{"id":14926,"date":"2025-03-12T04:45:15","date_gmt":"2025-03-12T01:45:15","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar\/"},"modified":"2025-03-12T04:45:15","modified_gmt":"2025-03-12T01:45:15","slug":"akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar\/","title":{"rendered":"Ak\u0131\u015f Verisi \u0130\u015fleme ve Toplu \u0130\u015fleme Aras\u0131ndaki Farklar"},"content":{"rendered":"<p>Ak\u0131\u015f Verisi \u0130\u015fleme ve Toplu \u0130\u015fleme Aras\u0131ndaki Farklar<\/p>\n<p>Veri i\u015fleme d\u00fcnyas\u0131nda iki temel yakla\u015f\u0131m vard\u0131r: Ak\u0131\u015f verisi i\u015fleme ve toplu i\u015fleme.  Bu iki y\u00f6ntem aras\u0131nda \u00f6nemli farkl\u0131l\u0131klar bulunur ve hangi y\u00f6ntemin kullan\u0131laca\u011f\u0131, verinin do\u011fas\u0131na ve i\u015f gereksinimlerine ba\u011fl\u0131d\u0131r.  Bu makalede, ak\u0131\u015f verisi i\u015fleme ve toplu i\u015flenmeyi ayr\u0131nt\u0131l\u0131 olarak ele alacak,  farklar\u0131n\u0131 a\u00e7\u0131klayacak ve  hangi senaryolar i\u00e7in en uygun oldu\u011funu belirleyece\u011fiz.<\/p>\n<h2>Toplu \u0130\u015fleme (Batch Processing)<\/h2>\n<p>Toplu i\u015fleme, b\u00fcy\u00fck veri k\u00fcmelerini \u00f6nceden belirlenmi\u015f zaman aral\u0131klar\u0131nda i\u015fleyen bir y\u00f6ntemdir.  \u00d6rne\u011fin, g\u00fcnl\u00fck sat\u0131\u015f verileri, gece boyunca toplu olarak i\u015flenebilir ve raporlar ertesi g\u00fcn olu\u015fturulabilir.  Bu y\u00f6ntem, verilerin \u00f6nceden toplanmas\u0131 ve i\u015flenmesi gerekti\u011fi i\u00e7in gecikme i\u00e7erir. Ancak, kaynaklar a\u00e7\u0131s\u0131ndan daha verimli olabilir ve daha karma\u015f\u0131k i\u015fleme g\u00f6revleri i\u00e7in uygundur.  Toplu i\u015fleme, genellikle b\u00fcy\u00fck veri depolar\u0131 ve Hadoop gibi teknolojiler kullan\u0131larak ger\u00e7ekle\u015ftirilir.<\/p>\n<p>\u00d6zetle, toplu i\u015fleme, i\u015flem gecikmesine tolerans g\u00f6sterilen ve verimlili\u011fi \u00f6nceliklendiren durumlarda ideal bir \u00e7\u00f6z\u00fcmd\u00fcr. \u00d6rne\u011fin, g\u00fcnl\u00fck raporlama, ayl\u0131k analizler gibi i\u015flemler i\u00e7in uygundur.  Ancak, ger\u00e7ek zamanl\u0131 karar alma gerektiren uygulamalar i\u00e7in uygun de\u011fildir.<\/p>\n<h2>Ak\u0131\u015f Verisi \u0130\u015fleme (Stream Processing)<\/h2>\n<p>Ak\u0131\u015f verisi i\u015fleme ise, verilerin ger\u00e7ek zamanl\u0131 olarak veya \u00e7ok d\u00fc\u015f\u00fck gecikmeyle i\u015flendi\u011fi bir y\u00f6ntemdir.  Veriler, s\u00fcrekli bir ak\u0131\u015f halinde gelir ve hemen i\u015flenir.  \u00d6rne\u011fin, bir sosyal medya platformunda, kullan\u0131c\u0131 g\u00f6nderileri ger\u00e7ek zamanl\u0131 olarak analiz edilerek trendleri tespit edilebilir.  Ak\u0131\u015f verisi i\u015fleme, genellikle d\u00fc\u015f\u00fck gecikmeli i\u015fleme ve h\u0131zl\u0131 yan\u0131t s\u00fcresi gerektiren uygulamalar i\u00e7in kullan\u0131l\u0131r.  Bu y\u00f6ntem, Apache Kafka, Apache Flink ve Apache Spark Streaming gibi teknolojiler ile ger\u00e7ekle\u015ftirilebilir.