{"id":8908,"date":"2025-01-07T18:15:13","date_gmt":"2025-01-07T15:15:13","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma\/"},"modified":"2025-01-07T18:15:13","modified_gmt":"2025-01-07T15:15:13","slug":"apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma\/","title":{"rendered":"Apache Flink ve Scala ile Ger\u00e7ek Zamanl\u0131 Basit Veri Pipelini Olu\u015fturma"},"content":{"rendered":"<p><body><\/p>\n<p>Apache Flink ve Scala ile Ger\u00e7ek Zamanl\u0131 Basit Veri Pipelini Olu\u015fturma<\/p>\n<p>Bu makalede, Apache Flink ve Scala 3 kullanarak Google Pub\/Sub mesaj kuyru\u011funu bir mesaj arac\u0131 olarak kullanan basit bir ger\u00e7ek zamanl\u0131 veri i\u015fleme pipeline&#8217;\u0131 nas\u0131l olu\u015fturaca\u011f\u0131n\u0131z\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131m.  \u00d6ncelikle, gerekli bile\u015fenleri ve kurulum ad\u0131mlar\u0131n\u0131 ele alaca\u011f\u0131z. Ard\u0131ndan, \u00f6rnek bir uygulama geli\u015ftirerek, verilerin Pub\/Sub&#8217;dan Flink&#8217;e nas\u0131l aktar\u0131ld\u0131\u011f\u0131n\u0131 ve i\u015flendi\u011fini g\u00f6sterece\u011fiz.  Son olarak,  performans iyile\u015ftirmeleri ve olas\u0131 sorunlar hakk\u0131nda baz\u0131 ipu\u00e7lar\u0131 payla\u015faca\u011f\u0131m.<\/p>\n<h2>Gerekli Bile\u015fenler ve Kurulum<\/h2>\n<p>Bu pipeline&#8217;\u0131 olu\u015fturmak i\u00e7in a\u015fa\u011f\u0131daki bile\u015fenlere ihtiyac\u0131n\u0131z olacak:<\/p>\n<ul>\n<li><strong>Java Development Kit (JDK):<\/strong> Flink&#8217;in \u00e7al\u0131\u015fmas\u0131 i\u00e7in gereklidir.  JDK 11 veya \u00fczeri \u00f6nerilir.<\/li>\n<li><strong>Apache Maven veya Gradle:<\/strong>  Proje ba\u011f\u0131ml\u0131l\u0131klar\u0131n\u0131 y\u00f6netmek i\u00e7in kullanaca\u011f\u0131m\u0131z bir ara\u00e7t\u0131r.<\/li>\n<li><strong>Apache Flink:<\/strong> Ger\u00e7ek zamanl\u0131 veri i\u015fleme \u00e7er\u00e7evemiz. <a href=\"https:\/\/flink.apache.org\/\" target=\"_blank\">Apache Flink resmi web sitesinden<\/a> indirebilirsiniz.<\/li>\n<li><strong>Scala 3:<\/strong> Programlama dilimiz. <a href=\"https:\/\/www.scala-lang.org\/\" target=\"_blank\">Scala resmi web sitesinden<\/a> daha fazla bilgi edinebilirsiniz.<\/li>\n<li><strong>Google Cloud Platform (GCP) hesab\u0131 ve Pub\/Sub etkinle\u015ftirilmi\u015f bir proje:<\/strong> Mesaj kuyru\u011fumuz i\u00e7in gereklidir.<\/li>\n<\/ul>\n<p>B\u00fct\u00fcn bile\u015fenleri kurduktan sonra,  bir Flink projesi olu\u015fturabilir ve gerekli ba\u011f\u0131ml\u0131l\u0131klar\u0131 ekleyebilirsiniz.  Bu noktada Maven veya Gradle kullan\u0131m\u0131 olduk\u00e7a kolayla\u015ft\u0131racakt\u0131r.<\/p>\n<h2>Basit Bir Flink Uygulamas\u0131<\/h2>\n<p>\u015eimdi, Pub\/Sub&#8217;dan veri alan ve bu verileri i\u015fleyen basit bir Flink uygulamas\u0131 olu\u015ftural\u0131m.  A\u015fa\u011f\u0131daki kod par\u00e7as\u0131, Pub\/Sub&#8217;dan gelen mesajlar\u0131 al\u0131p konsola yazd\u0131ran bir Flink uygulamas\u0131n\u0131n temelini olu\u015fturmaktad\u0131r:<\/p>\n<pre><code class=\"language-scala\">\n\/\/ Bu k\u0131s\u0131m, ger\u00e7ek bir uygulamada daha detayl\u0131 olacakt\u0131r.\n\/\/ Google Cloud Pub\/Sub ile etkile\u015fim i\u00e7in gerekli ba\u011f\u0131ml\u0131l\u0131klar\u0131 eklemeniz gerekecektir.