{"id":19249,"date":"2024-01-30T20:51:06","date_gmt":"2024-01-30T20:51:06","guid":{"rendered":"https:\/\/www.rapidseedbox.com\/?p=19249"},"modified":"2026-07-20T07:37:07","modified_gmt":"2026-07-20T07:37:07","slug":"mastering-twitter-scraping","status":"publish","type":"post","link":"https:\/\/www.rapidseedbox.com\/tr\/blog\/mastering-twitter-scraping","title":{"rendered":"2026\u2019da Twitter (X) veri kaz\u0131ma: Nihai rehber"},"content":{"rendered":"<p>666 milyondan fazla aktif kullan\u0131c\u0131ya sahip olan eski <a href=\"https:\/\/twitter.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Twitter veya yeni markal\u0131 X<\/a>en pop\u00fcler sosyal medya platformlar\u0131ndan biridir ve i\u015fletmeler, ara\u015ft\u0131rmac\u0131lar ve bireyler i\u00e7in de\u011ferli bir bilgi kayna\u011f\u0131d\u0131r. Bununla birlikte, Twitter verilerinin geni\u015f alan\u0131ndan manuel olarak veri \u00e7\u0131karmak ve filtrelemek \u00e7ok zor ve i\u015flevsel de\u011fildir.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Twitter-Scraper-2.jpg\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"585\" src=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Twitter-Scraper-2-1024x585.jpg\" alt=\"Twitter Kaz\u0131y\u0131c\u0131\" class=\"wp-image-19341\" srcset=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Twitter-Scraper-2-1024x585.jpg 1024w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Twitter-Scraper-2-300x171.jpg 300w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Twitter-Scraper-2-1536x878.jpg 1536w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Twitter-Scraper-2-18x10.jpg 18w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Twitter-Scraper-2.jpg 1792w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p><em><strong>Twitter kaz\u0131ma, platformdan veri toplamak i\u00e7in yaz\u0131l\u0131m veya komut dosyalar\u0131 kullanmay\u0131 i\u00e7erir.<\/strong> Bu verileri analiz ederek trend konular ve hashtag'ler, konu\u015fmalar, platformda ger\u00e7ekle\u015fen etkile\u015fimler ve kullan\u0131c\u0131 davran\u0131\u015flar\u0131 hakk\u0131nda \u00e7ok de\u011ferli bilgiler edinebilirsiniz. <\/em><\/p>\n\n\n\n<p>Toplanan bilgiler, duygu analizi, pazar ara\u015ft\u0131rmas\u0131 ve sosyal medya izleme gibi \u00e7e\u015fitli ama\u00e7lar i\u00e7in titizlikle analiz edilebilir. Bu makalede, sosyal medyan\u0131n farkl\u0131 y\u00f6nleri ele al\u0131nacakt\u0131r. <a href=\"https:\/\/www.rapidseedbox.com\/tr\/blog\/web-scraping\" target=\"_blank\" rel=\"noreferrer noopener\">kaz\u0131ma<\/a> Komut dosyas\u0131ndan kodsuz yaz\u0131l\u0131ma kadar mevcut y\u00f6ntemleri kullanarak Twitter verileri, ilgili maliyetler, yasall\u0131k ve etik ko\u015fullar.<\/p>\n\n\n\n<div style=\"height:13px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><em><strong>Sorumluluk reddi:&nbsp;<\/strong>Bu materyal kesinlikle bilgilendirme ama\u00e7l\u0131 olarak geli\u015ftirilmi\u015ftir. Herhangi bir faaliyetin (yasad\u0131\u015f\u0131 faaliyetler dahil), \u00fcr\u00fcn\u00fcn veya hizmetin onayland\u0131\u011f\u0131 anlam\u0131na gelmez. Hizmetlerimizi kullan\u0131rken veya buradaki herhangi bir bilgiye g\u00fcvenirken fikri m\u00fclkiyet yasalar\u0131 da dahil olmak \u00fczere y\u00fcr\u00fcrl\u00fckteki yasalara uymaktan yaln\u0131zca siz sorumlusunuz. Yasalar\u0131n a\u00e7\u0131k\u00e7a gerektirdi\u011fi durumlar d\u0131\u015f\u0131nda, hizmetlerimizin veya burada yer alan bilgilerin herhangi bir \u015fekilde kullan\u0131lmas\u0131ndan kaynaklanan zararlar i\u00e7in herhangi bir sorumluluk kabul etmiyoruz.<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0130\u00e7indekiler<\/h2>\n\n\n\n<div class=\"wp-block-group is-layout-constrained\"><div class=\"wp-block-group__inner-container\">\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-2\">\n<ol start=\"1\">\n<li><a href=\"#What-Types-of-Data-Can-Be-Extracted-From-Twitter\">Twitter'dan Ne T\u00fcr Veriler \u00c7\u0131kar\u0131labilir?<\/a><\/li>\n\n\n\n<li><a href=\"#Legality-and-Ethical-Terms-of-Use\">Yasall\u0131k ve Etik Kullan\u0131m Ko\u015fullar\u0131<\/a><\/li>\n\n\n\n<li><a href=\"#General-Guide-for-Scraping-Twitter\">Twitter'\u0131 Kaz\u0131mak i\u00e7in Genel K\u0131lavuz<\/a><\/li>\n\n\n\n<li><a href=\"#Twitter-Scraping-Tools-and-Methods\">Twitter Kaz\u0131ma Ara\u00e7lar\u0131 ve Y\u00f6ntemleri<\/a>\n<ul>\n<li><a href=\"#API-Based-Twitter-Scrapers\">API Tabanl\u0131 Twitter Kaz\u0131y\u0131c\u0131lar<\/a><\/li>\n\n\n\n<li><a href=\"#Twitter-API-V2\">Twitter API V2<\/a><\/li>\n\n\n\n<li><a href=\"#Apify\">Apify<\/a><\/li>\n\n\n\n<li><a href=\"#Brightdata\">Brightdata<\/a><\/li>\n\n\n\n<li><a href=\"#Scrapingdog\">Scrapingdog<\/a><\/li>\n\n\n\n<li><a href=\"#Python-Libraries-and-Packages-for-Scraping-Twitter\">Twitter'\u0131 Kaz\u0131mak i\u00e7in Python K\u00fct\u00fcphaneleri ve Paketleri<\/a><\/li>\n\n\n\n<li><a href=\"#Tweepy\">Tweepy<\/a><\/li>\n\n\n\n<li><a href=\"#Snscrape\">Snscrape<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"#5\">Geli\u015fmi\u015f Kaz\u0131ma Teknikleri ve Zorluklar<\/a><\/li>\n\n\n\n<li><a href=\"#6\">S\u0131k\u00e7a Sorulan Sorular<\/a><\/li>\n\n\n\n<li><a href=\"#Conclusion\">Sonu\u00e7<\/a><\/li>\n<\/ol>\n<\/div>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"What-Types-of-Data-Can-Be-Extracted-From-Twitter\">Twitter'dan Ne T\u00fcr Veriler \u00c7\u0131kar\u0131labilir?<\/h2>\n\n\n\n<p>Farkl\u0131 Twitter veri t\u00fcrlerini \u00e7\u0131karabilirsiniz. \u0130\u015fte Twitter kaz\u0131ma i\u00e7in \u00fc\u00e7 ana veri t\u00fcr\u00fc:<\/p>\n\n\n\n<ul>\n<li><strong>Tweetler:<\/strong> Profillere g\u00f6re filtrelenmi\u015f tweetlerden be\u011feniler, yan\u0131tlar, retweetler ve belirtilen URL'ler gibi belirli verileri yakalayabilirsiniz.<\/li>\n\n\n\n<li><strong>Kullan\u0131c\u0131 Profilleri: <\/strong>Kullan\u0131c\u0131n\u0131n biyografisi, profil a\u00e7\u0131klamas\u0131, tweet say\u0131s\u0131, retweet say\u0131s\u0131, takip\u00e7i\/takip\u00e7i say\u0131s\u0131 ve profil resmi gibi herkese a\u00e7\u0131k bir kullan\u0131c\u0131 profilindeki her \u015fey toplanabilir.<\/li>\n\n\n\n<li><strong>Anahtar Kelimeler\/Hashtagler:<\/strong> Belirli anahtar kelimeleri, hashtagleri veya bunlar\u0131n kombinasyonlar\u0131n\u0131 i\u00e7eren tweetleri toplayabilirsiniz. Araman\u0131z\u0131 be\u011feni say\u0131s\u0131na g\u00f6re veya belirli tarih ve saatlere bakarak daraltmak da m\u00fcmk\u00fcnd\u00fcr.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Web Kaz\u0131ma Size Sonsuza Kadar Zaman Kazand\u0131racak\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/QUKRkIYg6as?