{"id":28240,"date":"2025-08-25T18:30:29","date_gmt":"2025-08-25T15:30:29","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/apache-iceberg-haftalik-ozet-agustos-2025\/"},"modified":"2025-08-25T18:30:29","modified_gmt":"2025-08-25T15:30:29","slug":"apache-iceberg-haftalik-ozet-agustos-2025","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/apache-iceberg-haftalik-ozet-agustos-2025\/","title":{"rendered":"Apache Iceberg: Haftal\u0131k \u00d6zet (A\u011fustos 2025)"},"content":{"rendered":"<p><!DOCTYPE html><br \/>\n<html lang=\"tr\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <meta name=\"description\" content=\"Apache Iceberg&#039;in temellerinden ileri d\u00fczey tekniklerine kadar uzanan kapsaml\u0131 bir rehber. Haftal\u0131k b\u00fcltenin \u00f6zeti, ger\u00e7ek d\u00fcnya senaryolar\u0131 ve ad\u0131m ad\u0131m kod \u00f6rnekleriyle dolu.\"><br \/>\n    <title>Apache Iceberg: Haftal\u0131k \u00d6zet (A\u011fustos 2025)<\/title><\/p>\n<style>\n      body {\n        font-family: sans-serif;\n        line-height: 1.6;\n      }\n      @media (max-width: 768px) {\n        body {\n          font-size: 14px;\n        }\n      }\n      h1 {\n        font-size: 2em;\n      }\n      h2 {\n        font-size: 1.5em;\n      }\n      h3 {\n        font-size: 1.2em;\n      }\n      pre {\n        background-color: #f4f4f4;\n        padding: 10px;\n        border-radius: 5px;\n        overflow-x: auto;\n      }\n      .warning {\n        background-color: #ffdddd;\n        padding: 10px;\n        border: 1px solid #ffaaaa;\n        border-radius: 5px;\n        margin-bottom: 10px;\n      }\n    <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<p>Apache Iceberg: Haftal\u0131k \u00d6zet (A\u011fustos 2025)<\/p>\n<p>Veri g\u00f6l\u00fc y\u00f6netiminde h\u0131z ve \u00f6l\u00e7eklenebilirlik aray\u0131\u015f\u0131ndas\u0131n\u0131z, ancak karma\u015f\u0131kl\u0131k ve bak\u0131m maliyetleri sizi endi\u015felendiriyor mu? Apache Iceberg, bu sorunlara \u00e7\u00f6z\u00fcm sunan g\u00fc\u00e7l\u00fc bir a\u00e7\u0131k kaynakl\u0131 tablo format\u0131. Bu makalede, Apache Iceberg&#039;in temellerini, ger\u00e7ek d\u00fcnya uygulamalar\u0131n\u0131 ve ileri d\u00fczey kullan\u0131m senaryolar\u0131n\u0131 ele alaca\u011f\u0131z.  Haftal\u0131k b\u00fcltenin \u00f6zeti \u00fczerinden,  Iceberg&#039;i ad\u0131m ad\u0131m \u00f6\u011frenmenizi sa\u011flayacak bir yol haritas\u0131 sunaca\u011f\u0131z.<\/p>\n<h2>Apache Iceberg&#039;e Giri\u015f: Neden Bu Teknolojiyi Kullanmal\u0131s\u0131n\u0131z?<\/h2>\n<p>G\u00fcn\u00fcm\u00fczde, b\u00fcy\u00fck veri hacimlerini y\u00f6netmek giderek zorla\u015fmaktad\u0131r. Geleneksel veri depolar\u0131, \u00f6l\u00e7eklenebilirlik ve performans a\u00e7\u0131s\u0131ndan s\u0131k\u0131nt\u0131lar ya\u015fat\u0131rken,  Apache Iceberg gibi a\u00e7\u0131k kaynakl\u0131 teknolojiler devreye girmektedir.  