{"id":1560,"date":"2026-07-27T14:21:17","date_gmt":"2026-07-27T14:21:17","guid":{"rendered":"https:\/\/www.theadx.com\/blog\/?p=1560"},"modified":"2026-07-27T14:21:17","modified_gmt":"2026-07-27T14:21:17","slug":"data-driven-attribution","status":"publish","type":"post","link":"https:\/\/www.theadx.com\/blog\/data-driven-attribution\/","title":{"rendered":"Data-Driven Attribution Ne \u0130\u015fe Yarar?"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Data-Driven Attribution, d\u00f6n\u00fc\u015f\u00fcm yolculu\u011funda hangi temas noktalar\u0131n\u0131n ger\u00e7ekten katk\u0131 sa\u011flad\u0131\u011f\u0131n\u0131 daha do\u011fru anlamaya yard\u0131mc\u0131 olur. Bu model sayesinde markalar:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hangi kampanya ve kanallar\u0131n d\u00f6n\u00fc\u015f\u00fcme katk\u0131 verdi\u011fini g\u00f6rebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Son t\u0131klama d\u0131\u015f\u0131nda kalan temas noktalar\u0131n\u0131n etkisini analiz edebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Display, video ve programatik kampanyalar\u0131n destekleyici rol\u00fcn\u00fc daha net yorumlayabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u00fct\u00e7e da\u011f\u0131l\u0131m\u0131n\u0131 yaln\u0131zca son t\u0131klamaya g\u00f6re de\u011fil, ger\u00e7ek katk\u0131ya g\u00f6re optimize edebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kreatif, hedef kitle, yay\u0131nc\u0131 ve format performans\u0131n\u0131 daha sa\u011fl\u0131kl\u0131 de\u011ferlendirebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kullan\u0131c\u0131 yolculu\u011fundaki \u00fcst, orta ve alt funnel etkilerini birlikte analiz edebilir.<\/span><\/li>\n<\/ul>\n<h2><b>Attribution Nedir?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Attribution, bir d\u00f6n\u00fc\u015f\u00fcm\u00fcn hangi pazarlama temas noktalar\u0131 sayesinde ger\u00e7ekle\u015fti\u011fini anlamaya \u00e7al\u0131\u015fan \u00f6l\u00e7\u00fcmleme yakla\u015f\u0131m\u0131d\u0131r. T\u00fcrk\u00e7ede genellikle \u201cili\u015fkilendirme\u201d olarak kullan\u0131l\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Attribution \u015fu sorulara yan\u0131t arar:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kullan\u0131c\u0131 d\u00f6n\u00fc\u015f\u00fcmden \u00f6nce hangi reklamlara maruz kald\u0131?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hangi kanal kullan\u0131c\u0131y\u0131 ilk kez markayla tan\u0131\u015ft\u0131rd\u0131?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hangi kampanya d\u00f6n\u00fc\u015f\u00fcme en yak\u0131n temas noktas\u0131n\u0131 olu\u015fturdu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hangi reklamlar d\u00f6n\u00fc\u015f\u00fcm yolculu\u011funda destekleyici rol oynad\u0131?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hangi medya yat\u0131r\u0131mlar\u0131 ger\u00e7ekte oldu\u011fundan daha d\u00fc\u015f\u00fck veya daha y\u00fcksek de\u011ferleniyor?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hangi kanallar birlikte \u00e7al\u0131\u015ft\u0131\u011f\u0131nda daha g\u00fc\u00e7l\u00fc sonu\u00e7 \u00fcretiyor?<\/span><\/li>\n<\/ul>\n<h2><b>Programatik Reklamlarda Attribution Neden Daha Karma\u015f\u0131kt\u0131r?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Programatik reklamc\u0131l\u0131kta kullan\u0131c\u0131 yolculu\u011fu genellikle tek temasl\u0131 de\u011fildir. Kullan\u0131c\u0131 ayn\u0131 kampanya s\u00fcrecinde farkl\u0131 formatlara, yay\u0131nc\u0131lara ve cihazlara temas edebilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu yolculukta \u015fu temas noktalar\u0131 birlikte rol oynayabilir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Display reklam g\u00f6sterimi<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Video reklam izlenmesi<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Rich media kreatifle etkile\u015fim<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Connected TV reklam\u0131na maruz kalma<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Native reklam