<\/p>\n<p>Sonu\u00e7 olarak, ak\u0131\u015f verisi i\u015fleme, ger\u00e7ek zamanl\u0131 yan\u0131t gerektiren durumlarda  m\u00fckemmel bir \u00e7\u00f6z\u00fcmd\u00fcr.  \u00d6rne\u011fin, doland\u0131r\u0131c\u0131l\u0131k tespiti, hisse senedi ticareti ve internet reklamc\u0131l\u0131\u011f\u0131 gibi alanlarda kullan\u0131l\u0131r.  Ancak, toplu i\u015flemeyle kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131\u011f\u0131nda, daha fazla kaynak t\u00fcketebilir. <\/p>\n<h2>Toplu \u0130\u015fleme ve Ak\u0131\u015f Verisi \u0130\u015flemenin Kar\u015f\u0131la\u015ft\u0131r\u0131lmas\u0131<\/h2>\n<table>\n<tr>\n<th>\u00d6zellik<\/th>\n<th>Toplu \u0130\u015fleme<\/th>\n<th>Ak\u0131\u015f Verisi \u0130\u015fleme<\/th>\n<\/tr>\n<tr>\n<td>\u0130\u015fleme H\u0131z\u0131<\/td>\n<td>Yava\u015f<\/td>\n<td>H\u0131zl\u0131<\/td>\n<\/tr>\n<tr>\n<td>Gecikme<\/td>\n<td>Y\u00fcksek<\/td>\n<td>D\u00fc\u015f\u00fck<\/td>\n<\/tr>\n<tr>\n<td>Kaynak Kullan\u0131m\u0131<\/td>\n<td>Daha az<\/td>\n<td>Daha fazla<\/td>\n<\/tr>\n<tr>\n<td>Uygun Senaryolar<\/td>\n<td>G\u00fcnl\u00fck raporlama, ayl\u0131k analizler<\/td>\n<td>Doland\u0131r\u0131c\u0131l\u0131k tespiti, hisse senedi ticareti<\/td>\n<\/tr>\n<\/table>\n<p>Yukar\u0131daki tabloda, iki y\u00f6ntem aras\u0131ndaki temel farklar \u00f6zetlenmi\u015ftir.  Se\u00e7ilecek y\u00f6ntem, i\u015f gereksinimlerine ve verilerin do\u011fas\u0131na ba\u011fl\u0131 olarak de\u011fi\u015fir.  Baz\u0131 durumlarda, hibrit bir yakla\u015f\u0131m kullanmak daha uygun olabilir. <\/p>\n<p>\u00d6rne\u011fin, b\u00fcy\u00fck miktarda verinin toplu olarak i\u015flenmesi ve ayn\u0131 zamanda \u00f6nemli olaylar\u0131n ger\u00e7ek zamanl\u0131 olarak i\u015flenmesi gerekebilir.  Bu t\u00fcr durumlarda, her iki y\u00f6ntemin avantajlar\u0131ndan yararlan\u0131labilir.<\/p>\n<p>Daha fazla bilgi i\u00e7in  <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a>  sitesini ziyaret edebilirsiniz. Ayr\u0131ca, konu hakk\u0131nda daha detayl\u0131 bilgi edinmek i\u00e7in <a href=\"https:\/\/dev.to\/puratabla\/how-does-streaming-data-differ-from-batch-processing-o32\">bu kayna\u011fa<\/a> da g\u00f6z atabilirsiniz.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Ak\u0131\u015f verisi i\u015fleme ve toplu i\u015fleme, veri i\u015flemede kullan\u0131lan iki farkl\u0131 y\u00f6ntemdir.  Hangisinin daha uygun oldu\u011fu, verilerin do\u011fas\u0131na ve i\u015f gereksinimlerine ba\u011fl\u0131d\u0131r.  Her iki y\u00f6ntemin de kendine \u00f6zg\u00fc avantajlar\u0131 ve dezavantajlar\u0131 vard\u0131r ve do\u011fru y\u00f6ntemin se\u00e7ilmesi, ba\u015far\u0131l\u0131 bir veri i\u015fleme stratejisi i\u00e7in olduk\u00e7a \u00f6nemlidir.  Bu makalede ele al\u0131nan bilgiler,  hangi y\u00f6ntemin hangi senaryo i\u00e7in en uygun oldu\u011funa karar vermenize yard\u0131mc\u0131 olacakt\u0131r.