Iceberg,  verilerinizin \u00fczerinde g\u00fcvenilir ve performansl\u0131 sorgular yapman\u0131z\u0131 sa\u011flayan, \u015fema y\u00f6netimi, zaman i\u00e7indeki veri s\u00fcr\u00fcmlemesi ve ACID uyumlulu\u011fu gibi \u00f6zelliklere sahip bir tablo format\u0131d\u0131r.  \u00d6zetle,  verilerinizin yap\u0131land\u0131r\u0131lm\u0131\u015f bir \u015fekilde depolanmas\u0131n\u0131, y\u00f6netilmesini ve sorgulanmas\u0131n\u0131 sa\u011flayan bir \u00e7\u00f6z\u00fcmd\u00fcr.  Bu sayede, veri g\u00f6l\u00fc y\u00f6netimindeki karma\u015fay\u0131 azaltarak, performans\u0131 art\u0131rabilir ve veri b\u00fct\u00fcnl\u00fc\u011f\u00fcn\u00fc koruyabilirsiniz.<\/p>\n<p>Ba\u015fka bir deyi\u015fle, Iceberg, b\u00fcy\u00fck veri hacimlerini y\u00f6netirken kar\u015f\u0131la\u015faca\u011f\u0131n\u0131z ba\u015f a\u011fr\u0131lar\u0131n\u0131 ortadan kald\u0131ran bir ara\u00e7t\u0131r.  Veri b\u00fct\u00fcnl\u00fc\u011f\u00fc, performans ve \u00f6l\u00e7eklenebilirlik, Iceberg ile art\u0131k sorun olmaktan \u00e7\u0131k\u0131yor.  Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.<\/p>\n<h2>Apache Iceberg Temelleri: Tablo Format\u0131n\u0131 Anlamak<\/h2>\n<p>Apache Iceberg, verileri y\u00f6netebilmek i\u00e7in  &#8220;iceberg tablolar\u0131&#8221; kullan\u0131r.  Bu tablolar, temelde,  par\u00e7al\u0131 (partitioned) ve s\u00fctunlu (columnar) veri dosyalar\u0131ndan olu\u015fan bir koleksiyondur.  Her par\u00e7a,  verinin belirli bir alt k\u00fcmesini i\u00e7erir ve bunlar, Iceberg&#039;in  metadata (meta veri) katman\u0131 taraf\u0131ndan y\u00f6netilir.  Bu metadata,  verinin nerede bulundu\u011fu,  hangi \u015fema s\u00fcr\u00fcm\u00fcn\u00fc kulland\u0131\u011f\u0131 ve di\u011fer \u00f6nemli bilgileri i\u00e7erir.  Iceberg&#039;in g\u00fc\u00e7l\u00fc yanlar\u0131ndan biri de,  bu metadata sayesinde,  verileri g\u00fcncellemek, silmek ve yeni s\u00fctunlar eklemek gibi i\u015flemlerin olduk\u00e7a verimli bir \u015fekilde ger\u00e7ekle\u015ftirilmesidir.  Bu i\u015flem,  b\u00fct\u00fcn tabloyu yeniden yazmaya gerek kalmadan yap\u0131ld\u0131\u011f\u0131 i\u00e7in performans\u0131 olumlu etkiler.<\/p>\n<p>\u00d6rne\u011fin,  bir e-ticaret \u015firketinde,  m\u00fc\u015fteri sipari\u015flerini i\u00e7eren bir Iceberg tablosu d\u00fc\u015f\u00fcnelim.  Bu tablo,  sipari\u015f tarihi,  m\u00fc\u015fteri kimli\u011fi ve sipari\u015f toplam\u0131 gibi s\u00fctunlar\u0131 i\u00e7erebilir.  Iceberg,  bu verileri  tarihe g\u00f6re par\u00e7alar halinde depolar ve  sadece ilgili par\u00e7alar\u0131 okuyarak sorgular\u0131 h\u0131zland\u0131rabilir.  Bunun yan\u0131 s\u0131ra,  yeni sipari\u015fler eklendi\u011finde,  sadece yeni bir par\u00e7a olu\u015fturulmas\u0131 gerekir ve  eski par\u00e7alar\u0131n de\u011fi\u015ftirilmesine gerek kalmaz. Bu da performans a\u00e7\u0131s\u0131ndan b\u00fcy\u00fck avantaj sa\u011flar.