g\u00f6r\u00fcnt\u00fcleme<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Remarketing reklam\u0131 g\u00f6rme<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Google\u2019da marka aramas\u0131 yapma<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Siteye do\u011frudan giri\u015f<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Form doldurma veya sat\u0131n alma<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Bu nedenle programatik kampanyalar\u0131 yaln\u0131zca son t\u0131klama \u00fczerinden de\u011ferlendirmek, kampanyan\u0131n ger\u00e7ek etkisini oldu\u011fundan d\u00fc\u015f\u00fck g\u00f6sterebilir.<\/span><\/p>\n<h2><b>Programatik Reklamlarda Data-Driven Attribution Nas\u0131l Kullan\u0131l\u0131r?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Data-Driven Attribution, programatik kampanyalarda medya planlama, optimizasyon ve b\u00fct\u00e7e da\u011f\u0131l\u0131m\u0131 kararlar\u0131n\u0131 daha sa\u011fl\u0131kl\u0131 hale getirmek i\u00e7in kullan\u0131labilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ba\u015fl\u0131ca kullan\u0131m alanlar\u0131 \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Display ve video kampanyalar\u0131n\u0131n d\u00f6n\u00fc\u015f\u00fcm yolculu\u011fundaki katk\u0131s\u0131n\u0131 g\u00f6rmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">View-through ve click-through etkisini birlikte de\u011ferlendirmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Yay\u0131nc\u0131 ve envanter kalitesini analiz etmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Audience segmentlerini ger\u00e7ek katk\u0131lar\u0131na g\u00f6re optimize etmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kreatif performans\u0131n\u0131 yaln\u0131zca CTR ile de\u011fil, d\u00f6n\u00fc\u015f\u00fcm katk\u0131s\u0131yla yorumlamak<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Frekans seviyelerinin d\u00f6n\u00fc\u015f\u00fcm \u00fczerindeki etkisini analiz etmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u00fct\u00e7eyi son t\u0131klama \u00fcreten kanallar yerine t\u00fcm yolculu\u011fa katk\u0131 sa\u011flayan temaslara g\u00f6re da\u011f\u0131tmak<\/span><\/li>\n<\/ul>\n<h2><b>Display ve Video Kampanyalar\u0131n\u0131n Ger\u00e7ek Katk\u0131s\u0131n\u0131 G\u00f6rmek<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Programatik display ve video kampanyalar\u0131 her zaman do\u011frudan t\u0131klama veya son etkile\u015fim \u00fcretmeyebilir. Ancak kullan\u0131c\u0131 yolculu\u011funda g\u00fc\u00e7l\u00fc bir destekleyici rol oynayabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Data-Driven Attribution ile \u015fu sorulara daha do\u011fru yan\u0131t aranabilir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Display reklamlar d\u00f6n\u00fc\u015f\u00fcm yolculu\u011funa katk\u0131 sa\u011fl\u0131yor mu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Video reklamlar kullan\u0131c\u0131y\u0131 marka aramas\u0131na y\u00f6nlendiriyor mu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hangi kreatifler d\u00f6n\u00fc\u015f\u00fcm ihtimalini art\u0131r\u0131yor?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hangi yay\u0131nc\u0131lar sadece g\u00f6sterim de\u011fil, ger\u00e7ek katk\u0131 \u00fcretiyor?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hangi audience segmentleri d\u00f6n\u00fc\u015f\u00fcm yolculu\u011funda daha de\u011ferli?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hangi formatlar \u00fcst funnel\u2019da, hangileri alt funnel\u2019da daha etkili \u00e7al\u0131\u015f\u0131yor?<\/span><\/li>\n<\/ul>\n<h2><b>Programatik Reklamlarda DDA \u0130\u00e7in \u00d6l\u00e7\u00fcmleme Altyap\u0131s\u0131 Nas\u0131l Kurulmal\u0131?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Data-Driven Attribution\u2019dan sa\u011fl\u0131kl\u0131 sonu\u00e7 alabilmek i\u00e7in \u00f6l\u00e7\u00fcmleme altyap\u0131s\u0131n\u0131n do\u011fru kurulmas\u0131 gerekir. Eksik veya hatal\u0131 \u00f6l\u00e7\u00fcmleme, modelin yanl\u0131\u015f sonu\u00e7 \u00fcretmesine neden olabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dikkat edilmesi gereken temel noktalar \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Floodlight veya d\u00f6n\u00fc\u015f\u00fcm takibi do\u011fru kurulmal\u0131.