c\ub7ab\ud3fc\ubcc4 \uad50\uc721<\/strong>: \ucc44\ub110 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc2e0\uc18d\ud55c \uad6c\ud604 \uac00\ub2a5<\/li>\n<li data-source-line=\"691-692\"><strong>\ud14c\uc2a4\ud2b8 \ubc29\ubc95\ub860<\/strong>: \uac80\uc99d\uc744 \uc704\ud55c \uc2e4\ud5d8 \uc5ed\ub7c9 \uad6c\ucd95<\/li>\n<\/ul>\n<h2 id=\"advanced-real-time-attribution-strategies\" tabindex=\"-1\" data-source-line=\"693-693\"><span class=\"ez-toc-section\" id=\"Advanced_Real-Time_Attribution_Strategies\"><\/span>\uace0\uae09 \uc2e4\uc2dc\uac04 \uc18d\uc131 \uc804\ub7b5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uae30\ubcf8 \uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\ub97c \ub118\uc5b4 \ub354 \ubc1c\uc804\ud560 \uc900\ube44\uac00 \ub41c \uc870\uc9c1\uc758 \uacbd\uc6b0:\n<h3 id=\"ai-powered-attribution-and-optimization\" tabindex=\"-1\" data-source-line=\"697-697\"><span class=\"ez-toc-section\" id=\"AI-Powered_Attribution_and_Optimization\"><\/span>AI \uae30\ubc18 \uc18d\uc131 \ubc0f \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc778\uacf5 \uc9c0\ub2a5\uc740 \uc2e4\uc2dc\uac04 \uae30\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<h4 id=\"machine-learning-applications\" tabindex=\"-1\" data-source-line=\"701-701\"><span class=\"ez-toc-section\" id=\"Machine_Learning_Applications\"><\/span>\uba38\uc2e0 \ub7ec\ub2dd \uc560\ud50c\ub9ac\ucf00\uc774\uc158<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"703-708\">\n<li data-source-line=\"703-703\"><strong>\uc608\uce21\uc801 \uadc0\uc18d<\/strong>: \uac00\ub2a5\uc131 \uc788\ub294 \uadc0\uc18d \ud328\ud134\uc744 \uc608\uce21\ud558\ub294 ML \ubaa8\ub378<\/li>\n<li data-source-line=\"704-704\"><strong>\uc790\ub3d9 \uc608\uc0b0 \ud560\ub2f9<\/strong>: \uc9c0\ucd9c\uc744 \ub3d9\uc801\uc73c\ub85c \uc870\uc815\ud558\ub294 AI \uc2dc\uc2a4\ud15c<\/li>\n<li data-source-line=\"705-705\"><strong>\ucc3d\uc758\uc801 \uc131\uacfc \uc608\uce21<\/strong>: \ucc3d\uc758\uc801 \ud6a8\uacfc\ub97c \uc608\uce21\ud558\ub294 \uc54c\uace0\ub9ac\uc998<\/li>\n<li data-source-line=\"706-706\"><strong>\uccad\uc911 \ubc1c\uacac<\/strong>: \uc131\uacfc\uac00 \uc88b\uc740 \uc138\uadf8\uba3c\ud2b8\ub97c \uc790\ub3d9\uc73c\ub85c \uc2dd\ubcc4<\/li>\n<li data-source-line=\"707-708\"><strong>\ucd5c\uc801\ud654 \ucd94\ucc9c \uc5d4\uc9c4<\/strong>: AI\uac00 \uc0dd\uc131\ud55c \ucd5c\uc801\ud654 \uc81c\uc548<\/li>\n<\/ul>\n\uc18d\uc131\uc5d0 \ub300\ud55c AI \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \ub2e4\uc74c\uc744 \ucc38\uc870\ud558\uc138\uc694.\u00a0<a href=\"https:\/\/attrisight.com\/ko\/%eb%b3%b5%ec%9e%a1%ed%95%9c-%eb%a7%88%ec%bc%80%ed%8c%85-%ec%86%8d%ec%84%b1-%eb%ac%b8%ec%a0%9c%eb%a5%bc-%ed%95%b4%ea%b2%b0%ed%95%98%eb%8a%94-ai%ec%9d%98-%ec%97%ad%ed%95%a0\/\" target=\"_blank\" rel=\"noopener noreferrer\">\ubcf5\uc7a1\ud55c \ub9c8\ucf00\ud305 \uc18d\uc131 \ubb38\uc81c \ud574\uacb0\uc5d0 \uc788\uc5b4 AI\uc758 \uc5ed\ud560<\/a>.\n<h3 id=\"personalization-based-on-attribution-signals\" tabindex=\"-1\" data-source-line=\"711-711\"><span class=\"ez-toc-section\" id=\"Personalization_Based_on_Attribution_Signals\"><\/span>\uadc0\uc18d \uc2e0\ud638 \uae30\ubc18 \uac1c\uc778\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uace0\uae09 \uc870\uc9c1\uc740 \uc18d\uc131 \ud1b5\ucc30\ub825\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac1c\uc778\ud654\ub97c \ucd94\uc9c4\ud569\ub2c8\ub2e4.\n<h4 id=\"real-time-personalization-approaches\" tabindex=\"-1\" data-source-line=\"715-715\"><span class=\"ez-toc-section\" id=\"Real-Time_Personalization_Approaches\"><\/span>\uc2e4\uc2dc\uac04 \uac1c\uc778\ud654 \uc811\uadfc \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"717-722\">\n<li data-source-line=\"717-717\"><strong>\uadc0\uc18d \uc815\ubcf4 \uae30\ubc18 \uba54\uc2dc\uc9d5<\/strong>: \uc18d\uc131 \uacbd\ub85c\uc5d0 \ub530\ub978 \ucf58\ud150\uce20 \ub9de\ucda4\ud654<\/li>\n<li data-source-line=\"718-718\"><strong>\uc5ec\uc815 \ub2e8\uacc4 \ucf58\ud150\uce20<\/strong>: \uadc0\uc18d \uc704\uce58\uc5d0 \uc801\ud569\ud55c \ucf58\ud150\uce20 \uc804\ub2ec<\/li>\n<li data-source-line=\"719-719\"><strong>\ud06c\ub85c\uc2a4 \ucc44\ub110 \uc77c\uad00\uc131<\/strong>: \ud130\uce58\ud3ec\uc778\ud2b8 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc870\uc815\ub41c \uba54\uc2dc\uc9d5 \ubcf4\uc7a5<\/li>\n<li data-source-line=\"720-720\"><strong>\uc774\uc804 \ud130\uce58\ud3ec\uc778\ud2b8 \uc778\uc2dd<\/strong>: \uba54\uc2dc\uc9d5\uc5d0\uc11c \uc774\uc804 \uc0c1\ud638 \uc791\uc6a9 \uc778\uc2dd<\/li>\n<li data-source-line=\"721-722\"><strong>\ub2e4\uc74c \ucd5c\uc120\uc758 \uc870\uce58 \ucd5c\uc801\ud654<\/strong>: \uadc0\uc18d\uc744 \uae30\ubc18\uc73c\ub85c \ucd5c\uc801\uc758 \ub2e4\uc74c \ub2e8\uacc4 \uc608\uce21<\/li>\n<\/ul>\n<h3 id=\"incrementality-testing-in-real-time\" tabindex=\"-1\" data-source-line=\"723-723\"><span class=\"ez-toc-section\" id=\"Incrementality_Testing_in_Real-Time\"><\/span>\uc2e4\uc2dc\uac04 \uc99d\ubd84 \ud14c\uc2a4\ud2b8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc120\ub3c4\uc801\uc778 \uc870\uc9c1\uc740 \uc99d\ubd84\uc801 \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \uc18d\uc131\uc744 \uac80\uc99d\ud569\ub2c8\ub2e4.\n<h4 id=\"real-time-incrementality-approaches\" tabindex=\"-1\" data-source-line=\"727-727\"><span class=\"ez-toc-section\" id=\"Real-Time_Incrementality_Approaches\"><\/span>\uc2e4\uc2dc\uac04 \uc99d\ubd84\uc131 \uc811\uadfc \ubc29\uc2dd<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"729-734\">\n<li data-source-line=\"729-729\"><strong>\uace0\uc2a4\ud2b8 \uc785\ucc30<\/strong>: \uc2e4\uc81c \uc9c0\ucd9c \uc5c6\uc774 \ucea0\ud398\uc778 \uc131\uacfc \uc2dc\ubbac\ub808\uc774\uc158<\/li>\n<li data-source-line=\"730-730\"><strong>\uc9c0\uc624 \ud14c\uc2a4\ud305<\/strong>: \uc720\uc0ac\ud55c \uc9c0\ub9ac\uc801 \uc9c0\uc5ed \uac04 \uc131\uacfc \ube44\uad50<\/li>\n<li data-source-line=\"731-731\"><strong>PSA \ud14c\uc2a4\ud2b8<\/strong>: \uacf5\uc775\uad11\uace0\ub97c \ub300\uc870\uad70\uc73c\ub85c \ud65c\uc6a9<\/li>\n<li data-source-line=\"732-732\"><strong>\ud640\ub4dc\uc544\uc6c3 \uc2e4\ud5d8<\/strong>: \ube44\uad50\ub97c \uc704\ud55c \ud1b5\uc81c \ub300\uc0c1 \uc0dd\uc131<\/li>\n<li data-source-line=\"733-734\"><strong>\ube60\ub978 A\/B \ud14c\uc2a4\ud2b8<\/strong>: \ucd5c\uc801\ud654 \uac00\uc124\uc758 \ube60\ub978 \ud14c\uc2a4\ud2b8<\/li>\n<\/ul>\n<h3 id=\"cross-channel-journey-orchestration\" tabindex=\"-1\" data-source-line=\"735-735\"><span class=\"ez-toc-section\" id=\"Cross-Channel_Journey_Orchestration\"><\/span>\ud06c\ub85c\uc2a4 \ucc44\ub110 \uc5ec\uc815 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uac00\uc7a5 \uc815\uad50\ud55c \uc2e4\uc2dc\uac04 \uc18d\uc131\uc73c\ub85c \uc870\uc815\ub41c \uc5ec\ud589\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4.\n<h4 id=\"journey-orchestration-capabilities\" tabindex=\"-1\" data-source-line=\"739-739\"><span class=\"ez-toc-section\" id=\"Journey_Orchestration_Capabilities\"><\/span>\uc5ec\uc815 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \uae30\ub2a5<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ul data-source-line=\"741-746\">\n<li data-source-line=\"741-741\"><strong>\ud06c\ub85c\uc2a4 \ucc44\ub110 \uc2dc\ud000\uc2f1<\/strong>: \ucd5c\uc801\uc758 \uc21c\uc11c\ub85c \ucc44\ub110 \uac04 \uba54\uc2dc\uc9c0 \uc870\uc815<\/li>\n<li data-source-line=\"742-742\"><strong>\ud130\uce58\ud3ec\uc778\ud2b8 \ud0c0\uc774\ubc0d \ucd5c\uc801\ud654<\/strong>: \uba54\uc2dc\uc9c0 \uac04 \uc774\uc0c1\uc801\uc778 \ud398\uc774\uc2f1 \uacb0\uc815<\/li>\n<li data-source-line=\"743-743\"><strong>\ucc44\ub110 \uc120\ud638\ub3c4 \uc778\uc2dd<\/strong>: \uace0\uac1d\ubcc4 \uc120\ud638 \ucc44\ub110 \uc2dd\ubcc4<\/li>\n<li data-source-line=\"744-744\"><strong>\uc758\ub3c4 \uc2e0\ud638 \uc99d\ud3ed<\/strong>: \ucc44\ub110 \uac04 \uc758\ub3c4 \uc2e0\ud638\uc5d0 \uc751\ub2f5<\/li>\n<li data-source-line=\"745-746\"><strong>\ubc84\ub824\uc9c4 \uc5ec\uc815 \ud68c\ubcf5<\/strong>: \ucd5c\uc801 \uacbd\ub85c\uc5d0\uc11c \uc774\ud0c8\ud55c \uc0ac\uc6a9\uc790 \uc7ac\ucc38\uc5ec<\/li>\n<\/ul>\n<h2 id=\"expert-perspectives%3A-success-factors-for-real-time-attribution\" tabindex=\"-1\" data-source-line=\"747-747\"><span class=\"ez-toc-section\" id=\"Expert_Perspectives_Success_Factors_for_Real-Time_Attribution\"><\/span>\uc804\ubb38\uac00 \uad00\uc810: \uc2e4\uc2dc\uac04 \uadc0\uc18d\uc758 \uc131\uacf5 \uc694\uc778<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\uc5c5\uacc4 \ub9ac\ub354\ub4e4\uc774 \ud6a8\uacfc\uc801\uc778 \uc2e4\uc2dc\uac04 \uc18d\uc131 \uad6c\ud604\uc5d0 \ub300\ud55c \ud1b5\ucc30\ub825\uc744 \uacf5\uc720\ud569\ub2c8\ub2e4.