{"id":45499,"date":"2026-07-10T18:57:23","date_gmt":"2026-07-10T15:57:23","guid":{"rendered":"https:\/\/blog.markergroupe.com\/?p=45499"},"modified":"2026-07-10T18:57:25","modified_gmt":"2026-07-10T15:57:25","slug":"fraud-nedir-anti-fraud-ile-reklam-butcesi-nasil-korunur","status":"publish","type":"post","link":"https:\/\/blog.markergroupe.com\/tr\/fraud-nedir-anti-fraud-ile-reklam-butcesi-nasil-korunur\/","title":{"rendered":"Fraud Nedir, Anti-Fraud ile Reklam B\u00fct\u00e7esi Nas\u0131l Korunur?"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 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\">\u0130\u00e7indekiler<\/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=\"\u0130\u00e7indekiler Tablosunu A\u00e7\/Kapat\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/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:\/\/blog.markergroupe.com\/tr\/fraud-nedir-anti-fraud-ile-reklam-butcesi-nasil-korunur\/#Fraud_Nedir_ve_Ne_Degildir\" >Fraud Nedir ve Ne De\u011fildir?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.markergroupe.com\/tr\/fraud-nedir-anti-fraud-ile-reklam-butcesi-nasil-korunur\/#Sik_Karsilasilan_Fraud_Turleri_ve_Tespit_Yontemleri\" >S\u0131k Kar\u015f\u0131la\u015f\u0131lan Fraud T\u00fcrleri ve Tespit Y\u00f6ntemleri<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.markergroupe.com\/tr\/fraud-nedir-anti-fraud-ile-reklam-butcesi-nasil-korunur\/#Yapay_Zeka_Destekli_Anti-Fraud_Sistemleri_Nasil_Calisir\" >Yapay Zeka Destekli Anti-Fraud Sistemleri Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/blog.markergroupe.com\/tr\/fraud-nedir-anti-fraud-ile-reklam-butcesi-nasil-korunur\/#Anti-Fraud_Sistemlerinin_Markalara_Sagladigi_Avantajlar\" >Anti-Fraud Sistemlerinin Markalara Sa\u011flad\u0131\u011f\u0131 Avantajlar<\/a><\/li><\/ul><\/nav><\/div>\n\n<p>Dijital pazarlama d\u00fcnyas\u0131nda b\u00fct\u00e7elerin do\u011fru kitleye ula\u015fmas\u0131 kadar, bu b\u00fct\u00e7elerin sahte trafikten korunmas\u0131 da b\u00fcy\u00fck bir \u00f6neme sahiptir. Reklam kampanyalar\u0131n\u0131z\u0131n aniden inan\u0131lmaz t\u0131klama oranlar\u0131na ula\u015fmas\u0131 her zaman ba\u015far\u0131l\u0131 oldu\u011funuz anlam\u0131na gelmeyebilir, bazen bu durum <strong>Fraud <\/strong>yani reklam sahtekarl\u0131\u011f\u0131n\u0131n bir i\u015fareti olabilir.<\/p>\n\n\n\n<p>Peki, dijital reklamda fraud tam olarak nedir, ne de\u011fildir ve anti-fraud sistemleri markalar\u0131 bu tehditlerden nas\u0131l korur?<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"fraud-nedir-ve-ne-degildir\"><span class=\"ez-toc-section\" id=\"Fraud_Nedir_ve_Ne_Degildir\"><\/span>Fraud Nedir ve Ne De\u011fildir?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Fraud, reklam b\u00fct\u00e7enizi t\u00fcketmek veya haks\u0131z kazan\u00e7 sa\u011flamak amac\u0131yla botlar, sahte kullan\u0131c\u0131lar veya manip\u00fclatif yaz\u0131l\u0131mlar kullan\u0131larak reklam etkile\u015fimlerinin t\u0131klama, g\u00f6sterimlerin yapay olarak art\u0131r\u0131lmas\u0131d\u0131r.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ne De\u011fildir?<\/strong> Fraud, basit bir hedefleme hatas\u0131 veya kullan\u0131c\u0131lar\u0131n yanl\u0131\u015fl\u0131kla reklama t\u0131klamas\u0131 de\u011fildir. Tamamen bilin\u00e7li, algoritmik ve b\u00fct\u00e7enizi hedef alan k\u00f6t\u00fc ama\u00e7l\u0131 bir manip\u00fclasyon s\u00fcrecidir.<\/li>\n<\/ul>\n\n\n\n<p>Bu manip\u00fclasyonlar\u0131 tespit etmek ve engellemek i\u00e7in ise <strong>Anti-Fraud<\/strong> teknolojileri devreye girer.