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Mikro ve makro d\u00f6n\u00fc\u015f\u00fcmler ayr\u0131 tan\u0131mlanmal\u0131.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sat\u0131n alma, form g\u00f6nderimi, \u00fcyelik, teklif alma gibi aksiyonlar net ayr\u0131\u015ft\u0131r\u0131lmal\u0131.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">UTM parametreleri ve kampanya isimlendirmeleri tutarl\u0131 olmal\u0131.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kampanya, line item, kreatif, format ve audience bilgileri standart \u015fekilde adland\u0131r\u0131lmal\u0131.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Conversion window, sekt\u00f6r\u00fcn karar s\u00fcrecine uygun belirlenmeli.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">View-through conversion ayarlar\u0131 dikkatli yap\u0131land\u0131r\u0131lmal\u0131.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Consent Mode, \u00e7erez k\u0131s\u0131tlar\u0131 ve gizlilik sinyalleri dikkate al\u0131nmal\u0131.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">GA4, Google Ads, DV360 ve CM360 raporlar\u0131 birlikte yorumlanmal\u0131.<\/span><\/li>\n<\/ul>\n<h2><b>Programatik Reklamlarda Data-Driven Attribution Kullanman\u0131n Avantajlar\u0131<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Data-Driven Attribution, programatik reklamc\u0131l\u0131kta medya etkisini daha do\u011fru analiz etmeye yard\u0131mc\u0131 olur.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ba\u015fl\u0131ca avantajlar\u0131 \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Son t\u0131klama d\u0131\u015f\u0131nda kalan temas noktalar\u0131n\u0131n etkisini g\u00f6r\u00fcn\u00fcr hale getirir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00dcst funnel kampanyalar\u0131n d\u00f6n\u00fc\u015f\u00fcme olan katk\u0131s\u0131n\u0131 daha do\u011fru g\u00f6sterir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Display, video, CTV ve rich media kampanyalar\u0131n\u0131n destekleyici rol\u00fcn\u00fc analiz etmeyi sa\u011flar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u00fct\u00e7enin daha do\u011fru kampanya, yay\u0131nc\u0131, kitle ve kreatiflere y\u00f6nlendirilmesine yard\u0131mc\u0131 olur.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Remarketing kampanyalar\u0131n\u0131n oldu\u011fundan fazla de\u011ferlenmesini engelleyebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kanal \u00e7ak\u0131\u015fmalar\u0131n\u0131 ve kullan\u0131c\u0131 yolculu\u011fundaki temas s\u0131ralar\u0131n\u0131 daha iyi anlamay\u0131 sa\u011flar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kreatif performans\u0131n\u0131 yaln\u0131zca t\u0131klama \u00fczerinden de\u011fil, d\u00f6n\u00fc\u015f\u00fcm katk\u0131s\u0131 \u00fczerinden de\u011ferlendirmeyi m\u00fcmk\u00fcn k\u0131lar.<\/span><\/li>\n<\/ul>\n<h2><b>Data-Driven Attribution\u2019\u0131n S\u0131n\u0131rlamalar\u0131 Nelerdir?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Data-Driven Attribution g\u00fc\u00e7l\u00fc bir modeldir; ancak tek ba\u015f\u0131na kusursuz bir \u00f6l\u00e7\u00fcmleme \u00e7\u00f6z\u00fcm\u00fc de\u011fildir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Dikkat edilmesi gereken s\u0131n\u0131rlamalar \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sa\u011fl\u0131kl\u0131 \u00e7al\u0131\u015fmas\u0131 i\u00e7in yeterli ve kaliteli veriye ihtiya\u00e7 duyar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">D\u00f6n\u00fc\u015f\u00fcm hacmi d\u00fc\u015f\u00fck hesaplarda i\u00e7g\u00f6r\u00fc \u00fcretme kapasitesi s\u0131n\u0131rl\u0131 olabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00c7erez k\u0131s\u0131tlar\u0131 ve kullan\u0131c\u0131 izinleri nedeniyle t\u00fcm yolculuk eksiksiz \u00f6l\u00e7\u00fclemeyebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Cihazlar aras\u0131 ge\u00e7i\u015fler her zaman tam olarak takip edilemeyebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">View-through d\u00f6n\u00fc\u015f\u00fcmler baz\u0131 durumlarda kampanya etkisini oldu\u011fundan y\u00fcksek g\u00f6sterebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">DDA katk\u0131 analizi sunar; kesin nedensellik kan\u0131t\u0131 sunmaz.