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"Legality-and-Ethical-Terms-of-Use\">Yasall\u0131k ve Etik Kullan\u0131m Ko\u015fullar\u0131<\/h2>\n\n\n\n<p>Veri kaz\u0131ma d\u00fcnyas\u0131na dalarken, ilgili yasal ve etik s\u0131n\u0131rlar\u0131 anlamak \u00e7ok \u00f6nemlidir.<\/p>\n\n\n\n<p>Buna g\u00f6re <a href=\"https:\/\/twitter.com\/en\/tos\/previous\/version_13\" target=\"_blank\" rel=\"noreferrer noopener\">Twitter \u015fartlar\u0131 ve d\u00fczenlemeleri<\/a> (Geli\u015ftirici S\u00f6zle\u015fmesi ve Politikas\u0131) uyar\u0131nca, a\u00e7\u0131k izin olmadan veri kaz\u0131mak yasakt\u0131r ve Twitter politikas\u0131 taraf\u0131ndan beyan edilmi\u015ftir: \"Twitter'\u0131n \u00f6nceden izni olmadan Hizmetlerin kaz\u0131nmas\u0131 kesinlikle yasakt\u0131r. <\/p>\n\n\n\n<p>Twitter API'sinin bu ama\u00e7larla k\u00f6t\u00fcye kullan\u0131lmas\u0131, eri\u015fimin ask\u0131ya al\u0131nmas\u0131 ve sonland\u0131r\u0131lmas\u0131n\u0131 da i\u00e7erebilecek yapt\u0131r\u0131mlara tabi olacakt\u0131r. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"General-Guide-for-Scraping-Twitter\">Twitter'\u0131 Kaz\u0131mak i\u00e7in Genel K\u0131lavuz<\/h2>\n\n\n\n<p>Twitter kaz\u0131ma konusuna k\u0131sa bir giri\u015f yapt\u0131ktan sonra, s\u0131ra Twitter verileri \u00fczerinden kaz\u0131ma i\u015flemini ke\u015ffetmeye geldi. Bu nedenle, sizin i\u00e7in basit ve kapsaml\u0131 bir Twitter kaz\u0131ma rehberi derledik. L\u00fctfen a\u015fa\u011f\u0131daki ad\u0131mlar\u0131 takip edin:<\/p>\n\n\n\n<ol>\n<li>\u00d6ncelikle do\u011fru kaz\u0131ma aletlerine sahip olman\u0131z gerekir. Aralar\u0131ndan se\u00e7im yapabilece\u011finiz \u00e7ok say\u0131da se\u00e7enek var. Bu nedenle, hangi se\u00e7ene\u011fin b\u00fct\u00e7enize ve tercihlerinize uygun oldu\u011funu belirleyin.<\/li>\n\n\n\n<li>Kaz\u0131ma arac\u0131n\u0131 indirin ve sisteminize kurun.<\/li>\n\n\n\n<li>\u015eunlar oldu\u011fundan emin olun <a href=\"https:\/\/macpaw.com\/how-to\/clear-storage-on-iphone\" target=\"_blank\" rel=\"noreferrer noopener\">bol miktarda depolama alan\u0131<\/a> cihaz\u0131n\u0131zda mevcut oldu\u011fundan ve g\u00fcvenilir bir internet ba\u011flant\u0131n\u0131z oldu\u011fundan emin olun.<\/li>\n\n\n\n<li>Y\u00fckledikten sonra Twitter hesap bilgilerinizi kullanarak giri\u015f yap\u0131n.<\/li>\n\n\n\n<li>Twitter'dan veri kaz\u0131mak i\u00e7in parametreleri ayarlamak, anahtar kelimelere, hashtag'lere, tarih ve saatlere, konumlara, URL'lere vb. dayal\u0131 olarak veri \u00e7\u0131karman\u0131za olanak tan\u0131yan \u00f6nemli bir ad\u0131md\u0131r.<\/li>\n\n\n\n<li>Kaz\u0131y\u0131c\u0131 arac\u0131 \u00e7al\u0131\u015ft\u0131rd\u0131ktan sonra, geride b\u00fcy\u00fck miktarda veri kalacakt\u0131r. Verileri farkl\u0131 dosya formatlar\u0131na (xlsx, CSV, JSON, vb.) aktarabilirsiniz.<\/li>\n\n\n\n<li>Son ad\u0131mda, ilgilendi\u011finiz konuya ili\u015fkin i\u00e7g\u00f6r\u00fcler elde etmek i\u00e7in d\u0131\u015fa aktar\u0131lan verileri analiz etmelisiniz.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"Twitter-Scraping-Tools-and-Methods\">Twitter Kaz\u0131ma Ara\u00e7lar\u0131 ve Y\u00f6ntemleri<\/h2>\n\n\n\n<p>\u0130nternette mevcut olan baz\u0131 kaz\u0131ma ara\u00e7lar\u0131n\u0131 inceledik, resmi <a href=\"https:\/\/www.rapidseedbox.com\/blog\/twitter-facebook-scraper-guide\" target=\"_blank\" rel=\"noreferrer noopener\">Twitter kaz\u0131y\u0131c\u0131<\/a> \u00fc\u00e7\u00fcnc\u00fc taraf hizmetlere ve hatta a\u00e7\u0131k kaynakl\u0131 Python k\u00fct\u00fcphanelerine y\u00f6nlendirdik ve bunlar\u0131 a\u015fa\u011f\u0131da listeledik.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"API-Based-Twitter-Scrapers\">4.1. API Tabanl\u0131 Twitter Kaz\u0131y\u0131c\u0131lar<\/h3>\n\n\n\n<p>\u0130nceleyece\u011fimiz ilk y\u00f6ntem, Twitter API V2, Apify, Brightdata ve Scrapingdog gibi API tabanl\u0131 Twitter kaz\u0131y\u0131c\u0131lar\u0131d\u0131r.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"Twitter-API-V2\">4.1.1. <a href=\"https:\/\/developer.twitter.com\/en\/docs\/twitter-api\/getting-started\/about-twitter-api\">Twitter API V2<\/a><\/h4>\n\n\n\n<p>Twitter API v2, sosyal etkile\u015fimli uygulamalar geli\u015ftiren geli\u015ftiriciler veya kendi \u00f6zel ama\u00e7lar\u0131 i\u00e7in veri toplayan ara\u015ft\u0131rmac\u0131lar\/bireyler i\u00e7in resmi ve en yayg\u0131n kullan\u0131lan API'lerden biri olan Twitter'\u0131n API'sinin en son s\u00fcr\u00fcm\u00fcd\u00fcr. Yeni API'lerin kullan\u0131m\u0131, sosyal a\u011flardaki canl\u0131 konu\u015fmalar\u0131n zahmetsizce izlenmesini ve analiz edilmesini sa\u011flar. <\/p>\n\n\n\n<p>Son zamanlarda Twitter, u\u00e7 noktalar, tweet g\u00f6nderileri i\u00e7in y\u00fck se\u00e7enekleri, konu\u015fma tan\u0131mlay\u0131c\u0131 setleri ve ek a\u00e7\u0131klamalar gibi baz\u0131 yeni \u00f6zellikler ekledi. Bu de\u011fi\u015fiklikler olduk\u00e7a etkileyici. Ancak yeni fiyatland\u0131rma yap\u0131s\u0131, geli\u015ftiriciler ve \u00fc\u00e7\u00fcnc\u00fc taraf uygulamalar i\u00e7in ciddi endi\u015felere yol a\u00e7t\u0131. Yeni fiyatland\u0131rma yap\u0131s\u0131 ile hizmetlere eri\u015fim \u00f6nemli \u00f6l\u00e7\u00fcde azald\u0131 ve fiyatlar b\u00fcy\u00fck \u00f6l\u00e7\u00fcde artt\u0131.<\/p>\n\n\n\n<p><strong>Twitter\/X API v2 fiyatland\u0131rma planlar\u0131n\u0131n \u00fc\u00e7 seviyesi vard\u0131r: \u00dccretsiz, Temel<\/strong>ve Kurumsal<strong>.<\/strong><\/p>\n\n\n\n<ul>\n<li>\u00dccretsiz katmanda, geli\u015ftiriciler en fazla <strong>Ayda 1500 tweet<\/strong>yaln\u0131zca yazma kullan\u0131m\u0131 ve Twitter API'sini test etmek i\u00e7in tasarlanm\u0131\u015ft\u0131r.<\/li>\n\n\n\n<li>Temel katman maliyetleri <strong>Ayl\u0131k $100 ve geli\u015ftiricilerin ayda 3.000'e kadar tweet g\u00f6ndermesine olanak tan\u0131r<\/strong> kullan\u0131c\u0131 d\u00fczeyinde ve <strong>50.000 tweet (10.000 okuma s\u0131n\u0131r\u0131 ile)<\/strong> uygulama d\u00fczeyinde.<\/li>\n\n\n\n<li>Enterprise tire, i\u015fletmeler i\u00e7in tasarlanm\u0131\u015f daha geli\u015fmi\u015f \u00f6zellikler i\u00e7erir. Bununla birlikte, kurumsal plan geli\u015ftiricilerden\/i\u015fletmelerden fahi\u015f bir fiyat talep edecektir<strong> ayda yakla\u015f\u0131k 42000$<\/strong>.