{"id":18947,"date":"2025-04-23T05:00:16","date_gmt":"2025-04-23T02:00:16","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar\/"},"modified":"2025-04-23T05:00:16","modified_gmt":"2025-04-23T02:00:16","slug":"buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar\/","title":{"rendered":"B\u00fcy\u00fck Veri \u0130\u015flemede Parquet Dosyalar\u0131: Avantajlar ve Dezavantajlar"},"content":{"rendered":"<p><body><\/p>\n<p>B\u00fcy\u00fck Veri \u0130\u015flemede Parquet Dosyalar\u0131: Avantajlar ve Dezavantajlar<\/p>\n<p>G\u00fcn\u00fcm\u00fczde her ge\u00e7en g\u00fcn artan veri hacimleri, b\u00fcy\u00fck veri i\u015fleme teknolojilerine olan ihtiyac\u0131 da art\u0131r\u0131yor.  Bu noktada, verimli ve h\u0131zl\u0131 veri i\u015fleme sa\u011flayan dosya formatlar\u0131 b\u00fcy\u00fck \u00f6nem ta\u015f\u0131yor.  Parquet, s\u00fctun tabanl\u0131 bir dosya format\u0131 olarak, b\u00fcy\u00fck veri i\u015flemede giderek daha pop\u00fcler hale geliyor. Ancak, her \u00e7\u00f6z\u00fcm gibi Parquet&#8217;in de avantajlar\u0131 ve dezavantajlar\u0131 bulunmaktad\u0131r. Bu makalede, Parquet dosyalar\u0131n\u0131n b\u00fcy\u00fck veri i\u015flemedeki kullan\u0131m\u0131n\u0131 detayl\u0131 olarak ele alaca\u011f\u0131z.<\/p>\n<h2>Parquet Dosyalar\u0131n\u0131n Avantajlar\u0131<\/h2>\n<p>Parquet&#8217;in en b\u00fcy\u00fck avantajlar\u0131ndan biri, <strong>s\u00fctun tabanl\u0131 depolama<\/strong> yap\u0131s\u0131d\u0131r.  Bu \u00f6zellik, sadece gerekli olan s\u00fctunlar\u0131n okunmas\u0131n\u0131 sa\u011flayarak, i\u015flem s\u00fcresini \u00f6nemli \u00f6l\u00e7\u00fcde k\u0131salt\u0131r.  \u00d6rne\u011fin, milyonlarca sat\u0131rdan olu\u015fan bir veri setinde sadece birka\u00e7 s\u00fctuna ihtiyac\u0131n\u0131z varsa, Parquet bu s\u00fctunlar\u0131 h\u0131zl\u0131ca okuyarak, gereksiz veri okuma i\u015flemlerini ortadan kald\u0131r\u0131r.  Sonu\u00e7 olarak, sorgu performans\u0131 olduk\u00e7a iyile\u015fir.  Ayr\u0131ca, Parquet dosyalar\u0131, <strong>veri s\u0131k\u0131\u015ft\u0131rma<\/strong> teknikleri kullanarak depolama alan\u0131ndan tasarruf sa\u011flar.  Bu da \u00f6zellikle b\u00fcy\u00fck veri setleri i\u00e7in \u00f6nemli bir avantajd\u0131r.  \u00d6zetle, Parquet, performans\u0131 art\u0131r\u0131rken maliyetleri d\u00fc\u015f\u00fcr\u00fcr.<\/p>\n<p>Bunun yan\u0131nda, Parquet, <strong>\u00e7e\u015fitli veri analiti\u011fi platformlar\u0131yla uyumlu<\/strong> bir formatt\u0131r.  Hadoop, Spark, Hive gibi pop\u00fcler b\u00fcy\u00fck veri platformlar\u0131nda sorunsuz bir \u015fekilde \u00e7al\u0131\u015f\u0131r. Bu uyumluluk, farkl\u0131 teknolojiler kullanarak veri analizi yapmay\u0131 kolayla\u015ft\u0131r\u0131r.  Dahas\u0131, Parquet, <strong>veri b\u00fct\u00fcnl\u00fc\u011f\u00fcn\u00fc<\/strong> koruyarak, veri bozulmas\u0131n\u0131 \u00f6nler.  