\n\/\/ \u00d6rnek olarak;  org.apache.flink:flink-connector-gcp-pubsub ba\u011f\u0131ml\u0131l\u0131\u011f\u0131n\u0131 ekleyebilirsiniz.\n\n\/\/ ... gerekli importlar ...\n\nobject PubSubToFlink {\n  def main(args: Array[String]): Unit = {\n    \/\/ Flink ortam\u0131n\u0131 olu\u015fturun.\n    val env = StreamExecutionEnvironment.getExecutionEnvironment\n\n    \/\/ Pub\/Sub okuyucuyu olu\u015fturun ve verileri okuyun.\n    val pubSubSource = ... \/\/Pub\/Sub okuyucu konfig\u00fcrasyonu burada ger\u00e7ekle\u015fecek\n\n    \/\/ Verileri i\u015fleyin\n    val processedStream = pubSubSource.map(message => {\n      println(message) \/\/ Mesajlar\u0131 konsola yazd\u0131r\n      message\n    })\n\n\n    \/\/ \u0130\u015flenmi\u015f verileri yazd\u0131r\u0131n (gerekiyorsa)\n    processedStream.print()\n\n    \/\/ Uygulamay\u0131 \u00e7al\u0131\u015ft\u0131r\u0131n\n    env.execute(\"PubSubToFlink\")\n  }\n}\n<\/code><\/pre>\n<p>Bu basit \u00f6rnekte, Pub\/Sub&#8217;dan al\u0131nan mesajlar do\u011frudan konsola yazd\u0131r\u0131l\u0131yor.  Ger\u00e7ek d\u00fcnya uygulamalar\u0131nda, bu mesajlar daha karma\u015f\u0131k bir \u015fekilde i\u015flenebilir, veritabanlar\u0131na yaz\u0131labilir veya ba\u015fka sistemlerle entegre edilebilir.  Bu a\u015famada,  hata y\u00f6netimi ve performans optimizasyonu gibi \u00f6nemli konulara odaklanmak olduk\u00e7a \u00f6nemlidir.  \u00d6rne\u011fin, b\u00fcy\u00fck \u00f6l\u00e7ekli uygulamalarda paralel i\u015fleme ve durum y\u00f6netimi tekniklerini kullanmak performans\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131rabilir.<\/p>\n<h2>Performans \u0130pu\u00e7lar\u0131 ve Sorun Giderme<\/h2>\n<p>Uygulaman\u0131z\u0131n performans\u0131n\u0131 optimize etmek i\u00e7in a\u015fa\u011f\u0131daki ipu\u00e7lar\u0131n\u0131 g\u00f6z \u00f6n\u00fcnde bulundurun:<\/p>\n<ul>\n<li>Paralel i\u015flemeyi etkinle\u015ftirin.<\/li>\n<li>Uygun bir durum y\u00f6netimi stratejisi se\u00e7in.<\/li>\n<li>Veri i\u015fleme i\u015flemlerini optimize edin.<\/li>\n<li>Hata y\u00f6netimi mekanizmalar\u0131 uygulay\u0131n.<\/li>\n<\/ul>\n<p>Sorun giderme s\u00fcrecinde, Flink&#8217;in sa\u011flad\u0131\u011f\u0131 log dosyalar\u0131n\u0131 ve izleme ara\u00e7lar\u0131n\u0131 kullanarak sorunlar\u0131 tespit edebilirsiniz.  Ayr\u0131ca, Flink toplulu\u011fundan ve dok\u00fcmantasyonundan da destek alabilirsiniz.<\/p>\n<p>Umar\u0131m bu makale, Apache Flink ve Scala ile basit bir ger\u00e7ek zamanl\u0131 veri pipeline&#8217;\u0131 olu\u015fturman\u0131za yard\u0131mc\u0131 olmu\u015ftur.  Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\" target=\"_blank\">web sitemi<\/a> ziyaret edebilir veya <a href=\"https:\/\/flink.apache.org\/docs\/latest\/\" target=\"_blank\">Apache Flink resmi dok\u00fcmantasyonuna<\/a> g\u00f6z atabilirsiniz. Ba\u015fka sorular\u0131n\u0131z varsa, yorumlarda sorabilirsiniz.