{"id":926315,"date":"2025-04-03T04:08:47","date_gmt":"2025-04-03T04:08:47","guid":{"rendered":"https:\/\/proxyelite.info\/?p=926315"},"modified":"2025-06-04T02:53:29","modified_gmt":"2025-06-04T02:53:29","slug":"web-scraping-for-research-ethical-principles-and-best-practices","status":"publish","type":"post","link":"https:\/\/proxyelite.info\/tr\/web-scraping-for-research-ethical-principles-and-best-practices\/","title":{"rendered":"Ara\u015ft\u0131rma \u0130\u00e7in Web Kaz\u0131ma: Etik \u0130lkeler ve En \u0130yi Uygulamalar"},"content":{"rendered":"<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>Etik \u0130lke<\/th><th>En \u0130yi Uygulama<\/th><th>Ara\u015ft\u0131rma Uyumlulu\u011fu<\/th><\/tr><tr><td><strong>\u015eeffafl\u0131k<\/strong><\/td><td>Kaz\u0131ma niyetlerini a\u00e7\u0131klay\u0131n<\/td><td>Akademik ara\u015ft\u0131rmalara g\u00fcveni art\u0131r\u0131r<\/td><\/tr><tr><td><strong>Onay<\/strong><\/td><td>Gerekti\u011finde izin al\u0131n<\/td><td>Etik veri kullan\u0131m\u0131n\u0131 garanti eder<\/td><\/tr><tr><td><strong>Yasal uyum<\/strong><\/td><td>GDPR, CCPA ve di\u011fer y\u00f6netmeliklere uyun<\/td><td>Kullan\u0131c\u0131 gizlili\u011fini ve yasall\u0131\u011f\u0131n\u0131 korur<\/td><\/tr><tr><td><strong>Sayg\u0131 <\/strong><code data-no-translation=\"\"><strong>robots.txt<\/strong><\/code><\/td><td>Site politikalar\u0131na uyun<\/td><td>Yetkisiz veri toplanmas\u0131n\u0131 \u00f6nler<\/td><\/tr><tr><td><strong>Minimum Veri Toplama<\/strong><\/td><td>Sadece gerekli bilgileri ay\u0131kla<\/td><td>Etik kayg\u0131lar\u0131 azalt\u0131r<\/td><\/tr><tr><td><strong>Veri Anonimle\u015ftirme<\/strong><\/td><td>Ki\u015fisel olarak tan\u0131mlanabilir bilgileri (PII) kald\u0131r\u0131n<\/td><td>Konunun gizlili\u011fini korur<\/td><\/tr><tr><td><strong>G\u00fcvenli Depolama<\/strong><\/td><td>Veri eri\u015fimini \u015fifreleyin ve k\u0131s\u0131tlay\u0131n<\/td><td>Yetkisiz kullan\u0131m\u0131 engeller<\/td><\/tr><tr><td><strong>Proxy Kullan\u0131m\u0131<\/strong><\/td><td>Proxy rotasyonunu uygula (ProxyElite.info)<\/td><td>Anonimlik ve verimlili\u011fi garanti eder<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Web kaz\u0131ma, \u015fu konularda \u00f6nemli bir rol oynar: <strong>akademik ve bilimsel ara\u015ft\u0131rma<\/strong>, ara\u015ft\u0131rmalar i\u00e7in veri toplamay\u0131 m\u00fcmk\u00fcn k\u0131l\u0131yor <strong>sosyal bilimler, yapay zeka, ekonomi ve daha fazlas\u0131<\/strong>Ancak, ara\u015ft\u0131rma i\u00e7in kaz\u0131ma i\u015flemi takip edilmelidir <strong>etik kurallar<\/strong> \u015feffafl\u0131\u011f\u0131, veri g\u00fcvenli\u011fini ve uyumlulu\u011fu sa\u011flamak i\u00e7in <strong>yasal d\u00fczenlemeler<\/strong> \u00f6rne\u011fin <strong>GDPR<\/strong> Ve <strong>CCPA<\/strong>Bu k\u0131lavuz, en iyi uygulamalar\u0131 ara\u015ft\u0131r\u0131r <strong>etik web kaz\u0131ma<\/strong> Ara\u015ft\u0131rmada.