{"id":6226,"date":"2025-09-09T08:16:20","date_gmt":"2025-09-09T08:16:20","guid":{"rendered":"https:\/\/bentego.com\/dwh-vs-data-lake-vs-data-lakehouse-verinin-yeni-evi-neresi\/"},"modified":"2025-10-20T16:09:48","modified_gmt":"2025-10-20T16:09:48","slug":"dwh-vs-data-lake-vs-data-lakehouse-verinin-yeni-evi-neresi","status":"publish","type":"post","link":"https:\/\/bentego.com\/tr\/dwh-vs-data-lake-vs-data-lakehouse-verinin-yeni-evi-neresi\/","title":{"rendered":"DWH vs Data Lake vs Data Lakehouse: Verinin Yeni Evi Neresi"},"content":{"rendered":"\n<p id=\"fec9\">Son y\u0131llarda veriyle \u00e7al\u0131\u015fan herkesin s\u0131k s\u0131k kar\u015f\u0131la\u015ft\u0131\u011f\u0131 bir soru var:<br\/><strong>&#8220;Verilerimizi nerede saklamal\u0131y\u0131z?<\/strong>&#8221; <strong><br\/> Bu sorunun cevab\u0131, zaman i\u00e7inde hem teknolojilerin geli\u015fmesiyle hem de ihtiya\u00e7lar\u0131n de\u011fi\u015fmesiyle epey \u015fekil de\u011fi\u015ftirdi. Bir d\u00f6nem t\u00fcm verimizi b\u00fcy\u00fck bir \u00f6zenle tasarlanan<\/strong> <strong>veri ambarlar\u0131nda (Data Warehouse)<\/strong> tutard\u0131k. Raporlar\u0131m\u0131z\u0131 \u00fcretir, analizlerimizi yapar, veriye g\u00fcvenirdik.  <\/p>\n\n<p id=\"4af8\">Ama i\u015fler de\u011fi\u015fti.<\/p>\n\n<p id=\"5ddc\">Veri sadece Excel tablolar\u0131 ya da veritaban\u0131 kay\u0131tlar\u0131ndan ibaret de\u011fil art\u0131k. <em>Log dosyalar\u0131, sens\u00f6r verileri, sosyal medya i\u00e7erikleri, videolar, PDF&#8217;ler&#8230;<\/em> \u00dcstelik bu veriler sadece b\u00fcy\u00fcyor, ayn\u0131 zamanda \u00e7e\u015fitleniyor ve h\u0131zla ak\u0131yor. Tam bu noktada geleneksel DWH yap\u0131lar\u0131 yeterli olmamaya ba\u015flad\u0131. \u0130\u015fte o zaman sahneye <strong>Data Lake<\/strong>&#8216;ler \u00e7\u0131kt\u0131.  <\/p>\n\n<h2 class=\"wp-block-heading\" id=\"3c38\">Veri G\u00f6l\u00fc: Veriye \u00d6zg\u00fcrl\u00fck<\/h2>\n\n<p id=\"4cb2\">Data Lake, asl\u0131nda olduk\u00e7a basit bir fikre dayan\u0131yor:<br\/><em>Veriyi ne olursa olsun topla, sakla, sonra kullan.<\/em><\/p>\n\n<p id=\"5915\">Yap\u0131land\u0131r\u0131lm\u0131\u015f, yar\u0131 yap\u0131land\u0131r\u0131lm\u0131\u015f ya da tamamen ham veriler&#8230; Hepsi tek bir yerde. Bu, \u00f6zellikle <strong>veri bilimciler<\/strong> i\u00e7in adeta bir cennetti. Art\u0131k veriyi i\u015flemeden \u00f6nce filtrelemeye, temizlemeye ya da \u015fekle sokmaya gerek kalmadan direkt eri\u015febiliyorlard\u0131.  <\/p>\n\n<p id=\"52ba\">Yani klasik &#8220;\u00f6nce ETL sonra analiz&#8221; d\u00f6ng\u00fcs\u00fc k\u0131r\u0131ld\u0131.<br\/>Ama&#8230;<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"4392\">Data Lake&#8217;in Sorunlar\u0131:<\/h2>\n\n<ul class=\"wp-block-list\">\n<li>Veri kalitesinin kontrol\u00fc zorla\u015ft\u0131<\/li>\n\n\n\n<li>Ayn\u0131 verinin farkl\u0131 versiyonlar\u0131 kar\u0131\u015fmaya ba\u015flad\u0131<\/li>\n\n\n\n<li>Eri\u015fim ve g\u00fcvenlik a\u00e7\u0131klar\u0131 olu\u015ftu<\/li>\n\n\n\n<li>Sorgular yava\u015flad\u0131, performans d\u00fc\u015ft\u00fc<\/li>\n<\/ul>\n\n<p id=\"ec0d\">Zamanla bu devasa g\u00f6ller, neyin nerede oldu\u011funu kimsenin bilmedi\u011fi birer <strong>&#8220;veri batakl\u0131\u011f\u0131 &#8220;na (data swamp)<\/strong> d\u00f6n\u00fc\u015fmeye ba\u015flad\u0131.