{"id":14519,"date":"2025-03-07T23:17:25","date_gmt":"2025-03-07T20:17:25","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/"},"modified":"2025-03-07T23:17:25","modified_gmt":"2025-03-07T20:17:25","slug":"veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/","title":{"rendered":"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler"},"content":{"rendered":"<p><body><\/p>\n<p>Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler<\/p>\n<p>Veri, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131n\u0131n en de\u011ferli varl\u0131klar\u0131ndan biridir.  Ancak, ham verinin anlaml\u0131 bilgiye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi i\u00e7in etkili bir i\u015fleme s\u00fcrecine ihtiya\u00e7 vard\u0131r.  \u0130\u015fte bu noktada veri boru hatlar\u0131 (data pipelines) devreye girer.  Bir veri boru hatt\u0131, verinin farkl\u0131 kaynaklardan toplanmas\u0131, temizlenmesi, d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi, zenginle\u015ftirilmesi ve nihai hedefe iletilmesi i\u00e7in tasarlanm\u0131\u015f otomatik bir i\u015flem s\u00fcrecidir.<\/p>\n<h2>Veri Boru Hatt\u0131 Bile\u015fenleri<\/h2>\n<p>Genellikle, bir veri boru hatt\u0131 a\u015fa\u011f\u0131daki temel bile\u015fenlerden olu\u015fur:<\/p>\n<ul>\n<li><strong>Veri Kaynaklar\u0131:<\/strong> Verinin topland\u0131\u011f\u0131 noktalar (\u00f6rne\u011fin, veritabanlar\u0131, API&#8217;ler, dosya sistemleri, sens\u00f6rler).<\/li>\n<li><strong>Veri Toplama:<\/strong> Veri kaynaklar\u0131ndan verinin otomatik olarak toplanmas\u0131.<\/li>\n<li><strong>Veri Temizleme (Data Cleaning):<\/strong> Eksik verilerin tamamlanmas\u0131, hatal\u0131 verilerin d\u00fczeltilmesi ve tutars\u0131zl\u0131klar\u0131n giderilmesi.<\/li>\n<li><strong>Veri D\u00f6n\u00fc\u015ft\u00fcrme (Data Transformation):<\/strong> Verinin istenen formata d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi ve zenginle\u015ftirilmesi.  \u00d6rne\u011fin, farkl\u0131 birimlerden gelen verilerin standardize edilmesi veya yeni \u00f6zelliklerin olu\u015fturulmas\u0131.<\/li>\n<li><strong>Veri Depolama:<\/strong> \u0130\u015flenmi\u015f verinin sakland\u0131\u011f\u0131 yer (\u00f6rne\u011fin, veritabanlar\u0131, veri g\u00f6ller, bulut depolama).<\/li>\n<li><strong>G\u00f6zetim ve \u0130zleme (Monitoring):<\/strong>  Boru hatt\u0131n\u0131n performans\u0131n\u0131n izlenmesi ve olas\u0131 sorunlar\u0131n tespit edilmesi.<\/li>\n<\/ul>\n<h2>ETL ve ELT Yakla\u015f\u0131mlar\u0131<\/h2>\n<p>Veri boru hatlar\u0131 genellikle ETL (Extract, Transform, Load) veya ELT (Extract, Load, Transform) yakla\u015f\u0131mlar\u0131 kullan\u0131larak uygulan\u0131r.  ETL&#8217;de, veri \u00f6nce d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr ve daha sonra depolan\u0131rken, ELT&#8217;de ise veri \u00f6nce depolan\u0131r ve daha sonra d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr.  Hangisinin kullan\u0131laca\u011f\u0131, veri hacmine, veri kalitesine ve performans gereksinimlerine ba\u011fl\u0131d\u0131r.  B\u00fcy\u00fck veri hacimleri i\u00e7in ELT daha verimli olabilir. <\/p>\n<h2>Veri Boru Hatt\u0131 \u00d6rnekleri<\/h2>\n<p>Veri boru hatlar\u0131 bir\u00e7ok farkl\u0131 alanda kullan\u0131l\u0131r. \u00d6rnekler:<\/p>\n<ul>\n<li><strong>E-ticaret:<\/strong> M\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131n analiz edilmesi i\u00e7in sat\u0131\u015f verilerinin i\u015flenmesi.<\/li>\n<li><strong>Finans:<\/strong>  Risk y\u00f6netimi ve doland\u0131r\u0131c\u0131l\u0131k tespiti i\u00e7in finansal verilerin analizi.<\/li>\n<li><strong>Sa\u011fl\u0131k:<\/strong> Hastalar\u0131n t\u0131bbi kay\u0131tlar\u0131n\u0131n y\u00f6netimi ve analiz edilmesi.<\/li>\n<li><strong>\u00dcretim:<\/strong>  \u00dcretim s\u00fcre\u00e7lerinin optimize edilmesi i\u00e7in sens\u00f6r verilerinin i\u015flenmesi.<\/li>\n<\/ul>\n<h2>Pop\u00fcler Veri Boru Hatt\u0131 Ara\u00e7lar\u0131<\/h2>\n<p>Bir\u00e7ok farkl\u0131 ara\u00e7 ve teknoloji veri boru hatlar\u0131n\u0131n olu\u015fturulmas\u0131 ve y\u00f6netilmesi i\u00e7in kullan\u0131labilir.  