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"Apify\">4.1.2. <a href=\"https:\/\/apify.com\/\">Apify<\/a><\/h4>\n\n\n\n<p>Apify'\u0131n Twitter Kaz\u0131y\u0131c\u0131s\u0131 sayesinde hashtag'ler, ileti dizileri, yan\u0131tlar, resimler ve daha fazlas\u0131 gibi herkese a\u00e7\u0131k Twitter verilerinden bilgi \u00e7\u0131karabilirsiniz. Twitter'da yap\u0131lan son de\u011fi\u015fiklikler, bu platformdaki tweetlerin g\u00f6r\u00fcnt\u00fclenmesine ve kaz\u0131nmas\u0131na yeni s\u0131n\u0131rlar getirdi, \u00e7\u00fcnk\u00fc kullan\u0131c\u0131lar profil ba\u015f\u0131na yaln\u0131zca 100 tweet'e kadar herkese a\u00e7\u0131k bilgileri \u00e7\u0131karabilecekler. Bu kaz\u0131y\u0131c\u0131 en son tweetleri kaz\u0131yamaz ancak en \u00e7ok be\u011fenilenleri alabilir. \u00c7\u0131kar\u0131lan verilere HTML, JSON, Excel ve CSV formatlar\u0131nda eri\u015filebilir.<\/p>\n\n\n\n<p>A\u015fa\u011f\u0131daki \u015fekilde Apify'\u0131n ayl\u0131k hizmet maliyetleri g\u00f6sterilmektedir. Ayr\u0131ca y\u0131ll\u0131k plan i\u00e7in 10% indirim sunmaktad\u0131r. Daha fazla bilgi i\u00e7in ziyaret edin <a href=\"https:\/\/apify.com\/pricing\">Apify fiyatland\u0131rmas\u0131<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Apify.jpg\"><img decoding=\"async\" loading=\"lazy\" width=\"900\" height=\"623\" src=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Apify.jpg\" alt=\"Apify\" class=\"wp-image-19266\" srcset=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Apify.jpg 900w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Apify-300x208.jpg 300w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Apify-18x12.jpg 18w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/a><figcaption class=\"wp-element-caption\"><em>Foto\u011fraf: Apify<\/em><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"Brightdata\">4.1.3. <a href=\"https:\/\/brightdata.com\/\">Brightdata<\/a><\/h4>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Brightdata.jpg\"><img decoding=\"async\" loading=\"lazy\" width=\"900\" height=\"415\" src=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Brightdata.jpg\" alt=\"Brightdata\" class=\"wp-image-19269\" srcset=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Brightdata.jpg 900w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Brightdata-300x138.jpg 300w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Brightdata-18x8.jpg 18w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/a><figcaption class=\"wp-element-caption\"><em>Foto\u011fraf: Brightdata<\/em><\/figcaption><\/figure>\n\n\n\n<p>Bright Data is a data collection platform that offers <a href=\"https:\/\/www.rapidseedbox.com\/tr\/blog\/web-scraping\" target=\"_blank\" rel=\"noreferrer noopener\">web scraping tools<\/a> such as proxy servers, APIs, and no-code solutions. Bright Data&#8217;s Web Scraper gives users the ability to extract data from public Twitter profiles, including images, videos, tweets, hashtags, and more. <\/p>\n\n\n\n<p><strong>Fiyatlar 151000 sayfa y\u00fcklemesi i\u00e7in ayl\u0131k 500$ ile ba\u015flar<\/strong>. Bright Data Twitter kaz\u0131y\u0131c\u0131 veri toplay\u0131c\u0131s\u0131 t\u00fcm web servisleriyle uyumludur ve verilerini Excel format\u0131nda \u00e7\u0131kar\u0131r. Ayr\u0131ca 7 g\u00fcnl\u00fck deneme s\u00fcresi sunar ve 500 dolar \u00f6demeden \u00f6nce platformu test edebilirsiniz.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center\">Twitter kaz\u0131y\u0131c\u0131n\u0131z\u0131 bir \u00fcst seviyeye ta\u015f\u0131maya haz\u0131r m\u0131s\u0131n\u0131z?<\/h3>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-4\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.rapidseedbox.com\/tr\/proxy\/?blog=mastering-twitter-scraping\" style=\"background-color:#22c55e\"><strong>IPv6 proxy'leri deneyin<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"Scrapingdog\">4.1.4. <a href=\"https:\/\/www.scrapingdog.com\/\">Scrapingdog<\/a><\/h4>\n\n\n\n<p>Scrapingdog, Twitter da dahil olmak \u00fczere herhangi bir web sitesini kaz\u0131man\u0131za yard\u0131mc\u0131 olan bir web kaz\u0131ma API'sidir. Tweet kimliklerini kullanarak tweetleri kaz\u0131man\u0131za veya takip\u00e7i say\u0131s\u0131, takip\u00e7i say\u0131s\u0131 ve web sitesi ba\u011flant\u0131lar\u0131 gibi ayr\u0131nt\u0131lar\u0131 \u00e7\u0131karmak i\u00e7in genel sayfalar\u0131 kaz\u0131man\u0131za olanak tan\u0131r. <\/p>\n\n\n\n<p><strong>Twitter'\u0131 kaz\u0131mak size sayfa ba\u015f\u0131na 0,0009$'ye mal olur<\/strong> Standart planda, di\u011fer en iyi Twitter kaz\u0131y\u0131c\u0131lara k\u0131yasla fiyat \u00fczerinden en iyi de\u011fer aras\u0131ndad\u0131r. Ayr\u0131ca \u00fccretsiz bir deneme s\u00fcr\u00fcm\u00fc de sunuyorlar; aboneli\u011finizi istedi\u011finiz zaman iptal edebilir ve paran\u0131z\u0131 kolayca iade edebilirsiniz. Scrapingdog kullanarak veri kaz\u0131ma hakk\u0131nda daha fazla bilgi i\u00e7in \u015fu adresi ziyaret edebilirsiniz <a href=\"https:\/\/docs.scrapingdog.com\/x-scraper-api\" target=\"_blank\" rel=\"noreferrer noopener\">Twitter Scraping API belgeleri<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/ScrapingDog.jpg\"><img decoding=\"async\" loading=\"lazy\" width=\"900\" height=\"451\" src=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/ScrapingDog.jpg\" alt=\"ScrapingDog\" class=\"wp-image-19267\" srcset=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/ScrapingDog.jpg 900w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/ScrapingDog-300x150.jpg 300w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/ScrapingDog-18x9.jpg 18w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/a><figcaption class=\"wp-element-caption\"><em>Foto\u011fraf: ScrapingDog<\/em><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"Python-Libraries-and-Packages-for-Scraping-Twitter\">4.2. Twitter'\u0131 Kaz\u0131mak i\u00e7in Python K\u00fct\u00fcphaneleri ve Paketleri<\/h3>\n\n\n\n<p>Art\u0131k Twitter API'sine ve Apify gibi uygulamalara a\u015fina oldu\u011funuza g\u00f6re, Twitter kaz\u0131ma i\u00e7in Python k\u00fct\u00fcphanelerine ve paketlerine g\u00f6z atman\u0131n zaman\u0131 geldi.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"Tweepy\">4.2.1. <a href=\"https:\/\/www.tweepy.