\n<h3 id=\"focus-on-action%2C-not-just-analysis\" tabindex=\"-1\" data-source-line=\"751-751\"><span class=\"ez-toc-section\" id=\"Focus_on_Action_Not_Just_Analysis\"><\/span>\ubd84\uc11d\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc2e4\ud589\uc5d0 \uc9d1\uc911\ud558\uc138\uc694<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ud55c \ub514\uc9c0\ud138 \uc5d0\uc774\uc804\uc2dc\uc758 \ubd84\uc11d \ub2f4\ub2f9 \ubd80\uc0ac\uc7a5\uc778 \uc0ac\ub77c \uc874\uc2a8\uc740 &quot;\uc2e4\uc2dc\uac04 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc758 \uac00\uc7a5 \ud070 \ud568\uc815\uc740 \uc544\ubb34\ub3c4 \uc2e4\ud589\ud558\uc9c0 \uc54a\ub294 \uc815\uad50\ud55c \ubd84\uc11d\uc744 \ub9cc\ub4dc\ub294 \uac83\uc785\ub2c8\ub2e4.&quot;\ub77c\uace0 \uacbd\uace0\ud569\ub2c8\ub2e4. &quot;\uc2e4\uc2dc\uac04 \uae30\ub2a5\uc5d0 \ud22c\uc790\ud558\uae30 \uc804\uc5d0, \uc778\uc0ac\uc774\ud2b8\ub97c \uc989\uac01\uc801\uc778 \uc2e4\ud589\uc73c\ub85c \uc804\ud658\ud560 \uc218 \uc788\ub294 \uba85\ud655\ud55c \ud504\ub85c\uc138\uc2a4\ub97c \ub9c8\ub828\ud574\uc57c \ud569\ub2c8\ub2e4. \uc544\ubb34\ub3c4 \uc758\uc0ac \uacb0\uc815\uc5d0 \uc0ac\uc6a9\ud558\uc9c0 \uc54a\ub294 \uba4b\uc9c4 \ub300\uc2dc\ubcf4\ub4dc\ub294 \uac12\ube44\uc2fc \uc7a5\uc2dd\ud488\uc77c \ubfd0\uc785\ub2c8\ub2e4.&quot;\n<h3 id=\"balance-speed-with-confidence\" tabindex=\"-1\" data-source-line=\"755-755\"><span class=\"ez-toc-section\" id=\"Balance_Speed_with_Confidence\"><\/span>\uc790\uc2e0\uac10\uc744 \uac00\uc9c0\uace0 \uc18d\ub3c4\ub97c \uc870\uc808\ud558\uc138\uc694<span class=\"ez-toc-section-end\"><\/span><\/h3>\n&quot;\uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc778\uc0ac\uc774\ud2b8\ub97c \uc5bc\ub9c8\ub098 \ube68\ub9ac \uc5bb\uc744 \uc218 \uc788\ub294\uc9c0\uc640 \uadf8 \uc815\ud655\uc131\uc5d0 \uc5bc\ub9c8\ub098 \ud655\uc2e0\ud560 \uc218 \uc788\ub294\uc9c0 \uc0ac\uc774\uc5d0\ub294 \ud56d\uc0c1 \uc0c1\ucda9 \uad00\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4.&quot;\ub77c\uace0 \ub300\ud615 \uc18c\ub9e4\uc5c5\uccb4\uc758 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ub514\ub809\ud130\uc778 \ub370\uc774\ube44\ub4dc \uccb8\uc740 \uc124\uba85\ud569\ub2c8\ub2e4. &quot;\ud575\uc2ec\uc740 \uc5b4\ub5a4 \uacb0\uc815\uc744 \ubc29\ud5a5\uc131 \uc788\ub294 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \uc2e0\uc18d\ud558\uac8c \ub0b4\ub824\uc57c \ud558\ub294\uc9c0, \uc5b4\ub5a4 \uacb0\uc815\uc744 \ub354 \uc644\uc804\ud55c \uc815\ubcf4\uac00 \ud544\uc694\ud55c\uc9c0 \ud30c\uc545\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ubaa8\ub4e0 \ucd5c\uc801\ud654\uac00 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c8 \ud544\uc694\ub294 \uc5c6\uc2b5\ub2c8\ub2e4. \uc18d\ub3c4\uac00 \uc9c4\uc815\uc73c\ub85c \uc911\uc694\ud55c \uc2e4\uc2dc\uac04 \uc791\uc5c5\uc5d0 \uc9d1\uc911\ud558\uc138\uc694.&quot;\n<h3 id=\"start-with-high-impact-channels\" tabindex=\"-1\" data-source-line=\"759-759\"><span class=\"ez-toc-section\" id=\"Start_with_High-Impact_Channels\"><\/span>\uc601\ud5a5\ub825\uc774 \ud070 \ucc44\ub110\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\ub9c8\ucf00\ud305 \uae30\uc220 \ucee8\uc124\ud134\ud2b8\uc778 \ub9c8\uc774\ud074 \uc70c\ub9ac\uc5c4\uc2a4\ub294 &quot;\ubaa8\ub4e0 \ucc44\ub110\uc5d0 \ub3d9\uc2dc\uc5d0 \uc2e4\uc2dc\uac04 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uad6c\ud604\ud558\ub824\uace0 \ud558\uc9c0 \ub9c8\uc138\uc694.&quot;\ub77c\uace0 \uc870\uc5b8\ud569\ub2c8\ub2e4. &quot;\ucd5c\uc801\ud654 \ud6a8\uacfc\uac00 \uac00\uc7a5 \ud070, \uc9c0\ucd9c\uc774 \uac00\uc7a5 \ub9ce\uac70\ub098 \ubbfc\ucca9\uc131\uc774 \uac00\uc7a5 \ub192\uc740 \ucc44\ub110\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694. \uc0c1\uc704 \ub450 \ucc44\ub110\uc5d0 \uc644\ubcbd\ud558\uac8c \uc2e4\uc2dc\uac04 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uc801\uc6a9\ud558\ub294 \uac83\uc774 \ubaa8\ub4e0 \ucc44\ub110\uc5d0 \ubd80\ubd84\uc801\uc73c\ub85c\ub9cc \uc801\uc6a9\ud558\ub294 \uac83\ubcf4\ub2e4 \ub354 \ud070 \uac00\uce58\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.