<\/p>\n<h2>Apache Iceberg&#039;i Kurmak ve \u0130lk Ad\u0131mlar: Bir \u00d6rnek Uygulama<\/h2>\n<p>Apache Iceberg&#039;i kurmak nispeten kolayd\u0131r.  \u00d6ncelikle,  Apache Spark veya Trino gibi bir veri i\u015fleme motoruna ihtiyac\u0131n\u0131z vard\u0131r.  Iceberg,  bu motorlar \u00fczerinden kullan\u0131l\u0131r.  Kurulum ad\u0131mlar\u0131,  kulland\u0131\u011f\u0131n\u0131z i\u015fletim sistemine ve veri i\u015fleme motoruna ba\u011fl\u0131 olarak de\u011fi\u015febilir, bu nedenle ilgili dok\u00fcmanlara bakman\u0131z\u0131 tavsiye ederiz.  Kurulum tamamland\u0131ktan sonra,  Iceberg tablolar\u0131 olu\u015fturmak ve y\u00f6netmek i\u00e7in SQL benzeri komutlar kullanabilirsiniz.<\/p>\n<p>\u0130\u015fte basit bir Iceberg tablosu olu\u015fturma \u00f6rne\u011fi (Spark kullan\u0131larak):<\/p>\n<p><\/code><\/p>\n<pre><code class=\"language-plaintext\">java\nimport org.apache.spark.sql.SparkSession;\n\npublic class IcebergExample {\n  public static void main(String[] args) {\n    SparkSession spark = SparkSession.builder().appName(\"IcebergExample\").master(\"local[*]\").getOrCreate();\n\n    spark.sql(\"CREATE TABLE iceberg_table (id INT, name STRING) USING iceberg\");\n\n    spark.stop();\n  }\n}<\/pre>\n<p><\/code><\/p>\n<p>Bu kod,  \"iceberg_table\" ad\u0131nda bir Iceberg tablosu olu\u015fturur.  Tablo,  \"id\" ad\u0131nda bir tamsay\u0131 ve \"name\" ad\u0131nda bir metin s\u00fctunu i\u00e7erir.  Daha sonra,  bu tabloya veri eklemek i\u00e7in <code>INSERT INTO<\/code> komutunu kullanabilirsiniz.  Daha detayl\u0131 bilgiler i\u00e7in  <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresindeki yaz\u0131lar\u0131m\u0131 inceleyebilirsiniz.<\/p>\n<h2>Apache Iceberg ile Veri Y\u00f6netimi: G\u00fcncelleme ve Silme \u0130\u015flemleri<\/h2>\n<p>Iceberg&#039;in en \u00f6nemli \u00f6zelliklerinden biri, veri y\u00f6netiminin kolayl\u0131\u011f\u0131d\u0131r.  Verileri g\u00fcncellemek veya silmek i\u00e7in  tam tablo taramas\u0131 yapman\u0131za gerek yoktur.  Iceberg,  sadece etkilenen par\u00e7alar\u0131 g\u00fcnceller veya siler, bu sayede i\u015flem s\u00fcresi \u00f6nemli \u00f6l\u00e7\u00fcde k\u0131sal\u0131r.  Bu \u00f6zellik,  b\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde \u00e7al\u0131\u015f\u0131rken performans a\u00e7\u0131s\u0131ndan b\u00fcy\u00fck bir avantajd\u0131r.  Ayr\u0131ca,  Iceberg&#039;in zaman i\u00e7indeki veri s\u00fcr\u00fcmlemesi \u00f6zelli\u011fi sayesinde,  ge\u00e7mi\u015f verilerinize kolayca eri\u015febilir ve bunlar\u0131 analiz edebilirsiniz.  Bu \u00f6zellik,  veri analizi ve denetimi i\u00e7in olduk\u00e7a \u00f6nemlidir.