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Tweepy<\/a><\/h4>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Tweepy.jpg\"><img decoding=\"async\" loading=\"lazy\" width=\"900\" height=\"504\" src=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Tweepy.jpg\" alt=\"Tweepy\" class=\"wp-image-19268\" srcset=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Tweepy.jpg 900w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Tweepy-300x168.jpg 300w, https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Tweepy-18x10.jpg 18w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/a><figcaption class=\"wp-element-caption\"><em>Foto\u011fraf Tweepy<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>Tweepy, geli\u015ftiricilerin Twitter u\u00e7 noktalar\u0131na sorunsuz ve \u015feffaf bir \u015fekilde eri\u015fmesini sa\u011flayan a\u00e7\u0131k kaynakl\u0131 bir Python paketidir. Ancak, Twitter'\u0131n X\/Twitter API'sine g\u00f6nderilen istek say\u0131s\u0131na s\u0131n\u0131rlamalar getirdi\u011fini bilmelisiniz. <strong>Her 15 dakikada 900 talebe izin verilir<\/strong>. Bu b\u00f6l\u00fcmde Tweepy'nin i\u015flevselli\u011fine bir g\u00f6z atmay\u0131 ve basit bir \u00f6rnek vermeyi ama\u00e7l\u0131yoruz.&nbsp;<\/p>\n\n\n\n<p>Ba\u015flamak i\u00e7in, Python IDE'nizde \"pip install Tweepy\" komutunu kullanarak Tweepy paketini y\u00fckleyin ve ard\u0131ndan Tweepy'yi de i\u00e7e aktar\u0131n. \u0130stemci uygulaman\u0131z\u0131 Twitter'a kaydettirmek bir sonraki ad\u0131md\u0131r. Yeni bir uygulama olu\u015fturun. Tamamland\u0131\u011f\u0131nda, bir ta\u015f\u0131y\u0131c\u0131 token alacaks\u0131n\u0131z.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip tweepy y\u00fckleyin\nimport tweepy<\/code><\/pre>\n\n\n\n<p>Ard\u0131ndan, Twitter API'sinden ald\u0131\u011f\u0131n\u0131z t\u00fcketici ta\u015f\u0131y\u0131c\u0131 belirtecini iletmek i\u00e7in bir \"\u0130stemci\" \u00f6rne\u011fi olu\u015fturman\u0131z gerekir.<\/p>\n\n\n\n<p>Sorgu de\u011fi\u015fkeninde, g\u00f6sterildi\u011fi gibi bir alan, bir mention ve bir hashtag belirttik.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>client = tweepy.Client(bearer_token='bearer_token')\nquery = 'query @mentions #hashtags'\n<\/code><\/pre>\n\n\n\n<p>Son yedi g\u00fcne ait tweetleri aramak i\u00e7in Tweepy'de bulunan search_recent_tweets \u00f6zelli\u011fini kullanabilirsiniz. Arad\u0131\u011f\u0131n\u0131z verileri belirtmek i\u00e7in bir arama sorgusu iletmeniz gerekir.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>recent_tweets = client.search_recent_tweets(query=sorgu, tweet_fields=['tweet_field_1', 'tweet_field_2'], max_results=100)\n<\/code><\/pre>\n\n\n\n<p>Akademik ara\u015ft\u0131rma \u00fcr\u00fcn izine eri\u015fiminiz varsa, 7 g\u00fcnden eski tweetleri alabilirsiniz. Herkese a\u00e7\u0131k tweet ar\u015fivinin tamam\u0131ndan.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>tweets = client.search_all_tweets(query=sorgu, tweet_fields=['tweet_field_1', 'tweet_field_2'], max_results=100)\n<\/code><\/pre>\n\n\n\n<p>A\u015fa\u011f\u0131daki kodu kullanarak sonu\u00e7lar\u0131 d\u0131\u015fa aktarabilirsiniz.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>for tweet in tweets.data:\n    print(tweet.text)\n    if len(tweet.context_annotations) &gt; 0:\n        print(tweet.context_annotations)\n<\/code><\/pre>\n\n\n\n<p>Tweepy'de ayr\u0131ca daha karma\u015f\u0131k ve \u00f6zel durumlarda \u00e7e\u015fitli g\u00f6revleri yerine getirebilen \u00e7ok say\u0131da i\u015flev vard\u0131r.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"Snscrape\">4.2.2. <a href=\"https:\/\/github.com\/JustAnotherArchivist\/snscrape\">Snscrape<\/a><\/h4>\n\n\n\n<p>Bir API'ye g\u00fcvenmeden Twitter'dan bilgi alman\u0131n bir ba\u015fka yolu da Snscrape'dir. Kullan\u0131c\u0131 profilleri, tweet i\u00e7eri\u011fi, kaynaklar vb. gibi temel bilgileri alman\u0131z\u0131 sa\u011flar. Tweepy'nin aksine, kaz\u0131yabilece\u011finiz tweet say\u0131s\u0131nda veya tweet tarihlerinde herhangi bir s\u0131n\u0131rlama yoktur ve eski Twitter verilerini \u00e7\u0131karabilirsiniz. Snscrape, Twitter API'sine ba\u011fl\u0131 olmad\u0131\u011f\u0131ndan Tweepy d\u00fczeyinde i\u015flevselli\u011fe sahip de\u011fildir. Eksiksiz k\u0131lavuzumuza g\u00f6z at\u0131n <a href=\"https:\/\/www.rapidseedbox.com\/tr\/blog\/snscrape\" target=\"_blank\" rel=\"noreferrer noopener\">Snscrape<\/a>. <\/p>\n\n\n\n<p>Bu b\u00f6l\u00fcmde, Python'da Snscrape kullanarak Twitter'dan baz\u0131 verileri kaz\u0131man\u0131n temel bir \u00f6rne\u011fini de g\u00f6zden ge\u00e7iriyoruz.<\/p>\n\n\n\n<p>\u0130lk olarak Snscrape'i y\u00fcklemelisiniz. \u00c7al\u0131\u015fmas\u0131 i\u00e7in Python 3.8 veya daha y\u00fcksek bir s\u00fcr\u00fcm\u00fcn kurulu olmas\u0131 gerekti\u011fini unutmay\u0131n.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install snscrape \n<\/code><\/pre>\n\n\n\n<p>Bir sonraki ad\u0131mda, a\u015fa\u011f\u0131daki k\u00fct\u00fcphaneleri kurun.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import snscrape.modules.twitter as sntwitter\nimport pandas as pd\n<\/code><\/pre>\n\n\n\n<p>\"TwitterSearchScraper(query).get_items\" fonksiyonunu kullanarak bir sorgu (bizim durumumuzda \"query\") g\u00f6nderiyoruz ve t\u0131pk\u0131 Twitter arama \u00e7ubu\u011fundaki sonu\u00e7lar gibi aramadan \u00f6\u011feler elde ediyoruz.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sorgu = \"sorgu\"\n \nfor tweet in sntwitter.TwitterSearchScraper(query).get_items():\n   print(vars(tweet))\n   Mola\n<\/code><\/pre>\n\n\n\n<p>Twitter'dan veri kaz\u0131mak i\u00e7in kullan\u0131labilecek ba\u015fka y\u00f6ntemler de vard\u0131r, \u00f6rne\u011fin: TwitterSearchScraper, TwitterUserScraper, TwitterProfileScraper, TwitterHashtagScraper, TwitterTweetScraperMode, TwitterTweetScraper, TwitterListPostsScraper, TwitterTrendsScraper.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5\">Geli\u015fmi\u015f Kaz\u0131ma Teknikleri ve Zorluklar<\/h2>\n\n\n\n<p>Temel kaz\u0131ma y\u00f6ntemleri Twitter'\u0131n sofistike savunmas\u0131 kar\u015f\u0131s\u0131nda s\u0131n\u0131rlar\u0131na ula\u015ft\u0131\u011f\u0131nda, geli\u015fmi\u015f teknikler gerekli hale gelir. Twitter'\u0131n modern aray\u00fcz\u00fc b\u00fcy\u00fck \u00f6l\u00e7\u00fcde JavaScript olu\u015fturmaya dayan\u0131r ve birden fazla bot alg\u0131lama katman\u0131 uygular, bu da geleneksel HTTP isteklerini g\u00fcvenilir veri toplama i\u00e7in yetersiz hale getirir.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ba\u015fl\u0131ks\u0131z Taray\u0131c\u0131larla Dinamik \u0130\u00e7erik \u0130\u015fleme<\/h3>\n\n\n\n<p>Twitter'\u0131n zaman ak\u0131\u015f\u0131 JavaScript arac\u0131l\u0131\u011f\u0131yla dinamik olarak y\u00fcklenir, yani g\u00f6rd\u00fc\u011f\u00fcn\u00fcz i\u00e7erik ilk HTML yan\u0131t\u0131nda bulunmaz. Ba\u015fl\u0131ks\u0131z taray\u0131c\u0131lar ger\u00e7ek kullan\u0131c\u0131 etkile\u015fimlerini sim\u00fcle ederek JavaScript olu\u015fturur ve dinamik i\u00e7erik y\u00fckleme i\u015flemini ger\u00e7ekle\u015ftirir.