&quot;\n<h3 id=\"create-closed-loop-learning\" tabindex=\"-1\" data-source-line=\"763-763\"><span class=\"ez-toc-section\" id=\"Create_Closed-Loop_Learning\"><\/span>\ud3d0\uc1c4 \ub8e8\ud504 \ud559\uc2b5 \ub9cc\ub4e4\uae30<span class=\"ez-toc-section-end\"><\/span><\/h3>\nDTC \ube0c\ub79c\ub4dc\uc758 CMO\uc778 \uc5d0\ubc00\ub9ac \ub85c\ub4dc\ub9ac\uac8c\uc2a4\ub294 &quot;\uc2e4\uc2dc\uac04 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc740 \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5 \uc8fc\uae30\ub97c \ub9cc\ub4e4\uc5b4\uc57c \ud569\ub2c8\ub2e4.&quot;\ub77c\uace0 \ub9d0\ud569\ub2c8\ub2e4. &quot;\uc624\ub298 \ubc30\uc6b4 \ub0b4\uc6a9\uc744 \ud65c\uc6a9\ud558\uc5ec \ub0b4\uc77c \ucd5c\uc801\ud654\ud558\uace0, \ucd5c\uc801\ud654\uac00 \uc2e4\uc81c\ub85c \uc608\uc0c1\ud55c \uacb0\uacfc\ub97c \uac00\uc838\uc654\ub294\uc9c0 \uac80\uc99d\ud558\uc138\uc694. \uc774\ub7ec\ud55c \ud3d0\uc1c4\ud615 \ub8e8\ud504 \ubc29\uc2dd\uc740 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc774 \ub2e8\uc21c\ud55c \ubcf4\uace0 \ud65c\ub3d9\uc73c\ub85c \uc804\ub77d\ud558\ub294 \uac83\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.&quot;\n<h2 id=\"faqs\" tabindex=\"-1\" data-source-line=\"767-767\"><span class=\"ez-toc-section\" id=\"FAQs\"><\/span>\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"how-quickly-can-attribution-insights-actually-be-delivered%3F\" tabindex=\"-1\" data-source-line=\"769-769\"><span class=\"ez-toc-section\" id=\"How_quickly_can_attribution_insights_actually_be_delivered\"><\/span>\uc2e4\uc81c\ub85c \uc18d\uc131 \ud1b5\ucc30\ub825\uc744 \uc5bc\ub9c8\ub098 \ube68\ub9ac \uc81c\uacf5\ud560 \uc218 \uc788\ub098\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc778\uc0ac\uc774\ud2b8\uc758 \uc18d\ub3c4\ub294 \uad6c\ud604 \ubc29\uc2dd\uacfc \ube44\uc988\ub2c8\uc2a4 \ub9e5\ub77d\uc5d0 \ub530\ub77c \ud06c\uac8c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ucea0\ud398\uc778\uc5d0\uc11c\ub294 \uc11c\ubc84 \uce21 \ucd94\uc801 \ubc0f \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \ud1b5\ud574 \uba87 \uc2dc\uac04 \ub0b4\uc5d0 \uae30\ubcf8\uc801\uc778 \ucc44\ub110 \uc218\uc900 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucea0\ud398\uc778 \uc218\uc900 \ubc0f \ud06c\ub9ac\uc5d0\uc774\ud2f0\ube0c \uc778\uc0ac\uc774\ud2b8\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ud328\ud134\uc774 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ubbf8\ud574\uc9d0\uc5d0 \ub530\ub77c 24~48\uc2dc\uac04 \uc774\ub0b4\uc5d0 \ub098\ud0c0\ub0a9\ub2c8\ub2e4. \ud06c\ub85c\uc2a4 \ub514\ubc14\uc774\uc2a4 \uc5ec\uc815 \ubc0f \uc804\uccb4 \uba40\ud2f0\ud130\uce58 \ubd84\uc11d\uacfc \uac19\uc740 \ubcf4\ub2e4 \uc815\uad50\ud55c \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc740 \uc758\ubbf8 \uc788\ub294 \ud328\ud134\uc774 \ub098\ud0c0\ub098\uae30\uae4c\uc9c0 \uc77c\ubc18\uc801\uc73c\ub85c 3~5\uc77c\uc774 \uc18c\uc694\ub429\ub2c8\ub2e4. \ud575\uc2ec\uc740 \uba87 \uc2dc\uac04 \ub610\ub294 \uba70\uce60 \ub0b4\uc5d0 \uc5b4\ub5a4 \uacb0\uc815\uc744 \ub0b4\ub824\uc57c \ud558\ub294\uc9c0 \ud30c\uc545\ud558\uace0, \uadf8\uc5d0 \ub530\ub77c \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc2dc\uc2a4\ud15c\uc744 \uc124\uacc4\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 \uc870\uc9c1\uc740 \uacc4\uce35\ud615 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uad6c\ud604\ud558\ub294\ub370, \uc77c\ubd80 \uc2e0\ud638\ub294 \uac70\uc758 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc81c\uacf5\ub418\uace0 \ub2e4\ub978 \uc2e0\ud638\ub294 \ub354 \uc810\uc9c4\uc801\uc73c\ub85c \uc0dd\uc131\ub429\ub2c8\ub2e4.\n<h3 id=\"what's-the-minimum-technical-infrastructure-needed-for-real-time-attribution%3F\" tabindex=\"-1\" data-source-line=\"772-772\"><span class=\"ez-toc-section\" id=\"Whats_the_minimum_technical_infrastructure_needed_for_real-time_attribution\"><\/span>\uc2e4\uc2dc\uac04 \uc18d\uc131\uc5d0 \ud544\uc694\ud55c \ucd5c\uc18c\ud55c\uc758 \uae30\uc220 \uc778\ud504\ub77c\ub294 \ubb34\uc5c7\uc785\ub2c8\uae4c?