{"id":798883,"date":"2022-11-04T11:00:26","date_gmt":"2022-11-04T11:00:26","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/veri-yapisi-nedir-ipuclari-ve-en-iyi-uygulamalar\/"},"modified":"2022-11-04T11:00:26","modified_gmt":"2022-11-04T11:00:26","slug":"veri-yapisi-nedir-ipuclari-ve-en-iyi-uygulamalar","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/veri-yapisi-nedir-ipuclari-ve-en-iyi-uygulamalar\/","title":{"rendered":"Veri Yap\u0131s\u0131: Nedir, \u0130pu\u00e7lar\u0131 ve En \u0130yi Uygulamalar"},"content":{"rendered":"<p><b>Gartner<\/b><span style=\"font-weight: 400;\">  kurumlar\u0131n verilerini ve uygulamalar\u0131n\u0131 izlemelerine ve y\u00f6netmelerine yard\u0131mc\u0131 olmak i\u00e7in veri yap\u0131s\u0131 olarak adland\u0131r\u0131lm\u0131\u015ft\u0131r. \u0130\u015fletmeler \u00e7ok \u00e7e\u015fitli uygulamalar kulland\u0131k\u00e7a ve veriler daha dinamik hale geldik\u00e7e veri toplamak ve veri odakl\u0131 bir kurulu\u015f olmak her zamankinden daha zor.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u015eirketlerin bu t\u00fcr sorunlar\u0131 \u00e7\u00f6zmek i\u00e7in en iyi on veri ve analitik teknolojisi geli\u015fmesi aras\u0131nda kapsaml\u0131 bir stratejiye ihtiyac\u0131 vard\u0131r. \u00c7e\u015fitli kaynaklardan ve t\u00fcrlerden gelen veriler, birle\u015fik bir sanal kaynak olu\u015fturmak i\u00e7in entegre edilir. Da\u011f\u0131t\u0131lm\u0131\u015f bir altyap\u0131 genelinde bu sorunsuz eri\u015fim ve veri al\u0131\u015fveri\u015fi, uygulama, platform veya depolama konumundan ba\u011f\u0131ms\u0131z olarak bu entegre mimari sayesinde m\u00fcmk\u00fcn olmaktad\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu blogda, veri yap\u0131s\u0131n\u0131n ne oldu\u011funu, \u00f6nemini, ipu\u00e7lar\u0131n\u0131 ve en iyi uygulamalar\u0131 tart\u0131\u015faca\u011f\u0131z.<\/span><\/p>\n<div class=\"tags-wrap\">\n<p class=\"content-index\" style=\"margin-top: 0;\">\u0130\u00e7erik Dizini<\/p>\n<ol style=\"font-weight: 400; margin: 0 30px; line-height: 22px;\">\n<li><a href=\"#what_is_a_data_fabric?\">Veri dokusu nedir?<\/a><\/li>\n<li><a href=\"#importance_of_data_fabric\">Veri yap\u0131s\u0131n\u0131n \u00f6nemi<\/a><\/li>\n<li><a href=\"#tips_and_best_practices\">\u0130pu\u00e7lar\u0131 ve en iyi uygulamalar<\/a><\/li>\n<li><a href=\"#conclusion\">Sonu\u00e7<\/a><\/li>\n<\/ol>\n<\/div>\n<h2 id=\"what_is_a_data_fabric?\" class=\"blankurl\"><span style=\"font-weight: 400;\">Veri yap\u0131s\u0131 nedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veri yap\u0131s\u0131, hibrit bir \u00e7oklu bulut ortam\u0131ndaki u\u00e7 noktalara tutarl\u0131 bir yetenek sunmak i\u00e7in verileri kullanan entegre bir mimaridir. Bu entegre mimari, veri y\u00f6netimi i\u00e7in tutarl\u0131 y\u00f6ntemler olu\u015fturarak g\u00f6r\u00fcn\u00fcrl\u00fc\u011f\u00fc, eri\u015fimi ve kontrol\u00fc art\u0131r\u0131r. En \u00f6nemlisi, ortam\u0131n\u0131z genelinde tutarl\u0131l\u0131k yaratarak verilerin her yerde kullan\u0131lmas\u0131na ve payla\u015f\u0131lmas\u0131na olanak tan\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu entegre mimari, bir\u00e7ok firma i\u00e7in ham veriyi eyleme ge\u00e7irilebilir i\u015f zekas\u0131na d\u00f6n\u00fc\u015ft\u00fcrmenin birincil arac\u0131d\u0131r. \u00d6zellikle yapay zeka ve makine \u00f6\u011frenimi kullan\u0131m\u0131 i\u00e7in analizi daha eri\u015filebilir hale getirir. Veri y\u00f6netimi \u00e7abalar\u0131n\u0131 %70&#8217;e kadar azaltabilece\u011fi g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, Gartner bunu 2022 i\u00e7in en iyi stratejik teknoloji trendi olarak se\u00e7ti.