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Incrementality testleriyle desteklenmedi\u011finde baz\u0131 sonu\u00e7lar eksik yorumlanabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Google Ads, GA4, CM360 ve DV360 raporlar\u0131nda attribution farklar\u0131 g\u00f6r\u00fclebilir.<\/span><\/li>\n<\/ul>\n<h2><b>Data-Driven Attribution Raporlar\u0131 Nas\u0131l Yorumlanmal\u0131?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">DDA raporlar\u0131n\u0131 yorumlarken yaln\u0131zca toplam d\u00f6n\u00fc\u015f\u00fcm kredisine bakmak yeterli de\u011fildir. Analizin detay k\u0131r\u0131l\u0131mlarla yap\u0131lmas\u0131 gerekir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130ncelenmesi gereken ba\u015fl\u0131ca k\u0131r\u0131l\u0131mlar:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kampanya<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Line item<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Insertion order<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Yay\u0131nc\u0131<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Deal ID<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Audience segmenti<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kreatif<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Format<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Cihaz<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Lokasyon<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Frekans<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">View-through ve click-through ayr\u0131m\u0131<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Yeni kullan\u0131c\u0131 \/ mevcut kullan\u0131c\u0131 ayr\u0131m\u0131<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">D\u00f6n\u00fc\u015f\u00fcm gecikmesi<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Funnel a\u015famas\u0131<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Bu k\u0131r\u0131l\u0131mlar sayesinde hangi temas noktalar\u0131n\u0131n yaln\u0131zca g\u00f6r\u00fcn\u00fcrl\u00fck sa\u011flad\u0131\u011f\u0131, hangilerinin ise d\u00f6n\u00fc\u015f\u00fcm yolculu\u011funda ger\u00e7ek katk\u0131 \u00fcretti\u011fi daha net anla\u015f\u0131l\u0131r.<\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: 400;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-1561\" src=\"https:\/\/www.theadx.com\/blog\/wp-content\/uploads\/2026\/07\/Data-Driven-Attribution-Ne-Ise-Yarar1-300x163.jpg\" alt=\"\" width=\"585\" height=\"318\" srcset=\"https:\/\/www.theadx.com\/blog\/wp-content\/uploads\/2026\/07\/Data-Driven-Attribution-Ne-Ise-Yarar1-300x163.jpg 300w, https:\/\/www.theadx.com\/blog\/wp-content\/uploads\/2026\/07\/Data-Driven-Attribution-Ne-Ise-Yarar1-768x417.jpg 768w, https:\/\/www.theadx.com\/blog\/wp-content\/uploads\/2026\/07\/Data-Driven-Attribution-Ne-Ise-Yarar1-450x244.jpg 450w, https:\/\/www.theadx.com\/blog\/wp-content\/uploads\/2026\/07\/Data-Driven-Attribution-Ne-Ise-Yarar1-780x424.jpg 780w, https:\/\/www.theadx.com\/blog\/wp-content\/uploads\/2026\/07\/Data-Driven-Attribution-Ne-Ise-Yarar1.jpg 810w\" sizes=\"(max-width: 585px) 100vw, 585px\" \/><\/span><\/p>\n<h2><b>Data-Driven Attribution Kullan\u0131rken Yap\u0131lan Hatalar<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">DDA kullan\u0131rken yap\u0131lan baz\u0131 hatalar, modelden al\u0131nan i\u00e7g\u00f6r\u00fclerin yanl\u0131\u015f yorumlanmas\u0131na neden olabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">En s\u0131k yap\u0131lan hatalar \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">DDA modelini mutlak ger\u00e7ek gibi kabul etmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sonu\u00e7lar\u0131 incrementality testleriyle