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ara\u015ft\u0131rmada Etik Web Kaz\u0131may\u0131 Anlamak<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ara\u015ft\u0131rma ama\u00e7l\u0131 web kaz\u0131ma, ticari veri madencili\u011finden, vurgusu nedeniyle farkl\u0131d\u0131r. <strong>akademik d\u00fcr\u00fcstl\u00fck<\/strong> Ve <strong>etik veri i\u015fleme<\/strong>Ara\u015ft\u0131rmac\u0131lar \u00f6nceliklendirmelidir <strong>kullan\u0131c\u0131 gizlili\u011fi, onay\u0131 ve sorumlu veri toplama y\u00f6ntemleri<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u015eeffafl\u0131k: Ara\u015ft\u0131rma Niyetlerinin A\u00e7\u0131klanmas\u0131<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Akademik ara\u015ft\u0131rma de\u011ferleri <strong>a\u00e7\u0131kl\u0131k<\/strong> Ve <strong>d\u00fcr\u00fcstl\u00fck<\/strong>Etik kaz\u0131ma uygulamalar\u0131 \u015funlar\u0131 i\u00e7erir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ara\u015ft\u0131rma hedeflerini a\u00e7\u0131k\u00e7a tan\u0131mlamak<\/strong> ve web kaz\u0131ma ihtiyac\u0131.<\/li>\n\n\n\n<li><strong>Kaz\u0131ma faaliyetlerinin if\u015fa edilmesi<\/strong> Gerekti\u011finde (\u00f6rne\u011fin web sitesi sahiplerine).<\/li>\n\n\n\n<li><strong>Veri kaynaklar\u0131n\u0131n g\u00f6sterilmesi<\/strong> ara\u015ft\u0131rma yay\u0131nlar\u0131nda d\u00fczg\u00fcn bir \u015fekilde.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. Veri Toplama \u0130\u00e7in Onay Al\u0131nmas\u0131<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kaz\u0131ma i\u015fleminin s\u00f6z konusu oldu\u011fu durumlarda <strong>ki\u015fisel veriler veya kullan\u0131c\u0131 taraf\u0131ndan olu\u015fturulan i\u00e7erik<\/strong>Ara\u015ft\u0131rmac\u0131lar \u015funlar\u0131 yapmal\u0131d\u0131r:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Web sitesi y\u00f6neticilerinden onay al\u0131n<\/strong> Gerekti\u011finde.<\/li>\n\n\n\n<li><strong>Giri\u015f korumal\u0131 veya \u00f6zel i\u00e7eriklerin taranmas\u0131n\u0131 \u00f6nleyin<\/strong>.<\/li>\n\n\n\n<li><strong>Bir vazge\u00e7me mekanizmas\u0131 sa\u011flay\u0131n<\/strong> Kullan\u0131c\u0131yla ilgili verilerin depolanmas\u0131 durumunda.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. Yasal Uyumluluk: GDPR, CCPA ve Ara\u015ft\u0131rma Eti\u011fi<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ara\u015ft\u0131rmac\u0131lar, a\u015fa\u011f\u0131dakilere uyumu sa\u011flamal\u0131d\u0131r: <strong>veri koruma yasalar\u0131<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GDPR (AB):<\/strong> Ki\u015fisel verilerin i\u015flenmesi i\u00e7in gerek\u00e7e g\u00f6sterilmesini gerektirir ve kullan\u0131c\u0131lara veri eri\u015fim haklar\u0131 sunar.<\/li>\n\n\n\n<li><strong>CCPA (Kaliforniya):<\/strong> Veri toplamada \u015feffafl\u0131\u011f\u0131 zorunlu k\u0131lar ve kullan\u0131c\u0131lara verileri silme hakk\u0131 tan\u0131r.<\/li>\n\n\n\n<li><strong>Kurumsal \u0130nceleme Kurullar\u0131 (K\u0130K):<\/strong> Bir\u00e7ok \u00fcniversite \u015funu gerektirir: <strong>etik onay<\/strong> kaz\u0131nm\u0131\u015f verileri i\u00e7eren \u00e7al\u0131\u015fmalar i\u00e7in.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. Sayg\u0131 <code data-no-translation=\"\">robots.txt<\/code> ve Hizmet \u015eartlar\u0131<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u00c7o\u011fu web sitesi bir <code data-no-translation=\"\"><strong>robots.txt<\/strong><\/code><strong> dosya<\/strong> kaz\u0131ma izinlerinin ana hatlar\u0131:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Kontrol etmek <\/strong><code data-no-translation=\"\"><strong>robots.txt<\/strong><\/code><strong> kaz\u0131madan \u00f6nce<\/strong> ve yasaklanm\u0131\u015f kurallara uymak.