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u015eirketler verilerini tek bir yerde konsolide etmek i\u00e7in s\u0131kl\u0131kla kopyalarlar, bu da maliyetlidir ve veri ya\u015fam d\u00f6ng\u00fcs\u00fc boyunca uyumluluk ve veri g\u00fcvenli\u011fi sorunlar\u0131na neden olabilir. Ancak bu verileri birle\u015ftirmek i\u00e7in hala iyi nedenler var. \u00c7ok say\u0131da i\u015fletme, mimari bir \u00e7\u00f6z\u00fcm olarak veri yap\u0131s\u0131n\u0131 kullanmay\u0131 tercih edebilir:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Mevcut verilere eri\u015fim<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Veri ya\u015fam d\u00f6ng\u00fcs\u00fcn\u00fc kontrol edin.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Veri hareketi s\u00fcrecini otomatikle\u015ftirin.<\/span><\/li>\n<\/ul>\n<h2 id=\"importance_of_data_fabric\" class=\"blankurl\"><span style=\"font-weight: 400;\">Veri yap\u0131s\u0131n\u0131n \u00f6nemi<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Kurulu\u015flar, s\u0131n\u0131rl\u0131 veri eri\u015fimi (yani verilerin ihtiya\u00e7 duyanlar taraf\u0131ndan eri\u015filebilir olmamas\u0131) ve veri entegrasyonunun karma\u015f\u0131kl\u0131\u011f\u0131 gibi sorunlar nedeniyle verilerini tam olarak kullanamamakta ve verilerinin de\u011ferini en \u00fcst d\u00fczeye \u00e7\u0131karamamaktad\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Geleneksel veri entegrasyonu art\u0131k evrensel d\u00f6n\u00fc\u015f\u00fcmler, ger\u00e7ek zamanl\u0131 ba\u011flant\u0131 vb. gibi i\u015f ihtiya\u00e7lar\u0131 i\u00e7in yeterli de\u011fildir. Bir\u00e7ok firma, \u00e7e\u015fitli kaynaklardan gelen <a href=\"https:\/\/www.questionpro.com\/blog\/data-organization\/\">kurumsal verileri<\/a> birle\u015ftirmek, entegre etmek ve d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in yard\u0131ma ihtiya\u00e7 duyar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri yap\u0131s\u0131, kullan\u0131c\u0131lara \u00e7ok \u00e7e\u015fitli verilere an\u0131nda eri\u015fim sa\u011flar ve kullan\u0131c\u0131lar nerede olursa olsun g\u00f6rselle\u015ftirmeye olanak tan\u0131r. \u00c7oklu bulut veri ortamlar\u0131nda veri y\u00f6neti\u015fimi ve y\u00f6netimi, veri yap\u0131s\u0131 kullan\u0131larak kullan\u0131c\u0131lar i\u00e7in daha basit hale getirilebilir.<\/span><\/p>\n<h2 id=\"tips_and_best_practices\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u0130pu\u00e7lar\u0131 ve en iyi uygulamalar<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Bir veri yap\u0131s\u0131 iyi y\u00f6netiliyorsa i\u015f, operasyonel ve teknik meta veriler aktif olarak y\u00f6netilmelidir. Bunun ger\u00e7ekle\u015fmesi i\u00e7in bir veri katalo\u011fu ve i\u015f s\u00f6zl\u00fc\u011f\u00fcn\u00fcn t\u00fcm \u015firket \u00e7al\u0131\u015fanlar\u0131n\u0131n eri\u015fimine a\u00e7\u0131k olmas\u0131 gerekir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kurum i\u00e7indeki herkes verileri kullan\u0131rken bu veriler hakk\u0131ndaki bilgilerini payla\u015fabilir. T\u00fcm kaynaklar\u0131n meta verilerinin makul miktarda veri kaymas\u0131na izin verecek bir oranda al\u0131nmas\u0131 i\u00e7in bir program tutulmal\u0131d\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0130\u015fte ipu\u00e7lar\u0131 ve en iyi uygulamalar:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Bir DataOps s\u00fcre\u00e7 modeli kullan\u0131n.