<\/p>\n<p>#Etiketler: Apache Flink, Scala, Google Pub\/Sub, Ger\u00e7ek Zamanl\u0131 Veri \u0130\u015fleme, Veri Pipeline, B\u00fcy\u00fck Veri, Data Pipeline, Stream Processing<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Apache Flink ve Scala ile Ger\u00e7ek Zamanl\u0131 Basit Veri Pipelini Olu\u015fturma Bu makalede, Apache Flink ve Scala 3&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-8908","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>Apache Flink ve Scala ile Ger\u00e7ek Zamanl\u0131 Basit Veri Pipelini Olu\u015fturma<\/title>\n<meta name=\"description\" content=\"Bu makalede, Apache Flink ve Scala 3 kullanarak Google Pub\/Sub mesaj kuyru\u011funu bir mesaj arac\u0131 olarak kullanan basit bir ger\u00e7ek zamanl\u0131 veri i\u015fleme pipeline&#039;\u0131 nas\u0131l olu\u015fturaca\u011f\u0131n\u0131z\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131m. \u00d6ncelikle, gerekli bile\u015fenleri ve kurulum ad\u0131mlar\u0131n\u0131 ele alaca\u011f\u0131z. Ard\u0131ndan, \u00f6rnek bir uygulama geli\u015ftirerek, verilerin Pub\/Sub&#039;dan Flink&#039;e nas\u0131l aktar\u0131ld\u0131\u011f\u0131n\u0131 ve i\u015flendi\u011fini g\u00f6sterece\u011fiz. Son olarak, performans iyile\u015ftirmeleri ve olas\u0131 sorunlar hakk\u0131nda baz\u0131 ipu\u00e7lar\u0131 payla\u015faca\u011f\u0131m.\" \/>\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\/apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Apache Flink ve Scala ile Ger\u00e7ek Zamanl\u0131 Basit Veri Pipelini Olu\u015fturma\" \/>\n<meta property=\"og:description\" content=\"Bu makalede, Apache Flink ve Scala 3 kullanarak Google Pub\/Sub mesaj kuyru\u011funu bir mesaj arac\u0131 olarak kullanan basit bir ger\u00e7ek zamanl\u0131 veri i\u015fleme pipeline&#039;\u0131 nas\u0131l olu\u015fturaca\u011f\u0131n\u0131z\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131m. \u00d6ncelikle, gerekli bile\u015fenleri ve kurulum ad\u0131mlar\u0131n\u0131 ele alaca\u011f\u0131z. Ard\u0131ndan, \u00f6rnek bir uygulama geli\u015ftirerek, verilerin Pub\/Sub&#039;dan Flink&#039;e nas\u0131l aktar\u0131ld\u0131\u011f\u0131n\u0131 ve i\u015flendi\u011fini g\u00f6sterece\u011fiz. Son olarak, performans iyile\u015ftirmeleri ve olas\u0131 sorunlar hakk\u0131nda baz\u0131 ipu\u00e7lar\u0131 payla\u015faca\u011f\u0131m.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-01-07T15:15:13+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\/apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Apache Flink ve Scala ile Ger\u00e7ek Zamanl\u0131 Basit Veri Pipelini Olu\u015fturma\",\"datePublished\":\"2025-01-07T15:15:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma\/\"},\"wordCount\":533,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/apache-flink-ve-scala-ile-gercek-zamanli-basit-veri-pipelini-olusturma\/\",\"name\":\"Apache Flink ve Scala ile Ger\u00e7ek Zamanl\u0131 Basit Veri Pipelini Olu\u015fturma\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-01-07T15:15:13+00:00\",\"description\":\"Bu makalede, Apache Flink ve Scala 3 kullanarak Google Pub\/Sub mesaj kuyru\u011funu bir mesaj arac\u0131 olarak kullanan basit bir ger\u00e7ek zamanl\u0131 veri i\u015fleme pipeline'\u0131 nas\u0131l olu\u015fturaca\u011f\u0131n\u0131z\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131m. \u00d6ncelikle, gerekli bile\u015fenleri ve kurulum ad\u0131mlar\u0131n\u0131 ele alaca\u011f\u0131z. 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