Bu \u00f6zellik, veri g\u00fcvenli\u011fi a\u00e7\u0131s\u0131ndan olduk\u00e7a \u00f6nemlidir.<\/p>\n<h2>Parquet Dosyalar\u0131n\u0131n Dezavantajlar\u0131<\/h2>\n<p>Parquet&#8217;in dezavantajlar\u0131ndan biri, <strong>dosya format\u0131n\u0131n karma\u015f\u0131kl\u0131\u011f\u0131d\u0131r<\/strong>.  S\u00fctun tabanl\u0131 yap\u0131s\u0131, veriye eri\u015fimi optimize ederken, ayn\u0131 zamanda dosya format\u0131n\u0131n daha karma\u015f\u0131k olmas\u0131na neden olur.  Bu, dosya i\u015flemeyi zorla\u015ft\u0131rabilir ve baz\u0131 durumlarda performans sorunlar\u0131na yol a\u00e7abilir.  Ayr\u0131ca, Parquet dosyalar\u0131n\u0131, \u00f6zellikle k\u00fc\u00e7\u00fck veri setlerinde kullanmak, <strong>performans a\u00e7\u0131s\u0131ndan her zaman en iyi se\u00e7enek olmayabilir<\/strong>. K\u00fc\u00e7\u00fck veri setlerinde, avantajlar\u0131 g\u00f6z ard\u0131 edilebilir d\u00fczeyde olabilir.<\/p>\n<p>Bir di\u011fer dezavantaj ise,  <strong>Parquet dosyalar\u0131n\u0131n g\u00fcncellenmesinin zorlu\u011fudur<\/strong>.  S\u00fctun tabanl\u0131 yap\u0131, tek bir sat\u0131r\u0131 g\u00fcncellemenin t\u00fcm dosyan\u0131n yeniden yaz\u0131lmas\u0131n\u0131 gerektirebilir. Bu durum, s\u00fcrekli g\u00fcncellenen veriler i\u00e7in verimsizli\u011fe yol a\u00e7abilir. Bu nedenle, s\u00fcrekli g\u00fcncellenen verilerin i\u015flenmesinde Parquet&#8217;in kullan\u0131m\u0131 dikkatlice de\u011ferlendirilmelidir.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Parquet, b\u00fcy\u00fck veri i\u015flemede g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r. S\u00fctun tabanl\u0131 yap\u0131s\u0131 ve veri s\u0131k\u0131\u015ft\u0131rma yetenekleri sayesinde, performans\u0131 art\u0131r\u0131r ve depolama maliyetlerini azalt\u0131r.  Ancak, dosya format\u0131n\u0131n karma\u015f\u0131kl\u0131\u011f\u0131 ve g\u00fcncelleme zorlu\u011fu gibi dezavantajlar\u0131 da g\u00f6z \u00f6n\u00fcnde bulundurulmal\u0131d\u0131r.  Dolay\u0131s\u0131yla, Parquet&#8217;in kullan\u0131m\u0131n\u0131n, veri setinin b\u00fcy\u00fckl\u00fc\u011f\u00fc, g\u00fcncelleme s\u0131kl\u0131\u011f\u0131 ve kullan\u0131lan analitik platform gibi fakt\u00f6rlere ba\u011fl\u0131 olarak de\u011ferlendirilmesi \u00f6nemlidir.  Daha detayl\u0131 bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a>  adresini ziyaret edebilirsiniz.<\/p>\n<p>Faydal\u0131 bulabilece\u011finiz baz\u0131 kaynaklar: <a href=\"https:\/\/parquet.apache.org\/\">Apache Parquet<\/a> <\/p>\n<h3>#Etiketler<\/h3>\n<p>#Parquet #B\u00fcy\u00fckVeri #Veri\u0130\u015fleme #Performans #Depolama #Avantajlar #Dezavantajlar #ApacheParquet #Hadoop #Spark<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"B\u00fcy\u00fck Veri \u0130\u015flemede Parquet Dosyalar\u0131: Avantajlar ve Dezavantajlar G\u00fcn\u00fcm\u00fczde her ge\u00e7en g\u00fcn artan veri hacimleri, b\u00fcy\u00fck