<\/li>\n\n\n\n<li><strong>Hizmet \u015eartlar\u0131na Sayg\u0131 G\u00f6sterin<\/strong> Yasal ve etik ihlallerden ka\u00e7\u0131nmak i\u00e7in.<\/li>\n\n\n\n<li><strong>Web sitesi sahipleriyle etkile\u015fim kurun<\/strong> Uzun s\u00fcreli veya geni\u015f \u00e7apl\u0131 kaz\u0131ma gerekiyorsa.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. Veri K\u00fc\u00e7\u00fcltme: Yaln\u0131zca Gerekli Olan\u0131 \u00c7\u0131kar\u0131n<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Etik endi\u015feleri azaltmak i\u00e7in ara\u015ft\u0131rmac\u0131lar \u015funlar\u0131 yapmal\u0131d\u0131r:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Veri toplamay\u0131 s\u0131n\u0131rla<\/strong> \u00c7al\u0131\u015fman\u0131n esas\u0131 i\u00e7in gerekli olana.<\/li>\n\n\n\n<li><strong>Gereksiz ki\u015fisel tan\u0131mlay\u0131c\u0131lardan ka\u00e7\u0131n\u0131n<\/strong> (\u00f6rne\u011fin, e-postalar, kullan\u0131c\u0131 adlar\u0131, IP&#039;ler).<\/li>\n\n\n\n<li><strong>Ham ki\u015fisel bilgileri depolamak yerine verileri \u00f6zetleyin<\/strong>.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6. Gizlilik Korumas\u0131 \u0130\u00e7in Veri Anonimle\u015ftirme<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">E\u011fer kaz\u0131ma i\u015flemi \u015funlar\u0131 i\u00e7eriyorsa <strong>insanla ilgili veriler<\/strong>, anonimle\u015ftirme teknikleri kullan\u0131lmal\u0131d\u0131r:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ki\u015fisel tan\u0131mlay\u0131c\u0131lar\u0131 kald\u0131r\u0131n veya kar\u0131\u015ft\u0131r\u0131n<\/strong> (isimler, IP&#039;ler, kullan\u0131c\u0131 kimlikleri).<\/li>\n\n\n\n<li><strong>Farkl\u0131 gizlili\u011fi kullan<\/strong> bireysel anonimli\u011fi sa\u011flamak.<\/li>\n\n\n\n<li><strong>Toplu veriler<\/strong> M\u00fcmk\u00fcn oldu\u011fu takdirde kimli\u011fin tespit edilmesini \u00f6nlemek.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7. G\u00fcvenli Veri Depolama ve Eri\u015fim Kontrol\u00fc<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ara\u015ft\u0131rma verileri topland\u0131ktan sonra, <strong>g\u00fcvenli bir \u015fekilde sakland\u0131<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Hassas verileri \u015fifreleyin<\/strong> ihlalleri \u00f6nlemek i\u00e7in.<\/li>\n\n\n\n<li><strong>Eri\u015fimi s\u0131n\u0131rla<\/strong> yaln\u0131zca yetkili ara\u015ft\u0131rmac\u0131lar i\u00e7in.<\/li>\n\n\n\n<li><strong>Veri depolamas\u0131n\u0131 d\u00fczenli olarak denetleyin<\/strong> kurumsal y\u00f6nergelere uyumu sa\u011flamak.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">8. Etik ve G\u00fcvenli Veri Toplama \u0130\u00e7in Proxy Kullan\u0131m\u0131<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Proxy sunucular\u0131 etik de\u011ferleri art\u0131r\u0131r <a href=\"https:\/\/proxyelite.info\/tr\/solutions\/proxies-for-web-scraping\/\" data-type=\"link\" data-id=\"https:\/\/proxyelite.info\/solutions\/proxies-for-web-scraping\/\">web kaz\u0131ma<\/a> koruyarak <strong>anonimlik ve verimlilik<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>D\u00f6nen veri merkezi proxy&#039;leri<\/strong> (\u00f6rne\u011fin, ProxyElite.info arac\u0131l\u0131\u011f\u0131yla) <strong>IP yasaklar\u0131n\u0131 \u00f6nler<\/strong>.