<\/p>\n\n\n\n<p><strong>Playwright vs Selenium<\/strong>: Playwright, modern web uygulamalar\u0131nda daha iyi performans ve daha g\u00fcvenilir kullan\u0131m sunarken, Selenium kapsaml\u0131 topluluk deste\u011fiyle yerle\u015fik bir se\u00e7im olmaya devam ediyor.<\/p>\n\n\n\n<p>\u0130\u015fte dinamik olarak y\u00fcklenen tweet'leri kaz\u0131mak i\u00e7in Playwright'\u0131 kullanan pratik bir \u00f6rnek:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import asyncio\nfrom playwright.async_api import async_playwright\nimport json\n\nasync def scrape_twitter_profile(username):\n    async with async_playwright() as p:\n        # Launch headless browser\n        browser = await p.chromium.launch(headless=True)\n        context = await browser.new_context(\n            user_agent=\"Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36\"\n        )\n        \n        page = await context.new_page()\n        \n        try:\n            # Navigate to profile\n            await page.goto(f\"https:\/\/twitter.com\/{username}\")\n            \n            # Wait for tweets to load\n            await page.wait_for_selector('&#91;data-testid=\"tweet\"]', timeout=10000)\n            \n            # Scroll to load more tweets\n            for i in range(3):\n                await page.evaluate(\"window.scrollTo(0, document.body.scrollHeight)\")\n                await page.wait_for_timeout(2000)\n            \n            # Extract tweet data\n            tweets = await page.evaluate(\"\"\"\n                () =&gt; {\n                    const tweetElements = document.querySelectorAll('&#91;data-testid=\"tweet\"]');\n                    return Array.from(tweetElements).map(tweet =&gt; {\n                        const textElement = tweet.querySelector('&#91;data-testid=\"tweetText\"]');\n                        const timeElement = tweet.querySelector('time');\n                        return {\n                            text: textElement ? textElement.innerText : '',\n                            timestamp: timeElement ? timeElement.getAttribute('datetime') : '',\n                            url: window.location.href\n                        };\n                    });\n                }\n            \"\"\")\n            \n            return tweets\n            \n        except Exception as e:\n            print(f\"Error scraping {username}: {e}\")\n            return &#91;]\n        \n        finally:\n            await browser.close()\n\n# Usage\ntweets = asyncio.run(scrape_twitter_profile(\"elonmusk\"))\nprint(json.dumps(tweets&#91;:3], indent=2))\n<\/code><\/pre>\n\n\n\n<p><strong>\u00d6nemli avantajlar<\/strong> Ba\u015fl\u0131ks\u0131z taray\u0131c\u0131lar\u0131n \u00f6zellikleri aras\u0131nda JavaScript olu\u015fturma, \u00e7erezleri ve oturumlar\u0131 otomatik olarak y\u00f6netme ve ger\u00e7ek\u00e7i taray\u0131c\u0131 parmak izleri arac\u0131l\u0131\u011f\u0131yla temel bot tespitini atlama yer al\u0131yor.<\/p>\n\n\n\n<p><strong>Kaynaklarla ilgili hususlar<\/strong>: Ba\u015fl\u0131ks\u0131z taray\u0131c\u0131lar, basit HTTP isteklerine k\u0131yasla \u00f6nemli \u00f6l\u00e7\u00fcde daha fazla bellek ve CPU t\u00fcketir. B\u00fcy\u00fck \u00f6l\u00e7ekli i\u015flemler i\u00e7in, farkl\u0131 sunucularda birden fazla taray\u0131c\u0131 \u00f6rne\u011fi \u00e7al\u0131\u015ft\u0131rmay\u0131 veya taray\u0131c\u0131 havuzlar\u0131n\u0131 kullanmay\u0131 d\u00fc\u015f\u00fcn\u00fcn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Kaz\u0131ma \u00d6nleyici Tedbirlerin Atlanmas\u0131<\/h3>\n\n\n\n<p>Twitter, basit h\u0131z s\u0131n\u0131rlamas\u0131n\u0131n \u00f6tesine ge\u00e7en sofistike bot alg\u0131lama y\u00f6ntemleri kullanmaktad\u0131r. Bu \u00f6nlemleri anlamak, etkili kar\u015f\u0131 \u00f6nlemler geli\u015ftirmeye yard\u0131mc\u0131 olur.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Yayg\u0131n Kaz\u0131ma \u00d6nleme Teknikleri<\/h4>\n\n\n\n<p><strong>Oran S\u0131n\u0131rlama<\/strong>: Twitter monitors request frequency per IP address, implementing both short-term (requests per minute) and long-term (daily quotas) limits. Learn more in <a href=\"https:\/\/www.rapidseedbox.com\/blog\/web-scraping-rate-limiting\" target=\"_blank\" rel=\"noreferrer noopener\">Web Scraping Rate Limiting: The Fix<\/a>.<\/p>\n\n\n\n<p><strong>IP Engelleme<\/strong>: \u015e\u00fcpheli IP adresleri ge\u00e7ici veya kal\u0131c\u0131 olarak engellenir. Veri merkezi IP'leri, yerle\u015fim yeri adreslerine g\u00f6re daha fazla incelemeye tabi tutulur.<\/p>\n\n\n\n<p><strong>CAPTCHA Zorluklar\u0131<\/strong>: Bot benzeri davran\u0131\u015f tespit edildi\u011finde otomatik CAPTCHA sunumu. Modern CAPTCHA'lar basit g\u00f6r\u00fcnt\u00fc tan\u0131man\u0131n \u00f6tesinde davran\u0131\u015fsal analiz kullan\u0131r.<\/p>\n\n\n\n<p><strong>Taray\u0131c\u0131 Parmak \u0130zi<\/strong>: Kullan\u0131c\u0131 arac\u0131s\u0131, ekran \u00e7\u00f6z\u00fcn\u00fcrl\u00fc\u011f\u00fc, y\u00fckl\u00fc eklentiler ve JavaScript y\u00fcr\u00fctme kal\u0131plar\u0131 dahil olmak \u00fczere taray\u0131c\u0131 \u00f6zelliklerinin analizi.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Etkili Kar\u015f\u0131 \u00d6nlemler<\/h4>\n\n\n\n<p><strong>Vekil Rotasyon Stratejisi<\/strong>: RapidSeedbox gibi hizmetleri kullanmak, me\u015fru kullan\u0131c\u0131 trafi\u011fi olarak g\u00f6r\u00fcnen konut IP havuzlar\u0131na eri\u015fim sa\u011flar. 6,9+ milyon IP a\u011f\u0131ndan gelen konut proxy'leri, veri merkezi proxy'lerine k\u0131yasla alg\u0131lamay\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131r.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import random\nimport time\nfrom itertools import cycle\n\n# Proxy rotation setup\nproxy_list = &#91;\n    \"http:\/\/user:pass@proxy1.rapidseedbox.com:8080\",\n    \"http:\/\/user:pass@proxy2.rapidseedbox.com:8080\",\n    \"http:\/\/user:pass@proxy3.rapidseedbox.com:8080\"\n]\n\nproxy_cycle = cycle(proxy_list)\n\ndef get_next_proxy():\n    return next(proxy_cycle)\n\n# Implement in your scraper\nasync def scrape_with_rotation():\n    for i in range(10):\n        proxy = get_next_proxy()\n        # Configure your browser\/session with new proxy\n        # Perform scraping request\n        # Add random delay\n        await asyncio.sleep(random.uniform(5, 15))\n<\/code><\/pre>\n\n\n\n<p><strong>Kullan\u0131c\u0131 Arac\u0131s\u0131 Rotasyonu<\/strong>: Kal\u0131p alg\u0131lamay\u0131 \u00f6nlemek i\u00e7in taray\u0131c\u0131 imzalar\u0131n\u0131 de\u011fi\u015ftirin. Farkl\u0131 taray\u0131c\u0131lardan ve i\u015fletim sistemlerinden ger\u00e7ek kullan\u0131c\u0131 arac\u0131s\u0131 dizeleri kullan\u0131n.