<\/p>\n<p>\u00d6rne\u011fin,  yukar\u0131daki e-ticaret \u00f6rne\u011finde,  bir m\u00fc\u015fterinin sipari\u015f bilgilerini g\u00fcncellemek istedi\u011finizi d\u00fc\u015f\u00fcn\u00fcn.  Iceberg,  sadece ilgili sipari\u015f par\u00e7as\u0131n\u0131 g\u00fcnceller ve  tablonun geri kalan\u0131n\u0131 etkilemez.  Bu sayede,  g\u00fcncelleme i\u015flemi h\u0131zl\u0131 ve verimli bir \u015fekilde ger\u00e7ekle\u015ftirilir.  Veri g\u00fcvenli\u011fi ve b\u00fct\u00fcnl\u00fc\u011f\u00fc a\u00e7\u0131s\u0131ndan da, Iceberg i\u015flemleri ACID \u00f6zelliklerini destekler,  yani t\u00fcm g\u00fcncelleme ve silme i\u015flemleri atomik olarak ger\u00e7ekle\u015fir.<\/p>\n<h2>Veri S\u00fcr\u00fcmlemesi ve Zaman Yolculu\u011fu: Ge\u00e7mi\u015f Verilere Eri\u015fmek<\/h2>\n<p>Apache Iceberg&#039;in g\u00fc\u00e7l\u00fc \u00f6zelliklerinden biri,  zaman yolculu\u011fu (time travel) \u00f6zelli\u011fidir.  Bu \u00f6zellik sayesinde,  ge\u00e7mi\u015fteki veri s\u00fcr\u00fcmlerine kolayl\u0131kla eri\u015febilirsiniz.  Bu,  veri analizi, hata ay\u0131klama ve geri y\u00fckleme i\u015flemleri i\u00e7in son derece faydal\u0131d\u0131r.  Iceberg,  her veri g\u00fcncellemesi veya silme i\u015flemi i\u00e7in yeni bir s\u00fcr\u00fcm olu\u015fturur ve bu s\u00fcr\u00fcmleri metadata&#039;da saklar.  Bu sayede,  istedi\u011finiz herhangi bir zaman noktas\u0131ndaki veri durumuna geri d\u00f6nebilirsiniz.<\/p>\n<p>\u00d6rne\u011fin,  bir hata nedeniyle yanl\u0131\u015f verileri g\u00fcncellediyseniz,  Iceberg&#039;in zaman yolculu\u011fu \u00f6zelli\u011fi sayesinde,  hatadan \u00f6nceki veri s\u00fcr\u00fcm\u00fcne geri d\u00f6nebilir ve sisteminizi eski haline getirebilirsiniz.  Bu \u00f6zellik,  veri b\u00fct\u00fcnl\u00fc\u011f\u00fcn\u00fc korumak ve olas\u0131 hatalar\u0131n etkilerini azaltmak i\u00e7in olduk\u00e7a \u00f6nemlidir.<\/p>\n<h2>Performans Kar\u015f\u0131la\u015ft\u0131rmas\u0131: Iceberg vs. Di\u011fer \u00c7\u00f6z\u00fcmler<\/h2>\n<p>Apache Iceberg,  di\u011fer veri depolama \u00e7\u00f6z\u00fcmlerine k\u0131yasla performans a\u00e7\u0131s\u0131ndan \u00f6nemli avantajlar sunar.  \u00d6zellikle b\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde \u00e7al\u0131\u015f\u0131rken,  Iceberg&#039;in  par\u00e7alama ve s\u00fctunlu depolama gibi \u00f6zellikleri,  sorgular\u0131n h\u0131zl\u0131 bir \u015fekilde tamamlanmas\u0131n\u0131 sa\u011flar.  A\u015fa\u011f\u0131daki tabloda,  Iceberg&#039;i di\u011fer \u00e7\u00f6z\u00fcmlerle kar\u015f\u0131la\u015ft\u0131ran bir performans kar\u015f\u0131la\u015ft\u0131rmas\u0131 bulabilirsiniz (bu de\u011ferler \u00f6rnek olup,  verilerinize ve kullan\u0131m durumunuza ba\u011fl\u0131 olarak de\u011fi\u015febilir):<\/p>\n<table>\n<tr>\n<th>\u00c7\u00f6z\u00fcm<\/th>\n<th>Sorgulanabilirlik<\/th>\n<th>G\u00fcncelleme