<\/p>\n\n\n\n<div class=\"wp-block-greenshift-blocks-image gspb_image gspb_image-id-gsbp-548b19e\" id=\"gspb_image-id-gsbp-548b19e\"><img decoding=\"async\" src=\"https:\/\/blog.markergroupe.com\/wp-content\/uploads\/2026\/07\/Fraud-Nedir-Anti-Fraud-ile-Reklam-Butcesi-Nasil-Korunur.webp\" data-src=\"\" alt=\"\" loading=\"lazy\" width=\"1155\" height=\"502\" title=\"\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"sik-karsilasilan-fraud-turleri-ve-tespit-yontemleri\"><span class=\"ez-toc-section\" id=\"Sik_Karsilasilan_Fraud_Turleri_ve_Tespit_Yontemleri\"><\/span>S\u0131k Kar\u015f\u0131la\u015f\u0131lan Fraud T\u00fcrleri ve Tespit Y\u00f6ntemleri<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Demand Site Platformlar (DSP), sahte trafi\u011fi filtrelemek i\u00e7in \u00e7e\u015fitli analiz y\u00f6ntemleri kullan\u0131r:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>URL Masking Detection:<\/strong> Sistemler, URL&#8217;leri analiz ederek kullan\u0131c\u0131y\u0131 maskeleme teknikleriyle kand\u0131ran web sitelerinden korumay\u0131 sa\u011flar. K\u0131salt\u0131lm\u0131\u015f URL&#8217;ler takip edilerek hedef adres kontrol edilir ve sahte t\u0131klamalar ile g\u00f6sterimler kampanya raporlar\u0131na dahil edilmez.<\/li>\n\n\n\n<li><strong>Click Fraud:<\/strong> Bir kullan\u0131c\u0131n\u0131n co\u011frafi konumu ile reklam\u0131n hedeflendi\u011fi yer aras\u0131nda bir uyumsuzluk varsa, bu bir fraud belirtisi olarak de\u011ferlendirilir. IP adresleri co\u011frafi konumlarla kar\u015f\u0131la\u015ft\u0131r\u0131larak bu t\u00fcr tutars\u0131zl\u0131klar kontrol edilir ve hedef alan d\u0131\u015f\u0131nda kalan g\u00f6sterim ve t\u0131klamalar kampanya raporlar\u0131na yans\u0131t\u0131lmaz.<\/li>\n\n\n\n<li><strong>Trafik Hacmi ve G\u00f6sterim Dalgalanmalar\u0131:<\/strong> \u00c7ok k\u0131sa s\u00fcrede a\u015f\u0131r\u0131 miktarda trafik almak Fraud belirtisi olabilir. Ayn\u0131 \u015fekilde, reklamda anormal bir t\u0131klama art\u0131\u015f\u0131 varsa bu durum sahte t\u0131klamalar\u0131n bir i\u015fareti olabilir. Sistemler, bu trafik dalgalanmalar\u0131n\u0131 izleyerek \u015f\u00fcpheli aktiviteleri tespit edebilir.<\/li>\n\n\n\n<li><strong>Timestamp Analizi:<\/strong> Ger\u00e7ek kullan\u0131c\u0131lar genellikle belirli bir zaman aral\u0131\u011f\u0131nda sitelerle etkile\u015fimde bulunurken, botlar 7\/24 ayn\u0131 \u015fekilde \u00e7al\u0131\u015f\u0131r. DSP&#8217;ler, zaman damgas\u0131 paternlerini inceleyerek bu anormal davran\u0131\u015flar\u0131 tespit eder.<\/li>\n\n\n\n<li><strong>CTR Anomalisi:<\/strong> Bir reklam\u0131n g\u00f6sterimlerine k\u0131yasla \u00e7ok y\u00fcksek bir t\u0131klama oran\u0131 (CTR) Fraud g\u00f6stergesi olabilir. Ger\u00e7ek olmayan kullan\u0131c\u0131lar ya da botlar, t\u0131klama oran\u0131n\u0131 yapay olarak art\u0131rabilir.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"yapay-zeka-destekli-anti-fraud-sistemleri-nasil-calisir\"><span class=\"ez-toc-section\" id=\"Yapay_Zeka_Destekli_Anti-Fraud_Sistemleri_Nasil_Calisir\"><\/span>Yapay Zeka Destekli Anti-Fraud Sistemleri Nas\u0131l \u00c7al\u0131\u015f\u0131r?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Modern yapay zeka (AI) tabanl\u0131 anti-fraud platformlar\u0131 genellikle 4 temel mod\u00fclden olu\u015fur:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Device Fingerprinting: <\/strong>Sistem, hi\u00e7bir ki\u015fisel veriye ihtiya\u00e7 duymadan, sadece cihaz\u0131n ge\u00e7mi\u015fteki davran\u0131\u015flar\u0131na bakarak ona \u00f6zel ve de\u011fi\u015fmeyen bir dijital kimlik atar.\u00a0<\/li>\n\n\n\n<li><strong>Feature Aggregation:<\/strong> Talep s\u0131kl\u0131\u011f\u0131, aktivite paternleri, anormal davran\u0131\u015flar, co\u011frafi sahtecilik (geo spoofing), cihaz em\u00fclasyonu ile i\u015fletim sistemi ve model uyumsuzluklar\u0131 gibi teknik ve davran\u0131\u015fsal g\u00f6stergeler hesaplan\u0131r. 30&#8217;dan fazla sinyal ger\u00e7ek zamanl\u0131 olarak \u00e7evrimi\u00e7i birle\u015ftirilir.<\/li>\n\n\n\n<li><strong>Model Inference:<\/strong> Sistem, birikmi\u015f ge\u00e7mi\u015f veriler ve onaylanm\u0131\u015f fraud paternleri \u00fczerinde e\u011fitilmi\u015f bir makine \u00f6\u011frenimi modeline dayanarak 0 ile 100 aras\u0131nda bir &#8220;Fraud Skoru&#8221; (Sahtekarl\u0131k Puan\u0131) \u00fcretir.