desteklememek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u00fcm d\u00f6n\u00fc\u015f\u00fcm aksiyonlar\u0131n\u0131 ayn\u0131 de\u011ferde g\u00f6rmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">View-through d\u00f6n\u00fc\u015f\u00fcmleri s\u0131n\u0131rs\u0131z \u015fekilde ba\u015far\u0131 kabul etmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">D\u00fc\u015f\u00fck hacimli verilerle b\u00fcy\u00fck kararlar almak<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kampanya isimlendirme yap\u0131s\u0131n\u0131 standartla\u015ft\u0131rmamak<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Mikro d\u00f6n\u00fc\u015f\u00fcmlerle makro d\u00f6n\u00fc\u015f\u00fcmleri kar\u0131\u015ft\u0131rmak<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Programatik kampanyalar\u0131 yaln\u0131zca son t\u0131klama performans\u0131na g\u00f6re de\u011ferlendirmek<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00dcst funnel kampanyalar\u0131n marka ve talep yaratma etkisini g\u00f6z ard\u0131 etmek<\/span><\/li>\n<\/ul>\n<h2><b>Data-Driven Attribution \u0130\u00e7in Kontrol Listesi<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Data-Driven Attribution kullanmadan \u00f6nce a\u015fa\u011f\u0131daki kontrol listesi de\u011ferlendirilmelidir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">D\u00f6n\u00fc\u015f\u00fcm takibi do\u011fru kurulmu\u015f mu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Floodlight veya Google Ads d\u00f6n\u00fc\u015f\u00fcm aksiyonlar\u0131 do\u011fru ayr\u0131lm\u0131\u015f m\u0131?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Mikro ve makro d\u00f6n\u00fc\u015f\u00fcmler net mi?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kampanya naming yap\u0131s\u0131 standart m\u0131?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">UTM parametreleri tutarl\u0131 m\u0131?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">D\u00f6n\u00fc\u015f\u00fcm penceresi sekt\u00f6r ve karar s\u00fcrecine uygun mu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">View-through ayarlar\u0131 dikkatli belirlenmi\u015f mi?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Yeterli d\u00f6n\u00fc\u015f\u00fcm hacmi var m\u0131?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Consent Mode ve gizlilik etkileri dikkate al\u0131n\u0131yor mu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Raporlar last click ile kar\u015f\u0131la\u015ft\u0131rmal\u0131 okunuyor mu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">DDA \u00e7\u0131kt\u0131lar\u0131 incrementality testleriyle destekleniyor mu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Programatik, Search, Social ve Direct kanallar birlikte analiz ediliyor mu?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u00fct\u00e7e kararlar\u0131 yaln\u0131zca tek bir modele g\u00f6re de\u011fil, farkl\u0131 analizlerle birlikte al\u0131n\u0131yor mu?<\/span><\/li>\n<\/ul>\n<h2><b>Data-Driven Attribution Hangi Markalar \u0130\u00e7in Daha Uygundur?<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Data-Driven Attribution \u00f6zellikle \u00e7ok kanall\u0131 reklam yat\u0131r\u0131m\u0131 yapan ve kullan\u0131c\u0131 yolculu\u011fu birden fazla temas noktas\u0131ndan olu\u015fan markalar i\u00e7in daha de\u011ferlidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">DDA \u015fu markalar i\u00e7in daha anlaml\u0131 olabilir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">E-ticaret markalar\u0131<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Otomotiv markalar\u0131<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Finans ve sigorta \u015firketleri<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Turizm ve seyahat markalar\u0131<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B2B yaz\u0131l\u0131m \u015firketleri<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Y\u00fcksek b\u00fct\u00e7eli medya yat\u0131r\u0131m\u0131 yapan markalar<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">DV360 ve CM360 kullanan reklamverenler<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">YouTube, Display