<\/li>\n\n\n\n<li><strong>\u0130stekleri farkl\u0131 IP&#039;lere da\u011f\u0131tma<\/strong> Hedef web sitelerindeki y\u00fck\u00fc azalt\u0131r.<\/li>\n\n\n\n<li><strong>Etik kaz\u0131ma kal\u0131plar\u0131n\u0131n s\u00fcrd\u00fcr\u00fclmesi<\/strong> sunucular\u0131n a\u015f\u0131r\u0131 y\u00fcklenmesini \u00f6nler.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u00c7\u00f6z\u00fcm<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ara\u015ft\u0131rma i\u00e7in web kaz\u0131ma bir <strong>g\u00fc\u00e7l\u00fc ara\u00e7<\/strong>, ancak y\u00fcr\u00fct\u00fclmesi gerekir <strong>etik ve yasal olarak<\/strong>\u00d6ncelik vererek <strong>\u015feffafl\u0131k, onay, yasal uyumluluk ve gizlilik korumalar\u0131<\/strong>Ara\u015ft\u0131rmac\u0131lar, sorumlu veri toplanmas\u0131n\u0131 sa\u011flarken ayn\u0131 zamanda <strong>akademik d\u00fcr\u00fcstl\u00fck<\/strong>G\u00fcvenli ve etkili web kaz\u0131ma i\u00e7in \u015funlar\u0131 g\u00f6z \u00f6n\u00fcnde bulundurun: <strong><a href=\"https:\/\/proxyelite.info\/tr\/types\/datacenter-proxies\/\" data-type=\"link\" data-id=\"https:\/\/proxyelite.info\/types\/datacenter-proxies\/\">veri merkezi proxy&#039;leri<\/a> itibaren <a href=\"https:\/\/proxyelite.info\/tr\/\" data-type=\"link\" data-id=\"https:\/\/proxyelite.info\/\">ProxyElite.info<\/a><\/strong> Etik standartlar\u0131 koruyarak ara\u015ft\u0131rma kapasitemizi art\u0131rmak.<\/p>","protected":false},"excerpt":{"rendered":"<p>Ethical Principle Best Practice Research Compliance Transparency Disclose scraping intentions Builds trust in academic research Consent Obtain permission when necessary Ensures ethical data usage Legal Compliance Follow GDPR, CCPA, and other regulations Protects user privacy and legality Respect robots.txt Adhere to site policies Avoids unauthorized data collection Minimal Data Collection Only extract necessary information Reduces [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":926316,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-926315","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"_links":{"self":[{"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/posts\/926315","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/comments?post=926315"}],"version-history":[{"count":3,"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/posts\/926315\/revisions"}],"predecessor-version":[{"id":926419,"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/posts\/926315\/revisions\/926419"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/media\/926316"}],"wp:attachment":[{"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/media?parent=926315"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/categories?post=926315"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/proxyelite.info\/tr\/wp-json\/wp\/v2\/tags?post=926315"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}