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc870\uc9c1\uc740 \ube44\uad50\uc801 \uac04\ub2e8\ud55c \uae30\uc220 \uc778\ud504\ub77c\ub9cc\uc73c\ub85c\ub3c4 \uae30\ubcf8\uc801\uc778 \uc2e4\uc2dc\uac04 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. (1) \uc11c\ubc84 \uce21 \ucd94\uc801 \uad6c\ud604(\uc608: Google \ud0dc\uadf8 \uad00\ub9ac\uc790 \uc11c\ubc84 \uce21), (2) API \uae30\ub2a5\uc744 \uac16\ucd98 \uc2e4\uc2dc\uac04 \ubd84\uc11d \ud50c\ub7ab\ud3fc(\uc608: Google Analytics 4 \ub610\ub294 Amplitude), (3) \uc9c1\uc811 \ub370\uc774\ud130 \uc5f0\uacb0\uc744 \uac16\ucd98 \ub370\uc774\ud130 \uc2dc\uac01\ud654 \ub3c4\uad6c(\uc608: Google Data Studio \ub610\ub294 Tableau), (4) \ucd5c\uc801\ud654 \uc791\uc5c5\uc744 \uc704\ud55c API \uc561\uc138\uc2a4\ub97c \uc81c\uacf5\ud558\ub294 \ub9c8\ucf00\ud305 \ud50c\ub7ab\ud3fc \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc220 \ub9ac\uc18c\uc2a4\uac00 \ubd80\uc871\ud55c \uc870\uc9c1\uc758 \uacbd\uc6b0, \ud604\uc7ac \uc5ec\ub7ec \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uc774\ub7ec\ud55c \uc778\ud504\ub77c\uc758 \ub300\ubd80\ubd84\uc744 \ucc98\ub9ac\ud558\ub294 \ud134\ud0a4 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uc18c \uc2e4\ud589 \uac00\ub2a5 \uad6c\ud604\uc740 \uac00\uc7a5 \uac00\uce58\uac00 \ub192\uc740 \ucc44\ub110\uc5d0 \uba3c\uc800 \uc9d1\uc911\ud55c \ud6c4, \uae30\ub2a5\uc774 \uc131\uc219\ub428\uc5d0 \ub530\ub77c \ud655\uc7a5\ud574\uc57c \ud569\ub2c8\ub2e4.\n<h3 id=\"how-do-we-balance-real-time-optimization-with-long-term-attribution-insights%3F\" tabindex=\"-1\" data-source-line=\"775-775\"><span class=\"ez-toc-section\" id=\"How_do_we_balance_real-time_optimization_with_long-term_attribution_insights\"><\/span>\uc2e4\uc2dc\uac04 \ucd5c\uc801\ud654\uc640 \uc7a5\uae30\uc801 \uc18d\uc131 \ud1b5\ucc30\ub825\uc758 \uade0\ud615\uc744 \uc5b4\ub5bb\uac8c \ub9de\ucd9c \uc218 \uc788\uc744\uae4c\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc131\uacf5\uc801\uc778 \uc870\uc9c1\uc740 \uae30\uc5ec\ub3c4 \ubd84\uc11d\uc5d0 \uc774\uc911 \uc811\uadfc \ubc29\uc2dd\uc744 \uc801\uc6a9\ud569\ub2c8\ub2e4. (1) \ucea0\ud398\uc778 \ub0b4 \uc989\uac01\uc801\uc778 \uc804\uc220\uc801 \ucd5c\uc801\ud654\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \uc2e4\uc2dc\uac04 \uae30\uc5ec\ub3c4\ub294 \ube60\ub978 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \ubcf4\ub2e4 \ub2e8\uc21c\ud55c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. (2) \uc7a5\uae30\uc801\uc778 \ud559\uc2b5\uc744 \uc704\ud574 \uc804\uccb4 \uace0\uac1d \uc5ec\uc815\uc744 \ubd84\uc11d\ud558\ub294 \ub354\uc6b1 \uc815\uad50\ud55c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uc804\ub7b5\uc801 \uae30\uc5ec\ub3c4 \ubd84\uc11d\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uc11c\ub85c \uacbd\uc7c1\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c \uc0c1\ud638 \ubcf4\uc644\uc801\uc785\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uae30\uc5ec\ub3c4\ub294 \ud604\uc7ac \ucea0\ud398\uc778 \uc131\uacfc\ub97c \uadf9\ub300\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\uba70, \uc804\ub7b5\uc801 \uae30\uc5ec\ub3c4\ub294 \ub9c8\ucf00\ud305 \uc804\ub7b5\uc5d0 \ub300\ud55c \ub354 \ub098\uc740 \uad6c\uc870\uc801 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \ud575\uc2ec\uc740 \uac01 \uae30\uc5ec\ub3c4 \uc2dc\uc2a4\ud15c\uc774 \uc5b4\ub5a4 \uacb0\uc815\uc744 \ub0b4\ub824\uc57c \ud558\ub294\uc9c0 \uba85\ud655\ud558\uac8c \ud30c\uc545\ud558\uace0, \uc2e4\uc2dc\uac04 \uc2dc\uc2a4\ud15c\uc774 \ubcf8\ub798 \uc758\ub3c4\uc640 \ub2e4\ub978 \uc804\ub7b5\uc801 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\uc744 \uc81c\uacf5\ud560 \uac83\uc774\ub77c\uace0 \uae30\ub300\ud558\uc9c0 \uc54a\ub294 \uac83\uc785\ub2c8\ub2e4.\n<h3 id=\"how-do-we-handle-attribution-when-conversion-cycles-are-longer-than-campaigns%3F\" tabindex=\"-1\" data-source-line=\"778-778\"><span class=\"ez-toc-section\" id=\"How_do_we_handle_attribution_when_conversion_cycles_are_longer_than_campaigns\"><\/span>\uc804\ud658 \uc8fc\uae30\uac00 \ucea0\ud398\uc778 \uc8fc\uae30\ubcf4\ub2e4 \uae34 \uacbd\uc6b0 \uc18d\uc131\uc744 \uc5b4\ub5bb\uac8c \ucc98\ub9ac\ud569\ub2c8\uae4c?