veri 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-18947","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>B\u00fcy\u00fck Veri \u0130\u015flemede Parquet Dosyalar\u0131: Avantajlar ve Dezavantajlar<\/title>\n<meta name=\"description\" content=\"G\u00fcn\u00fcm\u00fczde her ge\u00e7en g\u00fcn artan veri hacimleri, b\u00fcy\u00fck veri i\u015fleme teknolojilerine olan ihtiyac\u0131 da art\u0131r\u0131yor. Bu noktada, verimli ve h\u0131zl\u0131 veri i\u015fleme sa\u011flayan dosya formatlar\u0131 b\u00fcy\u00fck \u00f6nem ta\u015f\u0131yor. Parquet, s\u00fctun tabanl\u0131 bir dosya format\u0131 olarak, b\u00fcy\u00fck veri i\u015flemede giderek daha pop\u00fcler hale geliyor. Ancak, her \u00e7\u00f6z\u00fcm gibi Parquet&#039;in de avantajlar\u0131 ve dezavantajlar\u0131 bulunmaktad\u0131r. Bu makalede, Parquet dosyalar\u0131n\u0131n b\u00fcy\u00fck veri i\u015flemedeki kullan\u0131m\u0131n\u0131 detayl\u0131 olarak ele alaca\u011f\u0131z.\" \/>\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\/buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"B\u00fcy\u00fck Veri \u0130\u015flemede Parquet Dosyalar\u0131: Avantajlar ve Dezavantajlar\" \/>\n<meta property=\"og:description\" content=\"G\u00fcn\u00fcm\u00fczde her ge\u00e7en g\u00fcn artan veri hacimleri, b\u00fcy\u00fck veri i\u015fleme teknolojilerine olan ihtiyac\u0131 da art\u0131r\u0131yor. Bu noktada, verimli ve h\u0131zl\u0131 veri i\u015fleme sa\u011flayan dosya formatlar\u0131 b\u00fcy\u00fck \u00f6nem ta\u015f\u0131yor. Parquet, s\u00fctun tabanl\u0131 bir dosya format\u0131 olarak, b\u00fcy\u00fck veri i\u015flemede giderek daha pop\u00fcler hale geliyor. Ancak, her \u00e7\u00f6z\u00fcm gibi Parquet&#039;in de avantajlar\u0131 ve dezavantajlar\u0131 bulunmaktad\u0131r. Bu makalede, Parquet dosyalar\u0131n\u0131n b\u00fcy\u00fck veri i\u015flemedeki kullan\u0131m\u0131n\u0131 detayl\u0131 olarak ele alaca\u011f\u0131z.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-23T02:00:16+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\/buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"B\u00fcy\u00fck Veri \u0130\u015flemede Parquet Dosyalar\u0131: Avantajlar ve Dezavantajlar\",\"datePublished\":\"2025-04-23T02:00:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar\/\"},\"wordCount\":587,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/buyuk-veri-islemede-parquet-dosyalari-avantajlar-ve-dezavantajlar\/\",\"name\":\"B\u00fcy\u00fck Veri \u0130\u015flemede Parquet Dosyalar\u0131: Avantajlar ve Dezavantajlar\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-04-23T02:00:16+00:00\",\"description\":\"G\u00fcn\u00fcm\u00fczde her ge\u00e7en g\u00fcn artan veri hacimleri, b\u00fcy\u00fck veri i\u015fleme teknolojilerine olan ihtiyac\u0131 da art\u0131r\u0131yor. 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