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"5552\">G\u00f6l Evi: \u0130ki D\u00fcnyan\u0131n En \u0130yisi<\/h2>\n\n<p id=\"82e0\">\u0130\u015fte bu noktada veri d\u00fcnyas\u0131nda yeni bir kavram y\u00fckseldi:<br\/><strong>Data Lakehouse<\/strong> &#8211; <em>Esneklik + Disiplin<\/em><\/p>\n\n<p id=\"0a0f\">Bu yap\u0131, veri ambarlar\u0131n\u0131n d\u00fczenli, g\u00fcvenli yap\u0131s\u0131yla Data Lake&#8217;in esnekli\u011fini birle\u015ftiriyor. Hem SQL ile kolay sorgular yapabiliyor, hem de veri bilimciler Python\/R ile ayn\u0131 veriyi \u00f6zg\u00fcrce i\u015fleyebiliyor. <\/p>\n\n<p id=\"dc18\">Bu mimariyi m\u00fcmk\u00fcn k\u0131lan teknolojiler de bo\u015f durmad\u0131 tabii. Son y\u0131llarda ad\u0131n\u0131 s\u0131k\u00e7a duydu\u011fumuz baz\u0131 ara\u00e7lar bu alanda \u00f6ne \u00e7\u0131kt\u0131: <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Apache Iceberg<\/strong>: B\u00fcy\u00fck veri k\u00fcmelerinde \u015fema y\u00f6netimi ve performansl\u0131 sorgular i\u00e7in birebir. ACID deste\u011fi mevcut. <\/li>\n\n\n\n<li><strong>Delta G\u00f6l\u00fc<\/strong>: Veride versiyonlama, zaman i\u00e7inde geriye d\u00f6nme, ACID deste\u011fi gibi \u00f6zelliklerle olduk\u00e7a g\u00fc\u00e7l\u00fc.<\/li>\n\n\n\n<li><strong>Apache Hudi<\/strong>: Ger\u00e7ek zamanl\u0131 veri ak\u0131\u015f\u0131yla u\u011fra\u015fanlar i\u00e7in ideal; yaz\u0131lan veriyi an\u0131nda g\u00fcncelleyebiliyor.<\/li>\n<\/ul>\n\n<p id=\"3181\">T\u00fcm bu ara\u00e7lar, tek bir ama\u00e7 i\u00e7in var: Ayn\u0131 veriye farkl\u0131 rollerin (analist, m\u00fchendis, veri bilimci) farkl\u0131 \u015fekillerde eri\u015febilmesini sa\u011flamak.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"d9aa\">Hangi Yap\u0131, Ne Zaman?<\/h2>\n\n<p id=\"cac1\">Her yap\u0131n\u0131n kendine g\u00f6re art\u0131lar\u0131 var. Tek bir &#8220;do\u011fru&#8221; yok asl\u0131nda, ama baz\u0131 senaryolarda hangisinin \u00f6ne \u00e7\u0131kt\u0131\u011f\u0131 belli: <\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Sadece raporlama yap\u0131yorsan\u0131z<\/strong> ve veriniz olduk\u00e7a d\u00fczenliyse, klasik DWH h\u00e2l\u00e2 i\u015f g\u00f6r\u00fcyor.<\/li>\n\n\n\n<li><strong>Veri \u00e7e\u015fitlili\u011finiz y\u00fcksekse<\/strong>, yani hem log, hem resim, hem tablo kullan\u0131yorsan\u0131z, Data Lake sizin i\u00e7in iyi bir ba\u015flang\u0131\u00e7 olabilir.<\/li>\n\n\n\n<li><strong>Verinizle hem analiz, hem modelleme yapacaksan\u0131z<\/strong>, tek platformda esneklik ve g\u00fcven ar\u0131yorsan\u0131z, en mant\u0131kl\u0131 tercih: <em>Data Lakehouse<\/em>.<\/li>\n<\/ul>\n\n<h2 class=\"wp-block-heading\" id=\"cf26\">Son S\u00f6z: Verinin Evi Art\u0131k De\u011fi\u015fti<\/h2>\n\n<p id=\"e167\">Veriyle \u00e7al\u0131\u015fan ekipler art\u0131k sadece neyi bildiklerine de\u011fil, <em>ne zaman ve nas\u0131l eri\u015febildiklerine<\/em> g\u00f6re fark yarat\u0131yor. O y\u00fczden veri mimarisini se\u00e7erken sadece bug\u00fcn\u00fc de\u011fil, yar\u0131n\u0131 da d\u00fc\u015f\u00fcnmek gerekiyor. <\/p>\n\n<p id=\"1baa\">Kimi zaman klasik, kimi zaman deneysel ama her zaman esnek ve g\u00fcvenilir bir yap\u0131 kurmak art\u0131k m\u00fcmk\u00fcn. Verinin yeni evi, disiplinle \u00f6zg\u00fcrl\u00fc\u011f\u00fcn bulu\u015ftu\u011fu yer: <em>G\u00f6l evi<\/em>. <\/p>\n\n<h2 class=\"wp-block-heading\" id=\"a0e2\">Peki Biz Bu Durumu Bentego&#8217;da Nas\u0131l Ele Al\u0131yoruz?