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uc804\ud658 \uc8fc\uae30\uac00 \uae34 \uae30\uc5c5\uc758 \uacbd\uc6b0, \uc2e4\uc2dc\uac04 \uae30\uc5ec \ubd84\uc11d\uc5d0\ub294 \ucd5c\uc885 \uc804\ud658\uc744 \uc608\uce21\ud558\ub294 \ub300\ub9ac \uc9c0\ud45c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ud6a8\uacfc\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. (1) \ucf58\ud150\uce20 \ub2e4\uc6b4\ub85c\ub4dc, \uc81c\ud488 \uc138\ubd80 \uc815\ubcf4 \uc870\ud68c, \uacac\uc801 \uc694\uccad \ub4f1 \ud37c\ub110 \uc804\uccb4\uc758 \uc9c4\ud589 \uc0c1\ud669\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \ub9c8\uc774\ud06c\ub85c \uc804\ud658 \ucd94\uc801, (2) \ucd08\uae30 \uc2e0\ud638\ub97c \uae30\ubc18\uc73c\ub85c \uc804\ud658 \uac00\ub2a5\uc131\uc744 \uc608\uce21\ud558\ub294 \ub9ac\ub4dc \uc2a4\ucf54\uc5b4\ub9c1 \ubaa8\ub378, (3) \ud604\uc7ac \ud589\ub3d9 \ud328\ud134\uc744 \uacfc\uac70 \uc804\ud658 \ub370\uc774\ud130\uc640 \ube44\uad50\ud558\ub294 \ucf54\ud638\ud2b8 \ubd84\uc11d, (4) \ucd08\uae30 \ucea0\ud398\uc778 \uc131\uacfc\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uc0c1 \uc804\ud658\uc728\uc744 \uc608\uce21\ud558\ub294 \uc608\uce21 \ubaa8\ub378\ub9c1. \ud575\uc2ec\uc740 \ucd08\uae30 \ucc38\uc5ec \uc9c0\ud45c\uc640 \ucd5c\uc885 \ube44\uc988\ub2c8\uc2a4 \uc131\uacfc \uac04\uc758 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc0c1\uad00\uad00\uacc4\ub97c \uad6c\ucd95\ud558\uace0, \ucea0\ud398\uc778\uc774 \ud65c\uc131\ud654\ub41c \ub3d9\uc548 \uc774\ub7ec\ud55c \uc120\ud589 \uc9c0\ud45c\ub97c \uae30\ubc18\uc73c\ub85c \ucd5c\uc801\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.\n<h3 id=\"how-do-privacy-changes-impact-real-time-attribution-capabilities%3F\" tabindex=\"-1\" data-source-line=\"781-781\"><span class=\"ez-toc-section\" id=\"How_do_privacy_changes_impact_real-time_attribution_capabilities\"><\/span>\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubcc0\uacbd \uc0ac\ud56d\uc740 \uc2e4\uc2dc\uac04 \uadc0\uc18d \uae30\ub2a5\uc5d0 \uc5b4\ub5a4 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\uae4c?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815 \ubc0f \ucfe0\ud0a4 \uc0ac\uc6a9 \uc911\ub2e8\uacfc \uac19\uc740 \uae30\uc220\uc801 \ubcc0\ud654\ub294 \uc2e4\uc2dc\uac04 \uadc0\uc18d\uc5d0 \uc0c1\ub2f9\ud55c \uc601\ud5a5\uc744 \ubbf8\uce58\uba70, \uc5ec\ub7ec \uac00\uc9c0 \uc801\uc751\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. (1) \uc790\uccb4 \ub370\uc774\ud130 \ubc0f \uc778\uc99d \uae30\ubc18 \ucd94\uc801\uc5d0 \ub300\ud55c \uc758\uc874\ub3c4 \uc99d\uac00, (2) \ud074\ub77c\uc774\uc5b8\ud2b8 \uce21 \ucfe0\ud0a4\uc5d0 \ub300\ud55c \uc758\uc874\ub3c4\ub97c \uc904\uc774\uae30 \uc704\ud55c \uc11c\ubc84 \uce21 \ucd94\uc801 \uad6c\ud604, (3) \uacb0\uc815\uc801 \ucd94\uc801\uc774 \ubd88\uac00\ub2a5\ud55c \uacbd\uc6b0 \ud655\ub960\uc801\uc774\uace0 \ubaa8\ub378\ub9c1\ub41c \uc811\uadfc \ubc29\uc2dd, (4) \uac1c\uc778 \uc218\uc900 \ucd94\uc801 \ub300\uc2e0 \ucf54\ud638\ud2b8 \uae30\ubc18 \ubc0f \uc9d1\uacc4 \uce21\uc815, (5) \uc0ac\uc6a9\uc790 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc120\ud0dd\uc744 \uc874\uc911\ud558\ub294 \ub3d9\uc758 \uc911\uc2ec \uc124\uacc4.","protected":false},"excerpt":{"rendered":"<p>\uc2e4\uc2dc\uac04 \ub9c8\ucf00\ud305 \uc5b4\ud2b8\ub9ac\ubdf0\uc158\uc744 \ud1b5\ud574 \uae30\uc5c5\uc740 \ucea0\ud398\uc778 \uc885\ub8cc \ud6c4 \ubd84\uc11d\uc744 \uae30\ub2e4\ub9ac\uc9c0 \uc54a\uace0 \ucea0\ud398\uc778 \uc9c4\ud589 \uc911\uc5d0 \uad11\uace0 \uc9c0\ucd9c\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc885\ud569 \uac00\uc774\ub4dc\uc5d0\uc11c\ub294 \ucd5c\uc2e0 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uae30\uc220\uacfc \ubc29\ubc95\ub860\uc744 \ud65c\uc6a9\ud558\uc5ec \ub9c8\ucf00\ud130\uac00 \ucea0\ud398\uc778\uc774 \uc9c4\ud589 \uc911\uc778 \ub3d9\uc548\uc5d0\ub3c4 \uc608\uc0b0\uc744 \uc2e0\uc18d\ud558\uac8c \uc870\uc815\ud558\uace0, \uad11\uace0 \uc18c\uc7ac\ub97c \ucd5c\uc801\ud654\ud558\uace0, \ud0c0\uac9f \uace0\uac1d\uc744 \uc138\ubd84\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4. \ud6a8\uacfc\uc801\uc778 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc744 \uc704\ud55c \uc2e4\uc6a9\uc801\uc778 \uad6c\ud604 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-319","post","type-post","status-publish","format-standard","hentry","category-attribution"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to Use Marketing Attribution to Optimize Ad Spend in Real-Time - AttriSight<\/title>\n<meta name=\"description\" content=\"Discover how to implement real-time marketing attribution systems that optimize ad spend while campaigns are still running. Learn practical strategies for building agile attribution capabilities that deliver actionable insights in hours rather than weeks.