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>USER_AGENTS = &#91;\n    \"Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36 (KHTML, like Gecko) Chrome\/120.0.0.0 Safari\/537.36\",\n    \"Mozilla\/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit\/537.36 (KHTML, like Gecko) Chrome\/120.0.0.0 Safari\/537.36\",\n    \"Mozilla\/5.0 (Windows NT 10.0; Win64; x64; rv:121.0) Gecko\/20100101 Firefox\/121.0\"\n]\n\ndef get_random_user_agent():\n    return random.choice(USER_AGENTS)\n<\/code><\/pre>\n\n\n\n<p><strong>Davran\u0131\u015f Kal\u0131plar\u0131<\/strong>: De\u011fi\u015fken gecikmeler, ger\u00e7ek\u00e7i kayd\u0131rma d\u00fczenleri ve ara s\u0131ra kaz\u0131ma d\u0131\u015f\u0131 etkinliklerle insan tarama davran\u0131\u015f\u0131n\u0131 taklit edin.<\/p>\n\n\n\n<p><strong>Oturum Y\u00f6netimi<\/strong>: Uygun \u00e7erez kullan\u0131m\u0131 ile tutarl\u0131 oturumlar sa\u011flay\u0131n ve ayn\u0131 IP'den \u00e7ok fazla yeni oturum olu\u015fturmaktan ka\u00e7\u0131n\u0131n.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Geli\u015fmi\u015f Alg\u0131lama \u00d6nleme<\/h4>\n\n\n\n<p><strong>Talep Zamanlamas\u0131<\/strong>: H\u0131z s\u0131n\u0131rlar\u0131yla kar\u015f\u0131la\u015f\u0131ld\u0131\u011f\u0131nda \u00fcstel geri alma uygulay\u0131n. Daha uzun gecikmelerle ba\u015flay\u0131n ve ba\u015far\u0131 oranlar\u0131na g\u00f6re bunlar\u0131 kademeli olarak azalt\u0131n.<\/p>\n\n\n\n<p><strong>Co\u011frafi Konum Tutarl\u0131l\u0131\u011f\u0131<\/strong>: Proxy kullan\u0131rken, isteklerinizin co\u011frafi tutarl\u0131l\u0131\u011f\u0131 korudu\u011fundan emin olun. \u00dclkeler aras\u0131nda h\u0131zla ge\u00e7i\u015f yapmay\u0131n.<\/p>\n\n\n\n<p><strong>Taray\u0131c\u0131 Parmak \u0130zi Y\u00f6netimi<\/strong>: Taray\u0131c\u0131 parmak izi etkinli\u011fini azaltmak i\u00e7in undetected-chromedriver veya stealth plugins gibi ara\u00e7lar kullan\u0131n.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from selenium import webdriver\nfrom selenium_stealth import stealth\n\ndef create_stealth_driver():\n    options = webdriver.ChromeOptions()\n    options.add_argument(\"--headless\")\n    options.add_argument(\"--no-sandbox\")\n    options.add_argument(\"--disable-dev-shm-usage\")\n    \n    driver = webdriver.Chrome(options=options)\n    \n    stealth(driver,\n        languages=&#91;\"en-US\", \"en\"],\n        vendor=\"Google Inc.\",\n        platform=\"Win32\",\n        webgl_vendor=\"Intel Inc.\",\n        renderer=\"Intel Iris OpenGL Engine\",\n        fix_hairline=True,\n    )\n    \n    return driver\n<\/code><\/pre>\n\n\n\n<p><strong>Hata \u0130\u015fleme<\/strong>: Ge\u00e7ici engellemeler, kal\u0131c\u0131 yasaklar ve teknik sorunlar aras\u0131nda ayr\u0131m yapabilen zarif hata i\u015fleme uygulay\u0131n.<\/p>\n\n\n\n<p>RapidSeedbox gibi hizmetlerin konut proxy'leri, uygun taray\u0131c\u0131 gizleme teknikleri ve ger\u00e7ek\u00e7i davran\u0131\u015f kal\u0131plar\u0131n\u0131n birle\u015fimi, tespit risklerini en aza indirirken b\u00fcy\u00fck \u00f6l\u00e7ekli Twitter veri toplama i\u00e7in sa\u011flam bir temel olu\u015fturur.<\/p>\n\n\n\n<p>Twitter'\u0131n anti-bot \u00f6nlemlerinin geli\u015fmeye devam etti\u011fini unutmay\u0131n, bu nedenle ba\u015far\u0131l\u0131 kaz\u0131ma, bu tekniklerin mevcut platform davran\u0131\u015f\u0131na g\u00f6re s\u00fcrekli olarak uyarlanmas\u0131n\u0131 gerektirir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"6\">S\u0131k\u00e7a Sorulan Sorular<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1756213511967\"><strong class=\"schema-faq-question\">Twitter'\u0131 kaz\u0131mak yasal m\u0131?<\/strong> <p class=\"schema-faq-answer\">Twitter kaz\u0131ma yasal olarak gri bir alanda yer almaktad\u0131r. Twitter'\u0131n Hizmet \u015eartlar\u0131 otomatik veri toplamay\u0131 yasaklasa da kamuya a\u00e7\u0131k verilerin kaz\u0131nmas\u0131 otomatik olarak yasa d\u0131\u015f\u0131 de\u011fildir.<br\/><strong>Yasal riskler \u015funlar\u0131 i\u00e7erir:<\/strong><br\/>1. Kullan\u0131c\u0131 i\u00e7eri\u011fi \u00fczerinde telif hakk\u0131 ihlali<br\/>2. Baz\u0131 yarg\u0131 b\u00f6lgelerinde CFAA ihlalleri<br\/>3. Ki\u015fisel verilerle ilgili GDPR uyumluluk sorunlar\u0131<br\/><strong>Daha g\u00fcvenli yakla\u015f\u0131m<\/strong>: M\u00fcmk\u00fcn oldu\u011funda Twitter'\u0131n resmi API'sini kullan\u0131n, b\u00fcy\u00fck projeler i\u00e7in hukuk dan\u0131\u015fman\u0131na dan\u0131\u015f\u0131n ve me\u015fru ara\u015ft\u0131rma ama\u00e7lar\u0131 i\u00e7in kamuya a\u00e7\u0131k verilere odaklan\u0131n.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1756213526020\"><strong class=\"schema-faq-question\">X'i kaz\u0131mak i\u00e7in nas\u0131l kod yaz\u0131laca\u011f\u0131n\u0131 bilmem gerekiyor mu?<\/strong> <p class=\"schema-faq-answer\">Hay\u0131r, ancak kodlama daha iyi sonu\u00e7lar sa\u011flar.<br\/><strong>Kodsuz se\u00e7enekler<\/strong>: Taray\u0131c\u0131 otomasyon ara\u00e7lar\u0131 ve g\u00f6rsel i\u015f ak\u0131\u015f\u0131 olu\u015fturucular temel kaz\u0131ma i\u00e7in \u00e7al\u0131\u015f\u0131r ancak h\u0131z ve esneklik a\u00e7\u0131s\u0131ndan s\u0131n\u0131rl\u0131d\u0131r.<br\/><strong>Kodlama \u00e7\u00f6z\u00fcmleri<\/strong>: Selenium veya \u00f6zel k\u00fct\u00fcphaneler ile Python daha fazla kontrol, daha iyi anti-bot kullan\u0131m\u0131 ve daha y\u00fcksek ba\u015far\u0131 oranlar\u0131 sunar.<br\/><strong>En iyi yakla\u015f\u0131m<\/strong>: \u0130htiya\u00e7lar\u0131n\u0131z\u0131 test etmek i\u00e7in kodsuz ara\u00e7larla ba\u015flay\u0131n, ard\u0131ndan ciddi veri toplama i\u00e7in temel Python komut dosyas\u0131n\u0131 \u00f6\u011frenin.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1756213553081\"><strong class=\"schema-faq-question\">\u00dccretsiz Twitter API'sinin s\u0131n\u0131rlamalar\u0131 nelerdir?<\/strong> <p class=\"schema-faq-answer\">Twitter'\u0131n \u00fccretsiz API katman\u0131 ciddi k\u0131s\u0131tlamalara sahiptir:<br\/><strong>1<\/strong>. <strong>Oran s\u0131n\u0131rlar\u0131<\/strong>: \u00c7ok d\u00fc\u015f\u00fck ayl\u0131k talep kotalar\u0131<br\/><strong>2<\/strong>. <strong>Ge\u00e7mi\u015f veriler<\/strong>: Son tweetlerle s\u0131n\u0131rl\u0131 (genellikle ge\u00e7en hafta)<br\/><strong>3<\/strong>. <strong>\u00d6zellikler<\/strong>: Geli\u015fmi\u015f analizler veya etkile\u015fim \u00f6l\u00e7\u00fcmleri yok<br\/><strong>4<\/strong>. <strong>Eri\u015fim<\/strong>: Ba\u015fvuru onay\u0131 gerektirir<br\/>\u00c7o\u011fu ara\u015ft\u0131rma ve i\u015f kullan\u0131m durumu, \u00fccretsiz katman s\u0131n\u0131rlar\u0131n\u0131 a\u015farak \u00fccretli planlar\u0131 veya alternatif y\u00f6ntemleri gerekli k\u0131lar.