Bunlardan baz\u0131lar\u0131:<\/p>\n<ul>\n<li><strong>Apache Kafka:<\/strong>  Ger\u00e7ek zamanl\u0131 veri ak\u0131\u015flar\u0131 i\u00e7in kullan\u0131l\u0131r.<\/li>\n<li><strong>Apache Spark:<\/strong>  B\u00fcy\u00fck veri k\u00fcmelerini i\u015flemede kullan\u0131l\u0131r.<\/li>\n<li><strong>AWS Glue:<\/strong>  AWS bulut platformunda veri boru hatlar\u0131n\u0131n olu\u015fturulmas\u0131 ve y\u00f6netilmesi i\u00e7in kullan\u0131l\u0131r.<\/li>\n<li><strong>Azure Data Factory:<\/strong>  Azure bulut platformunda veri boru hatlar\u0131n\u0131n olu\u015fturulmas\u0131 ve y\u00f6netilmesi i\u00e7in kullan\u0131l\u0131r.<\/li>\n<\/ul>\n<h2>Veri Boru Hatt\u0131 Tasar\u0131m\u0131 ve Uygulamas\u0131<\/h2>\n<p>Ba\u015far\u0131l\u0131 bir veri boru hatt\u0131 tasar\u0131m\u0131 i\u00e7in dikkat edilmesi gereken \u00f6nemli hususlar vard\u0131r. \u0130yi bir tasar\u0131m, \u00f6l\u00e7eklenebilir, g\u00fcvenilir ve bak\u0131m\u0131 kolay olmal\u0131d\u0131r.  Ayr\u0131ca, veri kalitesi ve g\u00fcvenli\u011fi de dikkate al\u0131nmal\u0131d\u0131r. Uygulama a\u015famas\u0131nda ise, se\u00e7ilen ara\u00e7lar\u0131n do\u011fru \u015fekilde yap\u0131land\u0131r\u0131lmas\u0131 ve test edilmesi \u00f6nemlidir. <\/p>\n<p>Veri boru hatlar\u0131, karma\u015f\u0131k s\u00fcre\u00e7ler olabilir.  Ancak, do\u011fru ara\u00e7lar ve stratejiler kullan\u0131ld\u0131\u011f\u0131nda, veriden de\u011ferli bilgiler elde edilmesini sa\u011flayarak i\u015f kararlar\u0131n\u0131 iyile\u015ftirmeye yard\u0131mc\u0131 olurlar.<\/p>\n<p>Daha fazla bilgi i\u00e7in  <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a>  sitesini ziyaret edebilirsiniz.<\/p>\n<p><b>Referanslar:<\/b><\/p>\n<ul>\n<li><a href=\"https:\/\/dev.to\/sthefanyspina\/pipeline-de-dados-1j68\">https:\/\/dev.to\/sthefanyspina\/pipeline-de-dados-1j68<\/a><\/li>\n<\/ul>\n<p>#Etiketler: Veri Boru Hatt\u0131, Pipeline, Veri \u0130\u015fleme, Veri Entegrasyonu, B\u00fcy\u00fck Veri, Veri Analiti\u011fi, ETL, ELT, Apache Kafka, Apache Spark, Veritaban\u0131, Data Cleaning, Data Transformation, AWS Glue, Azure Data Factory<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler Veri, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131n\u0131n en de\u011ferli varl\u0131klar\u0131ndan biridir. Ancak, ham verinin&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-14519","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler<\/title>\n<meta name=\"description\" content=\"Veri, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131n\u0131n en de\u011ferli varl\u0131klar\u0131ndan biridir. Ancak, ham verinin anlaml\u0131 bilgiye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi i\u00e7in etkili bir i\u015fleme s\u00fcrecine ihtiya\u00e7 vard\u0131r. \u0130\u015fte bu noktada veri boru hatlar\u0131 (data pipelines) devreye girer. Bir veri boru hatt\u0131, verinin farkl\u0131 kaynaklardan toplanmas\u0131, temizlenmesi, d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi, zenginle\u015ftirilmesi ve nihai hedefe iletilmesi i\u00e7in tasarlanm\u0131\u015f otomatik bir i\u015flem s\u00fcrecidir.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler\" \/>\n<meta property=\"og:description\" content=\"Veri, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131n\u0131n en de\u011ferli varl\u0131klar\u0131ndan biridir. Ancak, ham verinin anlaml\u0131 bilgiye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi i\u00e7in etkili bir i\u015fleme s\u00fcrecine ihtiya\u00e7 vard\u0131r. \u0130\u015fte bu noktada veri boru hatlar\u0131 (data pipelines) devreye girer. Bir veri boru hatt\u0131, verinin farkl\u0131 kaynaklardan toplanmas\u0131, temizlenmesi, d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi, zenginle\u015ftirilmesi ve nihai hedefe iletilmesi i\u00e7in tasarlanm\u0131\u015f otomatik bir i\u015flem s\u00fcrecidir.