<\/h2>\n\n<p id=\"7e10\">Veri d\u00fcnyas\u0131 h\u0131zla evriliyor. Biz de <strong>Bentego<\/strong> olarak bu de\u011fi\u015fime sadece ayak uydurmakla kalm\u0131yor, ayn\u0131 zamanda kurumlar\u0131n bu d\u00f6n\u00fc\u015f\u00fcmde <em>do\u011fru ad\u0131mlar\u0131 atmas\u0131na destek oluyoruz<\/em>. <\/p>\n\n<p id=\"e336\">Her kurumun veriyle kurdu\u011fu ili\u015fki farkl\u0131. Kimi h\u00e2l\u00e2 temel raporlama ihtiya\u00e7lar\u0131n\u0131 kar\u015f\u0131lamaya \u00e7al\u0131\u015f\u0131yor, kimi ise \u00e7oklu veri kaynaklar\u0131n\u0131 bir araya getirerek daha tutarl\u0131 analizler \u00fcretmenin yollar\u0131n\u0131 ar\u0131yor. <br\/>\u0130\u015fte tam bu noktada devreye giriyoruz.<\/p>\n\n<p id=\"87e3\"><strong>Bentego olarak neler yap\u0131yoruz?<\/strong><\/p>\n\n<p><strong>Kurumlar\u0131n mevcut veri yap\u0131s\u0131n\u0131 analiz ediyoruz.<\/strong>  Hangi platformlar kullan\u0131l\u0131yor, ne t\u00fcr veriler toplan\u0131yor, s\u00fcre\u00e7ler ne kadar oturmu\u015f?<\/p>\n\n<p><strong>Gelecekteki ihtiya\u00e7lar\u0131n\u0131 birlikte belirliyoruz.<\/strong>  Sadece bug\u00fcn\u00fc de\u011fil, \u00f6n\u00fcm\u00fczdeki y\u0131llarda kar\u015f\u0131la\u015fabilecekleri veri ihtiya\u00e7lar\u0131n\u0131 da g\u00f6z \u00f6n\u00fcnde bulunduruyoruz.<\/p>\n\n<p><strong>En uygun veri mimarisini tasarl\u0131yoruz.<\/strong>  Bu bazen mevcut DWH yap\u0131s\u0131n\u0131 g\u00fcncellemek, bazen modern bir Lakehouse mimarisine ge\u00e7mek, bazen de hibrit bir yakla\u015f\u0131m\u0131 hayata ge\u00e7irmek anlam\u0131na geliyor.<\/p>\n\n<p><strong>Uygulama ve ge\u00e7i\u015f s\u00fcrecini birlikte y\u00fcr\u00fct\u00fcyoruz.<\/strong>  Tavsiye vermekle kalm\u0131yor, mimariyi kuruyor, devreye al\u0131yor, ekipleri s\u00fcrece dahil ediyoruz.<\/p>\n\n<p id=\"bbb3\">Amac\u0131m\u0131z, kurumlar\u0131n veriye sadece <em>sahip olmas\u0131<\/em> de\u011fil; o veriyi <em>anlaml\u0131, eri\u015filebilir ve etkili<\/em> bi\u00e7imde kullanabilmesini sa\u011flamakt\u0131r.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"9a8b\">Sonu\u00e7 olarak&#8230;<\/h2>\n\n<p id=\"5d11\">Bug\u00fcn\u00fcn veri d\u00fcnyas\u0131nda tek bir do\u011fru yok. Ama <strong>do\u011fru yakla\u015f\u0131m\u0131 birlikte bulmak m\u00fcmk\u00fcn.<br\/><\/strong>E\u011fer siz de veri mimarinizi yeniden \u015fekillendirmeyi d\u00fc\u015f\u00fcn\u00fcyorsan\u0131z, <strong>Bentego olarak her ad\u0131mda yan\u0131n\u0131zday\u0131z<\/strong>. <\/p>\n\n<p id=\"a1ae\"><em>Veri sadece depolanmak i\u00e7in de\u011fil, de\u011fer yaratmak i\u00e7in vard\u0131r.<br\/><\/em>Gelin birlikte, verinin ger\u00e7ek g\u00fcc\u00fcn\u00fc ortaya \u00e7\u0131karal\u0131m.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Son y\u0131llarda veriyle \u00e7al\u0131\u015fan herkesin s\u0131k s\u0131k kar\u015f\u0131la\u015ft\u0131\u011f\u0131 bir soru var:&#8220;Verilerimizi nerede saklamal\u0131y\u0131z?&#8221; Bu sorunun cevab\u0131, zaman i\u00e7inde hem teknolojilerin geli\u015fmesiyle hem [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":5923,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[87],"tags":[188,189,190,102],"class_list":["post-6226","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-data-lake-tr","tag-dwh-tr","tag-veri-gol-evi","tag-yeniligi"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.4 - 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