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1756213580906\"><strong class=\"schema-faq-question\">Eski tweetleri nas\u0131l kaz\u0131yabilirim?<\/strong> <p class=\"schema-faq-answer\">Normal tarama yaln\u0131zca son i\u00e7erikleri g\u00f6sterdi\u011finden, ge\u00e7mi\u015f Twitter verileri \u00f6zel ara\u00e7lar gerektirir.<br\/><strong>En iyi ara\u00e7<\/strong>: <strong>Snscrape<\/strong> - Tarih aral\u0131\u011f\u0131 filtrelemesi ile y\u0131llar \u00f6ncesinden tweetlere eri\u015fen Python k\u00fct\u00fcphanesi.<br\/><strong>Di\u011fer se\u00e7enekler<\/strong>:<br\/>1. TwitterScraper k\u00fct\u00fcphanesi<br\/>2. Akademik Ara\u015ft\u0131rma API'si (kurumsal eri\u015fim gereklidir)<br\/>3. \u00dc\u00e7\u00fcnc\u00fc taraf ge\u00e7mi\u015f veri hizmetleri<br\/><strong>\u0130pucu<\/strong>: Tarihsel kaz\u0131ma daha yava\u015ft\u0131r ve bloklardan ka\u00e7\u0131nmak i\u00e7in dikkatli bir h\u0131z s\u0131n\u0131rlamas\u0131 gerektirir.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1756213600533\"><strong class=\"schema-faq-question\">Etik Twitter kaz\u0131ma i\u00e7in en iyi uygulamalar nelerdir?<\/strong> <p class=\"schema-faq-answer\"><strong>Temel uygulamalar<\/strong>:<br\/><strong>1.<\/strong> <strong>Oran s\u0131n\u0131rlama<\/strong>: \u0130stekler aras\u0131nda minimum 1-2 saniye<br\/><strong>2<\/strong>. <strong>Robots.txt'e sayg\u0131 g\u00f6sterin<\/strong>: Platform y\u00f6nergelerini takip edin<br\/><strong>3<\/strong>. <strong>Veri minimizasyonu<\/strong>: Sadece gerekli bilgileri toplay\u0131n<br\/><strong>4.<\/strong> <strong>Uygun gecikmeler<\/strong>: IP rotasyonu ve konut proxy'leri kullan\u0131n<br\/><strong>5<\/strong>. <strong>Hata i\u015fleme<\/strong>: Engellenmi\u015fse veya h\u0131z s\u0131n\u0131rl\u0131ysa kaz\u0131may\u0131 durdur<br\/><strong>Temel ilke<\/strong>: Her zaman \u00f6nce resmi API'leri deneyin, ard\u0131ndan Twitter'\u0131n altyap\u0131s\u0131na ve kullan\u0131c\u0131 gizlili\u011fine sayg\u0131 g\u00f6stererek sorumlu bir \u015fekilde kaz\u0131y\u0131n.<\/p> <\/div> <\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"Conclusion\">Sonu\u00e7<\/h2>\n\n\n\n<p>Twitter, web genelinde de\u011ferli bir sosyolojik bilgi kayna\u011f\u0131d\u0131r. Twitter'dan kaz\u0131nan bilgilerden yararlanarak, sat\u0131\u015flar\u0131n\u0131z\u0131 art\u0131rmak ve pazarlama stratejilerinizi geli\u015ftirmek i\u00e7in planlar\u0131n\u0131z\u0131 uyarlayabilirsiniz. Bu makalede, i\u015fletmeler veya ara\u015ft\u0131rmalar i\u00e7in de\u011ferli olabilecek verileri elde etmek i\u00e7in Twitter kaz\u0131ma i\u015fleminin farkl\u0131 y\u00f6nleri ve y\u00f6ntemleri hakk\u0131nda derinlemesine bir genel bak\u0131\u015f sunduk.<\/p>\n\n\n\n<p>\u00d6zetle, Twitter API v2'ye getirilen yeni s\u0131n\u0131rlamalara ve y\u00fcksek maliyetlere g\u00f6re, en iyi kaz\u0131y\u0131c\u0131y\u0131 se\u00e7mek zor olacakt\u0131r. Twitter API'sindeki daha geli\u015fmi\u015f \u00f6zelliklerden veya Twitter API'sine do\u011frudan ba\u011fl\u0131 olan \u00fc\u00e7\u00fcnc\u00fc taraf uygulamalardan ve Python k\u00fct\u00fcphanelerinden (Tweepy) yararlanabilirsiniz. <\/p>\n\n\n\n<p>Ancak yapabilece\u011finiz istek say\u0131s\u0131 kesinlikle s\u0131n\u0131rl\u0131d\u0131r. \u00d6te yandan, kamuya a\u00e7\u0131k verileri kaz\u0131mak istiyorsan\u0131z ve temel \u00f6zellikler ihtiya\u00e7lar\u0131n\u0131z\u0131 kar\u015f\u0131l\u0131yorsa, Snscrape Python k\u00fct\u00fcphanesi gibi se\u00e7enekler harika bir se\u00e7im olabilir.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center\"><strong>Twitter kaz\u0131y\u0131c\u0131n\u0131z\u0131 bir \u00fcst seviyeye ta\u015f\u0131maya haz\u0131r m\u0131s\u0131n\u0131z?<\/strong><\/h3>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-5\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.rapidseedbox.com\/tr\/proxy\/?blog=mastering-twitter-scraping\" style=\"background-color:#22c55e\"><strong>IPv6 Proxy'leri deneyin.<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:16px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u015eimdi, biraz e\u011flenelim!<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Bir kaz\u0131ma tanr\u0131s\u0131 m\u0131s\u0131n\u0131z yoksa tam bir \u00e7aylak m\u0131?<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><em>A\u015fa\u011f\u0131daki e\u011flenceli testi yap\u0131n ve kaz\u0131ma ki\u015fili\u011finizi \u00f6\u011frenin<\/em><\/h4>\n\n\n\n<div data-tf-live=\"01K20M8AMNZ7QGMNQWVGXX3BCH\"><\/div><script src=\"\/\/embed.typeform.com\/next\/embed.js\"><\/script>","protected":false},"excerpt":{"rendered":"<p>Kapsaml\u0131 k\u0131lavuzumuzla Twitter verilerinin g\u00fcc\u00fcn\u00fc ortaya \u00e7\u0131kar\u0131n. Twitter Kaz\u0131ma'n\u0131n ne oldu\u011funu, mevcut ara\u00e7lar\u0131 ve de\u011ferli i\u00e7g\u00f6r\u00fcler i\u00e7in etik hususlar\u0131 ke\u015ffedin. <\/p>","protected":false},"author":161,"featured_media":25710,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[39],"tags":[321,735,319,705,320],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Scrape Twitter (X) Data in 2026 [Python + Tools]<\/title>\n<meta name=\"description\" content=\"Learn how to scrape Twitter (X) data in 2026 using snscrape, Python libraries, and scraping tools. See real use cases and stay safe legally.\" \/>\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.rapidseedbox.com\/tr\/blog\/mastering-twitter-scraping\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Scrape Twitter (X) Data in 2026 [Python + Tools]\" \/>\n<meta property=\"og:description\" content=\"Learn how to scrape Twitter (X) data in 2026 using snscrape, Python libraries, and scraping tools. See real use cases and stay safe legally.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.rapidseedbox.com\/tr\/blog\/mastering-twitter-scraping\" \/>\n<meta property=\"og:site_name\" content=\"RapidSeedbox\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/RapidSeedbox\/\" \/>\n<meta property=\"article:published_time\" content=\"2024-01-30T20:51:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-20T07:37:07+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.rapidseedbox.com\/wp-content\/uploads\/Twitter-Scraping.