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/attrisight.com\/ko\/\ub9c8\ucf00\ud305-\uc18d\uc131\uc744-\uc0ac\uc6a9\ud558\uc5ec-\uc2e4\uc2dc\uac04\uc73c\ub85c-\uad11\uace0-\uc9c0\ucd9c\uc744-\ucd5c\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Use Marketing Attribution to Optimize Ad Spend in Real-Time - AttriSight\" \/>\n<meta property=\"og:description\" content=\"Discover how to implement real-time marketing attribution systems that optimize ad spend while campaigns are still running. Learn practical strategies for building agile attribution capabilities that deliver actionable insights in hours rather than weeks.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/attrisight.com\/ko\/\ub9c8\ucf00\ud305-\uc18d\uc131\uc744-\uc0ac\uc6a9\ud558\uc5ec-\uc2e4\uc2dc\uac04\uc73c\ub85c-\uad11\uace0-\uc9c0\ucd9c\uc744-\ucd5c\/\" \/>\n<meta property=\"og:site_name\" content=\"AttriSight\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-13T04:19:35+00:00\" \/>\n<meta name=\"author\" content=\"AttriSight\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\ub9c8\ucf00\ud305 \uc18d\uc131\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \uad11\uace0 \uc9c0\ucd9c\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ubc29\ubc95 - AttriSight","description":"\ucea0\ud398\uc778\uc774 \uc9c4\ud589\ub418\ub294 \ub3d9\uc548 \uad11\uace0 \uc9c0\ucd9c\uc744 \ucd5c\uc801\ud654\ud558\ub294 \uc2e4\uc2dc\uac04 \ub9c8\ucf00\ud305 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694. \uba87 \uc8fc\uac00 \uc544\ub2cc \uba87 \uc2dc\uac04 \ub9cc\uc5d0 \uc2e4\ud589 \uac00\ub2a5\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \ubbfc\ucca9\ud55c \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uae30\ub2a5\uc744 \uad6c\ucd95\ud558\ub294 \uc2e4\uc6a9\uc801\uc778 \uc804\ub7b5\uc744 \uc54c\uc544\ubcf4\uc138\uc694.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/attrisight.com\/ko\/\ub9c8\ucf00\ud305-\uc18d\uc131\uc744-\uc0ac\uc6a9\ud558\uc5ec-\uc2e4\uc2dc\uac04\uc73c\ub85c-\uad11\uace0-\uc9c0\ucd9c\uc744-\ucd5c\/","og_locale":"ko_KR","og_type":"article","og_title":"How to Use Marketing Attribution to Optimize Ad Spend in Real-Time - AttriSight","og_description":"Discover how to implement real-time marketing attribution systems that optimize ad spend while campaigns are still running. Learn practical strategies for building agile attribution capabilities that deliver actionable insights in hours rather than weeks.","og_url":"https:\/\/attrisight.com\/ko\/\ub9c8\ucf00\ud305-\uc18d\uc131\uc744-\uc0ac\uc6a9\ud558\uc5ec-\uc2e4\uc2dc\uac04\uc73c\ub85c-\uad11\uace0-\uc9c0\ucd9c\uc744-\ucd5c\/","og_site_name":"AttriSight","article_published_time":"2025-05-13T04:19:35+00:00","author":"AttriSight","twitter_card":"summary_large_image","twitter_misc":{"\uae00\uc4f4\uc774":false},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/attrisight.com\/ru\/%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d1%83%d1%8e-%d0%b0%d1%82%d1%80%d0%b8\/#article","isPartOf":{"@id":"https:\/\/attrisight.com\/ru\/%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d1%83%d1%8e-%d0%b0%d1%82%d1%80%d0%b8\/"},"author":{"name":"AttriSight","@id":"https:\/\/attrisight.com\/en\/#\/schema\/person\/39eb04a342e71b60104eb676d43b9160"},"headline":"How to Use Marketing Attribution to Optimize Ad Spend in Real-Time","datePublished":"2025-05-13T04:19:35+00:00","mainEntityOfPage":{"@id":"https:\/\/attrisight.com\/ru\/%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d1%83%d1%8e-%d0%b0%d1%82%d1%80%d0%b8\/"},"wordCount":4637,"publisher":{"@id":"https:\/\/attrisight.com\/en\/#organization"},"articleSection":["Marketing