<\/p>\n<p><b>Fatih Soysal<\/b><\/p>\n<p>#Etiketler: Ak\u0131\u015f Verisi \u0130\u015fleme, Toplu \u0130\u015fleme, Batch Processing, Stream Processing, Veri \u0130\u015fleme, Ger\u00e7ek Zamanl\u0131 \u0130\u015fleme, B\u00fcy\u00fck Veri, Apache Kafka, Apache Flink, Apache Spark Streaming, Veri Analizi,  Gecikme, Veri \u0130\u015fleme Y\u00f6ntemleri<\/p>\n","protected":false},"excerpt":{"rendered":"Ak\u0131\u015f Verisi \u0130\u015fleme ve Toplu \u0130\u015fleme Aras\u0131ndaki Farklar Veri i\u015fleme d\u00fcnyas\u0131nda iki temel yakla\u015f\u0131m vard\u0131r: Ak\u0131\u015f verisi i\u015fleme&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-14926","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>Ak\u0131\u015f Verisi \u0130\u015fleme ve Toplu \u0130\u015fleme Aras\u0131ndaki Farklar<\/title>\n<meta name=\"description\" content=\"Veri i\u015fleme d\u00fcnyas\u0131nda iki temel yakla\u015f\u0131m vard\u0131r: Ak\u0131\u015f verisi i\u015fleme ve toplu i\u015fleme. Bu iki y\u00f6ntem aras\u0131nda \u00f6nemli farkl\u0131l\u0131klar bulunur ve hangi y\u00f6ntemin kullan\u0131laca\u011f\u0131, verinin do\u011fas\u0131na ve i\u015f gereksinimlerine ba\u011fl\u0131d\u0131r. Bu makalede, ak\u0131\u015f verisi i\u015fleme ve toplu i\u015flenmeyi ayr\u0131nt\u0131l\u0131 olarak ele alacak, farklar\u0131n\u0131 a\u00e7\u0131klayacak ve hangi senaryolar i\u00e7in en uygun oldu\u011funu belirleyece\u011fiz.\" \/>\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\/akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ak\u0131\u015f Verisi \u0130\u015fleme ve Toplu \u0130\u015fleme Aras\u0131ndaki Farklar\" \/>\n<meta property=\"og:description\" content=\"Veri i\u015fleme d\u00fcnyas\u0131nda iki temel yakla\u015f\u0131m vard\u0131r: Ak\u0131\u015f verisi i\u015fleme ve toplu i\u015fleme. Bu iki y\u00f6ntem aras\u0131nda \u00f6nemli farkl\u0131l\u0131klar bulunur ve hangi y\u00f6ntemin kullan\u0131laca\u011f\u0131, verinin do\u011fas\u0131na ve i\u015f gereksinimlerine ba\u011fl\u0131d\u0131r. Bu makalede, ak\u0131\u015f verisi i\u015fleme ve toplu i\u015flenmeyi ayr\u0131nt\u0131l\u0131 olarak ele alacak, farklar\u0131n\u0131 a\u00e7\u0131klayacak ve hangi senaryolar i\u00e7in en uygun oldu\u011funu belirleyece\u011fiz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-12T01:45:15+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\/akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Ak\u0131\u015f Verisi \u0130\u015fleme ve Toplu \u0130\u015fleme Aras\u0131ndaki Farklar\",\"datePublished\":\"2025-03-12T01:45:15+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar\/\"},\"wordCount\":674,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/akis-verisi-isleme-ve-toplu-isleme-arasindaki-farklar\/\",\"name\":\"Ak\u0131\u015f Verisi \u0130\u015fleme ve Toplu \u0130\u015fleme Aras\u0131ndaki Farklar\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-12T01:45:15+00:00\",\"description\":\"Veri i\u015fleme d\u00fcnyas\u0131nda iki temel yakla\u015f\u0131m vard\u0131r: Ak\u0131\u015f verisi i\u015fleme ve toplu i\u015fleme. 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Bu iki y\u00f6ntem aras\u0131nda \u00f6nemli farkl\u0131l\u0131klar bulunur ve hangi y\u00f6ntemin kullan\u0131laca\u011f\u0131, verinin do\u011fas\u0131na ve i\u015f gereksinimlerine ba\u011fl\u0131d\u0131r. 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