<\/li>\n\n\n\n<li><strong>Decisioning &amp; Feedback:<\/strong> Kaynak kalitesi ve risk sinyallerine dayal\u0131 olarak trafi\u011fi engellemek veya izin vermek i\u00e7in otomatik karar alma s\u00fcre\u00e7leri uygulan\u0131r. Sistem ger\u00e7ek zamanl\u0131 \u00e7al\u0131\u015farak sahtekarl\u0131\u011f\u0131 an\u0131nda filtreler, envanter al\u0131mlar\u0131n\u0131 ayarlar ve verimsiz harcamalar\u0131 en aza indirir.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"anti-fraud-sistemlerinin-markalara-sagladigi-avantajlar\"><span class=\"ez-toc-section\" id=\"Anti-Fraud_Sistemlerinin_Markalara_Sagladigi_Avantajlar\"><\/span>Anti-Fraud Sistemlerinin Markalara Sa\u011flad\u0131\u011f\u0131 Avantajlar<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Kampanyalar\u0131n\u0131z\u0131 bu t\u00fcr geli\u015fmi\u015f sistemlerle koruma alt\u0131na alman\u0131n markan\u0131za do\u011frudan getirileri \u015funlard\u0131r:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Fraud oranlar\u0131nda azalma.<\/li>\n\n\n\n<li>B\u00fct\u00e7e israf\u0131n\u0131 \u00f6nleyerek maliyetlerde tasarruf.<\/li>\n\n\n\n<li>Medya sat\u0131n alma s\u00fcre\u00e7lerinde art\u0131r\u0131lm\u0131\u015f \u015feffafl\u0131k.<\/li>\n\n\n\n<li>Kampanya optimizasyon algoritmalar\u0131n\u0131n do\u011frulu\u011funda belirgin iyile\u015fme.<\/li>\n<\/ul>\n\n\n\n<p><strong>\u00d6zetle:<\/strong> Dijital reklam yat\u0131r\u0131mlar\u0131n\u0131z\u0131n ger\u00e7ek kullan\u0131c\u0131lara ula\u015ft\u0131\u011f\u0131ndan emin olmak ve b\u00fct\u00e7enizi koruma alt\u0131na almak i\u00e7in Anti-Fraud teknolojileri b\u00fcy\u00fck \u00f6neme sahiptir.&nbsp;<\/p>\n\n\n\n<p><strong><em>Marker Groupe\u2019un geli\u015ftirme hizmetleri hakk\u0131nda bilgi edinmek i\u00e7in bizimle <\/em><\/strong><a href=\"https:\/\/www.markergroupe.com\/tr\/iletisim\"><strong><em>MarkerGroupe.com<\/em><\/strong><\/a><strong><em> web sitesi veya <a href=\"mailto:hello@markergroupe.com\">hello@markergroupe.com<\/a>\u00a0 e-posta adresi \u00fczerinden ileti\u015fime ge\u00e7ebilirsiniz.<\/em><\/strong><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dijital pazarlama d\u00fcnyas\u0131nda b\u00fct\u00e7elerin do\u011fru kitleye ula\u015fmas\u0131 kadar, bu b\u00fct\u00e7elerin sahte trafikten korunmas\u0131 da b\u00fcy\u00fck bir \u00f6neme sahiptir. Reklam kampanyalar\u0131n\u0131z\u0131n aniden inan\u0131lmaz t\u0131klama oranlar\u0131na ula\u015fmas\u0131 her zaman ba\u015far\u0131l\u0131 oldu\u011funuz anlam\u0131na gelmeyebilir, bazen bu durum Fraud yani reklam sahtekarl\u0131\u011f\u0131n\u0131n bir i\u015fareti olabilir. Peki, dijital reklamda fraud tam olarak nedir, ne de\u011fildir ve anti-fraud sistemleri markalar\u0131 bu [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":45502,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"#gspb_image-id-gsbp-548b19e img{vertical-align:top;display:inline-block;box-sizing:border-box;max-width:100%;height:auto}","footnotes":""},"categories":[1481],"tags":[1495,1485],"class_list":["post-45499","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-programatik-reklamcilik","tag-dijital-pazarlama","tag-programatik-reklamcilik"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts\/45499","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/comments?post=45499"}],"version-history":[{"count":1,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts\/45499\/revisions"}],"predecessor-version":[{"id":45504,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/posts\/45499\/revisions\/45504"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/media\/45502"}],"wp:attachment":[{"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/media?parent=45499"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/categories?post=45499"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.markergroupe.com\/tr\/wp-json\/wp\/v2\/tags?post=45499"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}