Performans\u0131<\/th>\n<th>\u00d6l\u00e7eklenebilirlik<\/th>\n<\/tr>\n<tr>\n<td>Apache Iceberg<\/td>\n<td>Y\u00fcksek<\/td>\n<td>Y\u00fcksek<\/td>\n<td>Y\u00fcksek<\/td>\n<\/tr>\n<tr>\n<td>Parquet (tek ba\u015f\u0131na)<\/td>\n<td>Orta<\/td>\n<td>D\u00fc\u015f\u00fck<\/td>\n<td>Orta<\/td>\n<\/tr>\n<tr>\n<td>ORC (tek ba\u015f\u0131na)<\/td>\n<td>Orta<\/td>\n<td>D\u00fc\u015f\u00fck<\/td>\n<td>Orta<\/td>\n<\/tr>\n<\/table>\n<p>Bu tabloda g\u00f6r\u00fcld\u00fc\u011f\u00fc gibi,  Iceberg,  hem sorgulanabilirlik hem de g\u00fcncelleme performans\u0131 a\u00e7\u0131s\u0131ndan di\u011fer \u00e7\u00f6z\u00fcmlere g\u00f6re daha \u00fcst\u00fcnd\u00fcr.  Ayr\u0131ca,  Iceberg&#039;in y\u00fcksek \u00f6l\u00e7eklenebilirli\u011fi,  b\u00fcy\u00fck veri hacimlerini y\u00f6netmek i\u00e7in ideal bir \u00e7\u00f6z\u00fcm olmas\u0131n\u0131 sa\u011flar.<\/p>\n<h2>\u0130leri D\u00fczey Konular: Optimizasyon ve G\u00fcvenlik<\/h2>\n<p>Iceberg&#039;in performans\u0131n\u0131 daha da art\u0131rmak i\u00e7in \u00e7e\u015fitli optimizasyon teknikleri kullan\u0131labilir.  \u00d6rne\u011fin,  verilerinizi uygun \u015fekilde par\u00e7alamak,  sorgular\u0131n h\u0131zl\u0131 bir \u015fekilde tamamlanmas\u0131na yard\u0131mc\u0131 olur.  Ayr\u0131ca,  s\u00fctunlu depolama,  gereksiz verilerin okunmas\u0131n\u0131 \u00f6nleyerek performans\u0131 art\u0131r\u0131r.  Daha ileri d\u00fczey optimizasyonlar i\u00e7in,  Iceberg&#039;in  performans ayarlar\u0131n\u0131 inceleyebilir ve bunlar\u0131 ihtiya\u00e7lar\u0131n\u0131za g\u00f6re \u00f6zelle\u015ftirebilirsiniz.<\/p>\n<div class=\"warning\">\n  <strong>Dikkat:<\/strong>  Iceberg&#039;i kullan\u0131rken,  g\u00fcvenlik \u00f6nlemlerine dikkat etmek \u00f6nemlidir.  Verilerinizi yetkisiz eri\u015fime kar\u015f\u0131 korumak i\u00e7in,  uygun eri\u015fim kontrol mekanizmalar\u0131 kullanmal\u0131s\u0131n\u0131z.  Ayr\u0131ca,  verilerinizi \u015fifreleyerek g\u00fcvenli\u011fini art\u0131rabilirsiniz.  Daha fazla g\u00fcvenlik ipucu i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresindeki yaz\u0131lar\u0131m\u0131 inceleyebilirsiniz.\n<\/div>\n<h2>\u00d6\u011frenme Yol Haritas\u0131<\/h2>\n<h3>Yeni Ba\u015flayanlar i\u00e7in:<\/h3>\n<ul>\n<li>Iceberg temel kavramlar\u0131n\u0131 \u00f6\u011frenin (tablolar, par\u00e7alama, s\u00fctunlu depolama).<\/li>\n<li>Kurulum ve basit tablo olu\u015fturma i\u015flemlerini deneyin.<\/li>\n<li>Veri ekleme ve okuma i\u015flemlerini ger\u00e7ekle\u015ftirin.<\/li>\n<\/ul>\n<h3>Orta Seviye:<\/h3>\n<ul>\n<li>Veri g\u00fcncelleme ve silme i\u015flemlerini uygulay\u0131n.<\/li>\n<li>Zaman yolculu\u011fu \u00f6zelli\u011fini kullanarak ge\u00e7mi\u015f verileri inceleyin.<\/li>\n<li>Farkl\u0131 veri i\u015fleme motorlar\u0131yla Iceberg entegrasyonunu deneyimleyin.<\/li>\n<\/ul>\n<h3>\u0130leri Seviye:<\/h3>\n<ul>\n<li>Performans optimizasyon tekniklerini uygulay\u0131n.