Attribution"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/attrisight.com\/ru\/%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d1%83%d1%8e-%d0%b0%d1%82%d1%80%d0%b8\/","url":"https:\/\/attrisight.com\/ru\/%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d1%83%d1%8e-%d0%b0%d1%82%d1%80%d0%b8\/","name":"\ub9c8\ucf00\ud305 \uc18d\uc131\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \uad11\uace0 \uc9c0\ucd9c\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ubc29\ubc95 - AttriSight","isPartOf":{"@id":"https:\/\/attrisight.com\/en\/#website"},"datePublished":"2025-05-13T04:19:35+00:00","description":"\ucea0\ud398\uc778\uc774 \uc9c4\ud589\ub418\ub294 \ub3d9\uc548 \uad11\uace0 \uc9c0\ucd9c\uc744 \ucd5c\uc801\ud654\ud558\ub294 \uc2e4\uc2dc\uac04 \ub9c8\ucf00\ud305 \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694. \uba87 \uc8fc\uac00 \uc544\ub2cc \uba87 \uc2dc\uac04 \ub9cc\uc5d0 \uc2e4\ud589 \uac00\ub2a5\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \ubbfc\ucca9\ud55c \uc5b4\ud2b8\ub9ac\ubdf0\uc158 \uae30\ub2a5\uc744 \uad6c\ucd95\ud558\ub294 \uc2e4\uc6a9\uc801\uc778 \uc804\ub7b5\uc744 \uc54c\uc544\ubcf4\uc138\uc694.","breadcrumb":{"@id":"https:\/\/attrisight.com\/ru\/%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d1%83%d1%8e-%d0%b0%d1%82%d1%80%d0%b8\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/attrisight.com\/ru\/%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d1%83%d1%8e-%d0%b0%d1%82%d1%80%d0%b8\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/attrisight.com\/ru\/%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-%d0%bc%d0%b0%d1%80%d0%ba%d0%b5%d1%82%d0%b8%d0%bd%d0%b3%d0%be%d0%b2%d1%83%d1%8e-%d0%b0%d1%82%d1%80%d0%b8\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/attrisight.com\/en\/"},{"@type":"ListItem","position":2,"name":"How to Use Marketing Attribution to Optimize Ad Spend in Real-Time"}]},{"@type":"WebSite","@id":"https:\/\/attrisight.com\/en\/#website","url":"https:\/\/attrisight.com\/en\/","name":"AttriSight","description":"\ub354 \uc2a4\ub9c8\ud2b8\ud55c \ub9c8\ucf00\ud305. \ub354 \uac15\ub825\ud55c \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638. \ub354 \uc791\uc740 \ub514\uc9c0\ud138 \ubc1c\uc790\uad6d.","publisher":{"@id":"https:\/\/attrisight.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/attrisight.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/attrisight.com\/en\/#organization","name":"AttriSight","url":"https:\/\/attrisight.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/attrisight.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/03\/Untitled-design.png","contentUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/03\/Untitled-design.png","width":500,"height":500,"caption":"AttriSight"},"image":{"@id":"https:\/\/attrisight.com\/en\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/attrisight.com\/en\/#\/schema\/person\/39eb04a342e71b60104eb676d43b9160","name":"AttriSight","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/secure.gravatar.com\/avatar\/373135f1ec41e3a0c4bfa436bd1ae2cf1e5a722be6a376581a12b837d3db904d?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/373135f1ec41e3a0c4bfa436bd1ae2cf1e5a722be6a376581a12b837d3db904d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/373135f1ec41e3a0c4bfa436bd1ae2cf1e5a722be6a376581a12b837d3db904d?s=96&d=mm&r=g","caption":"AttriSight"},"sameAs":["https:\/\/attrisight.com"],"url":"https:\/\/attrisight.com\/ko\/author\/site-attrisight-com\/"}]}},"_links":{"self":[{"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/posts\/319","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/comments?post=319"}],"version-history":[{"count":2,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/posts\/319\/revisions"}],"predecessor-version":[{"id":322,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/posts\/319\/revisions\/322"}],"wp:attachment":[{"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/media?parent=319"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/categories?post=319"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/attrisight.com\/ko\/wp-json\/wp\/v2\/tags?post=319"}],"curies":[{"name":"\uc6cc\ub4dc\ud504\ub808\uc2a4","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}