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-07T20:17:25+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler\",\"datePublished\":\"2025-03-07T20:17:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/\"},\"wordCount\":628,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/\",\"name\":\"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-07T20:17:25+00:00\",\"description\":\"Veri, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131n\u0131n en de\u011ferli varl\u0131klar\u0131ndan biridir. Ancak, ham verinin anlaml\u0131 bilgiye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi i\u00e7in etkili bir i\u015fleme s\u00fcrecine ihtiya\u00e7 vard\u0131r. \u0130\u015fte bu noktada veri boru hatlar\u0131 (data pipelines) devreye girer. Bir veri boru hatt\u0131, verinin farkl\u0131 kaynaklardan toplanmas\u0131, temizlenmesi, d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi, zenginle\u015ftirilmesi ve nihai hedefe iletilmesi i\u00e7in tasarlanm\u0131\u015f otomatik bir i\u015flem s\u00fcrecidir.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler","description":"Veri, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131n\u0131n en de\u011ferli varl\u0131klar\u0131ndan biridir. Ancak, ham verinin anlaml\u0131 bilgiye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi i\u00e7in etkili bir i\u015fleme s\u00fcrecine ihtiya\u00e7 vard\u0131r. \u0130\u015fte bu noktada veri boru hatlar\u0131 (data pipelines) devreye girer. Bir veri boru hatt\u0131, verinin farkl\u0131 kaynaklardan toplanmas\u0131, temizlenmesi, d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi, zenginle\u015ftirilmesi ve nihai hedefe iletilmesi i\u00e7in tasarlanm\u0131\u015f otomatik bir i\u015flem s\u00fcrecidir.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/","og_locale":"tr_TR","og_type":"article","og_title":"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler","og_description":"Veri, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131n\u0131n en de\u011ferli varl\u0131klar\u0131ndan biridir. Ancak, ham verinin anlaml\u0131 bilgiye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi i\u00e7in etkili bir i\u015fleme s\u00fcrecine ihtiya\u00e7 vard\u0131r. \u0130\u015fte bu noktada veri boru hatlar\u0131 (data pipelines) devreye girer. Bir veri boru hatt\u0131, verinin farkl\u0131 kaynaklardan toplanmas\u0131, temizlenmesi, d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi, zenginle\u015ftirilmesi ve nihai hedefe iletilmesi i\u00e7in tasarlanm\u0131\u015f otomatik bir i\u015flem s\u00fcrecidir.","og_url":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-03-07T20:17:25+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler","datePublished":"2025-03-07T20:17:25+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/"},"wordCount":628,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/","url":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/","name":"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-03-07T20:17:25+00:00","description":"Veri, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131n\u0131n en de\u011ferli varl\u0131klar\u0131ndan biridir. Ancak, ham verinin anlaml\u0131 bilgiye d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi i\u00e7in etkili bir i\u015fleme s\u00fcrecine ihtiya\u00e7 vard\u0131r. \u0130\u015fte bu noktada veri boru hatlar\u0131 (data pipelines) devreye girer. Bir veri boru hatt\u0131, verinin farkl\u0131 kaynaklardan toplanmas\u0131, temizlenmesi, d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi, zenginle\u015ftirilmesi ve nihai hedefe iletilmesi i\u00e7in tasarlanm\u0131\u015f otomatik bir i\u015flem s\u00fcrecidir.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/veri-boru-hatti-pipeline-tasarim-uygulama-ve-ornekler\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Veri Boru Hatt\u0131 (Pipeline): Tasar\u0131m, Uygulama ve \u00d6rnekler"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/14519","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=14519"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/14519\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=14519"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=14519"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=14519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}