<\/li>\n<li>G\u00fcvenlik \u00f6nlemlerini g\u00fc\u00e7lendirin (\u015fifreleme, eri\u015fim kontrol\u00fc).<\/li>\n<li>Karma\u015f\u0131k sorgulama ve veri analizi senaryolar\u0131yla \u00e7al\u0131\u015f\u0131n.<\/li>\n<\/ul>\n<h2>Sonu\u00e7<\/h2>\n<p>Apache Iceberg,  b\u00fcy\u00fck veri y\u00f6netiminde verimlili\u011fi ve \u00f6l\u00e7eklenebilirli\u011fi art\u0131rmak i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r.  Bu makalede,  Iceberg&#039;in temel \u00f6zelliklerini,  uygulama \u00f6rneklerini ve ileri d\u00fczey kullan\u0131m senaryolar\u0131n\u0131 ele ald\u0131k.  Iceberg&#039;i kullanarak,  verilerinizi daha etkili bir \u015fekilde y\u00f6netebilir,  performans\u0131 art\u0131rabilir ve g\u00fcvenli\u011fi sa\u011flayabilirsiniz.<\/p>\n<h3>S\u0131k\u00e7a Sorulan Sorular:<\/h3>\n<ul>\n<li><strong>Iceberg hangi veri i\u015fleme motorlar\u0131yla \u00e7al\u0131\u015f\u0131r?<\/strong> Apache Spark, Trino, Presto ve Hive gibi bir\u00e7ok pop\u00fcler veri i\u015fleme motoruyla uyumludur.<\/li>\n<li><strong>Iceberg&#039;in performans avantajlar\u0131 nelerdir?<\/strong> Par\u00e7alama, s\u00fctunlu depolama ve veri s\u00fcr\u00fcmlemesi gibi \u00f6zellikler, sorgular\u0131n h\u0131zl\u0131 bir \u015fekilde tamamlanmas\u0131n\u0131 ve g\u00fcncelleme i\u015flemlerinin verimli olmas\u0131n\u0131 sa\u011flar.<\/li>\n<li><strong>Iceberg&#039;in g\u00fcvenlik \u00f6zellikleri nelerdir?<\/strong> Veri \u015fifreleme, eri\u015fim kontrol\u00fc ve ACID uyumlulu\u011fu gibi \u00f6zellikler, verilerinizin g\u00fcvenli\u011fini sa\u011flar.<\/li>\n<li><strong>Iceberg&#039;i \u00f6\u011frenmek i\u00e7in nereden ba\u015flamal\u0131y\u0131m?<\/strong> Resmi dok\u00fcmanlar ve \u00f6rnek uygulamalardan ba\u015flayabilirsiniz. Ayr\u0131ca, <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresindeki kaynaklar\u0131 inceleyebilirsiniz.<\/li>\n<li><strong>Iceberg \u00fccretsiz mi?<\/strong> Evet, Apache Iceberg a\u00e7\u0131k kaynakl\u0131 bir projedir ve \u00fccretsiz olarak kullan\u0131labilir.<\/li>\n<\/ul>\n<p>Yazar: Fatih Soysal<\/p>\n<p><\/body><br \/>\n<\/html><\/code><\/p>\n","protected":false},"excerpt":{"rendered":"Apache Iceberg: Haftal\u0131k \u00d6zet (A\u011fustos 2025) Apache Iceberg: Haftal\u0131k \u00d6zet (A\u011fustos 2025) Veri g\u00f6l\u00fc y\u00f6netiminde h\u0131z ve \u00f6l\u00e7eklenebilirlik&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-28240","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 Iceberg: Haftal\u0131k \u00d6zet (A\u011fustos 2025)<\/title>\n<meta name=\"description\" content=\"Veri g\u00f6l\u00fc y\u00f6netiminde h\u0131z ve \u00f6l\u00e7eklenebilirlik aray\u0131\u015f\u0131ndas\u0131n\u0131z, ancak karma\u015f\u0131kl\u0131k ve bak\u0131m maliyetleri sizi