ve Search\u2019\u00fc birlikte kullanan markalar<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sat\u0131n alma s\u00fcreci uzun olan sekt\u00f6rler<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Marka bilinirli\u011fi ve performans\u0131 birlikte y\u00f6neten ekipler<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Data-Driven Attribution, dijital reklamc\u0131l\u0131kta kullan\u0131c\u0131 yolculu\u011funu daha do\u011fru anlamak i\u00e7in kullan\u0131lan \u00f6nemli bir \u00f6l\u00e7\u00fcmleme yakla\u015f\u0131m\u0131d\u0131r. \u00d6zellikle programatik reklamc\u0131l\u0131kta <a href=\"https:\/\/marketingplatform.google.com\/about\/display-video-360\/\">display<\/a>, video, native, audio ve connected TV gibi formatlar\u0131n d\u00f6n\u00fc\u015f\u00fcme olan destekleyici katk\u0131s\u0131n\u0131 g\u00f6rmek i\u00e7in de\u011ferlidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu model sayesinde markalar:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Son t\u0131klama modelinin eksik b\u0131rakt\u0131\u011f\u0131 temaslar\u0131 g\u00f6rebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Programatik kampanyalar\u0131n \u00fcst ve orta funnel etkisini daha do\u011fru analiz edebilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u00fct\u00e7e da\u011f\u0131l\u0131m\u0131n\u0131 daha veriye dayal\u0131 \u015fekilde yapabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Kreatif, audience, yay\u0131nc\u0131 ve format optimizasyonlar\u0131n\u0131 daha sa\u011fl\u0131kl\u0131 kurgulayabilir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">D\u00f6n\u00fc\u015f\u00fcm yolculu\u011funu tek bir temas noktas\u0131 yerine b\u00fct\u00fcnsel olarak de\u011ferlendirebilir.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ancak DDA tek ba\u015f\u0131na yeterli de\u011fildir. Sa\u011fl\u0131kl\u0131 d\u00f6n\u00fc\u015f\u00fcm takibi, do\u011fru kampanya etiketleme, uygun conversion window, view-through analizleri, gizlilik sinyalleri ve incrementality testleriyle birlikte de\u011ferlendirilmelidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Programatik reklamc\u0131l\u0131kta ba\u015far\u0131l\u0131 olmak isteyen markalar i\u00e7in Data-Driven Attribution yaln\u0131zca bir raporlama metri\u011fi de\u011fil; medya stratejisini, b\u00fct\u00e7e kararlar\u0131n\u0131 ve optimizasyon s\u00fcre\u00e7lerini daha do\u011fru y\u00f6nlendiren \u00f6nemli bir karar destek mekanizmas\u0131d\u0131r.<\/span><\/p>\n<p>Benzer blog yaz\u0131lar\u0131n\u0131 <a href=\"https:\/\/www.theadx.com\/blog\">buradan<\/a> g\u00f6r\u00fcnt\u00fcleyebilirsiniz.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data-Driven Attribution, d\u00f6n\u00fc\u015f\u00fcm yolculu\u011funda hangi temas noktalar\u0131n\u0131n ger\u00e7ekten katk\u0131 sa\u011flad\u0131\u011f\u0131n\u0131 daha do\u011fru anlamaya yard\u0131mc\u0131 olur. Bu model sayesinde markalar: Hangi kampanya ve kanallar\u0131n d\u00f6n\u00fc\u015f\u00fcme katk\u0131 verdi\u011fini g\u00f6rebilir. Son t\u0131klama d\u0131\u015f\u0131nda kalan temas noktalar\u0131n\u0131n etkisini analiz edebilir. Display, video ve programatik kampanyalar\u0131n destekleyici rol\u00fcn\u00fc daha net yorumlayabilir. B\u00fct\u00e7e da\u011f\u0131l\u0131m\u0131n\u0131 yaln\u0131zca son t\u0131klamaya g\u00f6re de\u011fil, ger\u00e7ek katk\u0131ya [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":1562,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data-Driven Attribution Ne \u0130\u015fe Yarar? - Theadx Blog<\/title>\n<meta name=\"description\" content=\"Data-Driven Attribution, d\u00f6n\u00fc\u015f\u00fcm yolculu\u011funda hangi temas noktalar\u0131n\u0131n ger\u00e7ekten katk\u0131 sa\u011flad\u0131\u011f\u0131n\u0131 daha do\u011fru anlamaya yard\u0131mc\u0131 olur.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.theadx.com\/blog\/data-driven-attribution\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data-Driven Attribution Ne \u0130\u015fe Yarar? 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