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1748\" \/>\n\t<meta property=\"og:image:height\" content=\"906\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Farhad Pashaei\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@FarhadPashaei\" \/>\n<meta name=\"twitter:site\" content=\"@rapidseedbox\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Farhad Pashaei\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"16 dakika\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How to Scrape Twitter (X) Data in 2026 [Python + Tools]","description":"Learn how to scrape Twitter (X) data in 2026 using snscrape, Python libraries, and scraping tools. 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As a technophile, he also enjoys getting hands-on experience with a variety of electronic devices, including smartphones, laptops, accessories, wearables, printers, and so on. When he isn\u2019t writing, you can bet he\u2019s devouring information on products making their market foray, demonstrating his unquenchable thirst for technology.","sameAs":["https:\/\/www.instagram.com\/farhadpashaei\/","https:\/\/www.linkedin.com\/in\/farhad-pashaei-technology-writer\/","https:\/\/twitter.com\/FarhadPashaei"],"url":"https:\/\/www.rapidseedbox.com\/author\/farhad"},{"@type":"Question","@id":"https:\/\/www.rapidseedbox.com\/blog\/mastering-twitter-scraping#faq-question-1756213511967","position":1,"url":"https:\/\/www.rapidseedbox.com\/blog\/mastering-twitter-scraping#faq-question-1756213511967","name":"Is it legal to scrape Twitter?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Twitter scraping exists in a legal gray area. While Twitter's Terms of Service prohibit automated data collection, scraping publicly available data isn't automatically illegal.<br\/><strong>Legal risks include:<\/strong><br\/>1. Copyright infringement on user content<br\/>2. CFAA violations in some jurisdictions<br\/>3. GDPR compliance issues with personal data<br\/><strong>Safer approach<\/strong>: Use Twitter's official API when possible, consult legal counsel for large projects, and focus on publicly available data for legitimate research purposes.","inLanguage":"tr"},"inLanguage":"tr"},{"@type":"Question","@id":"https:\/\/www.rapidseedbox.com\/blog\/mastering-twitter-scraping#faq-question-1756213526020","position":2,"url":"https:\/\/www.rapidseedbox.com\/blog\/mastering-twitter-scraping#faq-question-1756213526020","name":"Do I need to know how to code to scrape X?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"No, but coding provides better results.<br\/><strong>No-code options<\/strong>: Browser automation tools and visual workflow builders work for basic scraping but are limited in speed and flexibility.<br\/><strong>Coding solutions<\/strong>: Python with Selenium or specialized libraries offers greater control, better anti-bot handling, and higher success rates.<br\/><strong>Best approach<\/strong>: Start with no-code tools to test your needs, then learn basic Python scripting for serious data collection.","inLanguage":"tr"},"inLanguage":"tr"},{"@type":"Question","@id":"https:\/\/www.rapidseedbox.com\/blog\/mastering-twitter-scraping#faq-question-1756213553081","position":3,"url":"https:\/\/www.rapidseedbox.com\/blog\/mastering-twitter-scraping#faq-question-1756213553081","name":"What are the limitations of the free Twitter API?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Twitter's free API tier has severe restrictions:<br\/><strong>1<\/strong>. <strong>Rate limits<\/strong>: Very low monthly request quotas<br\/><strong>2<\/strong>. <strong>Historical data<\/strong>: Limited to recent tweets (typically past week)<br\/><strong>3<\/strong>. <strong>Features<\/strong>: No advanced analytics or engagement metrics<br\/><strong>4<\/strong>. <strong>Access<\/strong>: Requires application approval<br\/>Most research and business use cases exceed free tier limits, making paid plans or alternative methods necessary.","inLanguage":"tr"},"inLanguage":"tr"},{"@type":"Question","@id":"https:\/\/www.rapidseedbox.com\/blog\/mastering-twitter-scraping#faq-question-1756213580906","position":4,"url":"https:\/\/www.rapidseedbox.com\/blog\/mastering-twitter-scraping#faq-question-1756213580906","name":"How can I scrape old tweets?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Historical Twitter data requires specialized tools since regular browsing only shows recent content.<br\/><strong>Best tool<\/strong>: <strong>Snscrape<\/strong> - Python library accessing tweets from years back with date range filtering.<br\/><strong>Other options<\/strong>:<br\/>1. TwitterScraper library<br\/>2. Academic Research API (institutional access required)<br\/>3. Third-party historical data services<br\/><strong>Tip<\/strong>: Historical scraping is slower and requires careful rate limiting to avoid blocks.","inLanguage":"tr"},"inLanguage":"tr"},{"@type":"Question","@id":"https:\/\/www.rapidseedbox.com\/blog\/mastering-twitter-scraping#faq-question-1756213600533","position":5,"url":"https:\/\/www.rapidseedbox.com\/blog\/mastering-twitter-scraping#faq-question-1756213600533","name":"What are the best practices for ethical Twitter scraping?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"<strong>Essential practices<\/strong>:<br\/><strong>1.<\/strong> <strong>Rate limiting<\/strong>: 1-2 seconds between requests minimum<br\/><strong>2<\/strong>. <strong>Respect robots.txt<\/strong>: Follow platform guidelines<br\/><strong>3<\/strong>. <strong>Data minimization<\/strong>: Collect only necessary information<br\/><strong>4.<\/strong> <strong>Proper delays<\/strong>: Use IP rotation and residential proxies<br\/><strong>5<\/strong>. <strong>Error handling<\/strong>: Stop scraping if blocked or rate-limited<br\/><strong>Key principle<\/strong>: Always try official APIs first, then scrape responsibly with respect for Twitter's infrastructure and user privacy.","inLanguage":"tr"},"inLanguage":"tr"}]}},"_links":{"self":[{"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/posts\/19249"}],"collection":[{"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/users\/161"}],"replies":[{"embeddable":true,"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/comments?post=19249"}],"version-history":[{"count":10,"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/posts\/19249\/revisions"}],"predecessor-version":[{"id":47704,"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/posts\/19249\/revisions\/47704"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/media\/25710"}],"wp:attachment":[{"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/media?parent=19249"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/categories?post=19249"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.rapidseedbox.com\/tr\/wp-json\/wp\/v2\/tags?post=19249"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}