endi\u015felendiriyor mu? Apache Iceberg, bu sorunlara \u00e7\u00f6z\u00fcm sunan g\u00fc\u00e7l\u00fc bir a\u00e7\u0131k kaynakl\u0131 tablo format\u0131. Bu makalede, Apache Iceberg&#039;in temellerini, ger\u00e7ek d\u00fcnya uygulamalar\u0131n\u0131 ve ileri d\u00fczey kullan\u0131m senaryolar\u0131n\u0131 ele alaca\u011f\u0131z. Haftal\u0131k b\u00fcltenin \u00f6zeti \u00fczerinden, Iceberg&#039;i ad\u0131m ad\u0131m \u00f6\u011frenmenizi sa\u011flayacak bir yol haritas\u0131 sunaca\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\/apache-iceberg-haftalik-ozet-agustos-2025\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Apache Iceberg: Haftal\u0131k \u00d6zet (A\u011fustos 2025)\" \/>\n<meta property=\"og:description\" content=\"Veri g\u00f6l\u00fc y\u00f6netiminde h\u0131z ve \u00f6l\u00e7eklenebilirlik aray\u0131\u015f\u0131ndas\u0131n\u0131z, ancak karma\u015f\u0131kl\u0131k ve bak\u0131m maliyetleri sizi endi\u015felendiriyor mu? Apache Iceberg, bu sorunlara \u00e7\u00f6z\u00fcm sunan g\u00fc\u00e7l\u00fc bir a\u00e7\u0131k kaynakl\u0131 tablo format\u0131. Bu makalede, Apache Iceberg&#039;in temellerini, ger\u00e7ek d\u00fcnya uygulamalar\u0131n\u0131 ve ileri d\u00fczey kullan\u0131m senaryolar\u0131n\u0131 ele alaca\u011f\u0131z. Haftal\u0131k b\u00fcltenin \u00f6zeti \u00fczerinden, Iceberg&#039;i ad\u0131m ad\u0131m \u00f6\u011frenmenizi sa\u011flayacak bir yol haritas\u0131 sunaca\u011f\u0131z.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/apache-iceberg-haftalik-ozet-agustos-2025\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-25T15:30:29+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=\"8 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-iceberg-haftalik-ozet-agustos-2025\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-iceberg-haftalik-ozet-agustos-2025\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Apache Iceberg: Haftal\u0131k \u00d6zet (A\u011fustos 2025)\",\"datePublished\":\"2025-08-25T15:30:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-iceberg-haftalik-ozet-agustos-2025\/\"},\"wordCount\":1598,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/apache-iceberg-haftalik-ozet-agustos-2025\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-iceberg-haftalik-ozet-agustos-2025\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/apache-iceberg-haftalik-ozet-agustos-2025\/\",\"name\":\"Apache Iceberg: Haftal\u0131k \u00d6zet (A\u011fustos 2025)\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-08-25T15:30:29+00:00\",\"description\":\"Veri g\u00f6l\u00fc y\u00f6netiminde h\u0131z ve \u00f6l\u00e7eklenebilirlik aray\u0131\u015f\u0131ndas\u0131n\u0131z, ancak karma\u015f\u0131kl\u0131k ve bak\u0131m maliyetleri sizi endi\u015felendiriyor mu? 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