<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">DataOps ve data fabric kavramlar\u0131 birbirinden farkl\u0131 olsa da, dataOps \u00e7ok \u00f6nemli bir kolayla\u015ft\u0131r\u0131c\u0131 olabilir. DataOps s\u00fcreci modeline g\u00f6re veri s\u00fcre\u00e7leri, ara\u00e7lar ve i\u00e7g\u00f6r\u00fcleri kullanan ki\u015filer birbirleriyle yak\u0131ndan ba\u011flant\u0131l\u0131d\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kullan\u0131c\u0131lar s\u00fcrekli olarak verilere g\u00fcvenecek, ellerindeki ara\u00e7lar\u0131 anlaml\u0131 bir \u015fekilde kullanacak ve operasyonlar\u0131 iyile\u015ftirmek i\u00e7in i\u00e7g\u00f6r\u00fcleri uygulayacak \u015fekilde konumland\u0131r\u0131lm\u0131\u015ft\u0131r. Bu model ve veri yap\u0131s\u0131n\u0131n mimari tasar\u0131m\u0131 birlikte uyum i\u00e7inde \u00e7al\u0131\u015f\u0131r. Kullan\u0131c\u0131lar bundan en iyi \u015fekilde yararlanmak i\u00e7in bir DataOps s\u00fcre\u00e7 modeline ve bir DataOps tutumuna ihtiya\u00e7 duyacakt\u0131r.<\/span><\/p>\n<ol start=\"2\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Ba\u015fka bir veri g\u00f6l\u00fc olu\u015fturmaktan ka\u00e7\u0131n\u0131n.<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Veri kuma\u015flar\u0131 olu\u015ftururken, tipik sorun, bunun sadece ba\u015fka bir \u015fey haline gelebilmesidir <\/span><b>veri g\u00f6l\u00fc<\/b><span style=\"font-weight: 400;\">. Mimari bile\u015fenler yerindeyse (veri kaynaklar\u0131, analitik, i\u015f zekas\u0131 teknikleri, veri aktar\u0131m\u0131 ve veri t\u00fcketimi) ancak API&#8217;ler ve SDK&#8217;lar eksikse, sonu\u00e7 ger\u00e7ek bir veri yap\u0131s\u0131 de\u011fildir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Veri yap\u0131s\u0131&#8221; terimi, belirli bir teknolojiden ziyade mimari bir tasar\u0131ma at\u0131fta bulunur. Bu tasar\u0131m\u0131n ay\u0131rt edici \u00f6zellikleri aras\u0131nda bile\u015fenlerin birlikte \u00e7al\u0131\u015fabilirli\u011fi ve entegrasyona haz\u0131r olmas\u0131 yer almaktad\u0131r. Sonu\u00e7 olarak, kurulu\u015flar ba\u011flant\u0131 katman\u0131na, sorunsuz veri iletimine ve yeni ba\u011flanan \u00f6n u\u00e7 aray\u00fczlere otomatik i\u00e7g\u00f6r\u00fc sunumuna \u00f6ncelik vermelidir.<\/span><\/p>\n<ol start=\"3\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Mevzuat ve uyum y\u00fck\u00fcml\u00fcl\u00fcklerinizin fark\u0131na var\u0131n.<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Veriler geni\u015f bir alana yay\u0131ld\u0131\u011f\u0131ndan, veri yap\u0131s\u0131 tasar\u0131m\u0131 g\u00fcvenlik, <a href=\"https:\/\/www.questionpro.com\/real-time-governance\/\">ger\u00e7ek zamanl\u0131 y\u00f6neti\u015fim<\/a> ve mevzuata uygunluk konular\u0131nda yard\u0131mc\u0131 olabilir. Veriler \u00e7e\u015fitli sistemlere da\u011f\u0131lmam\u0131\u015ft\u0131r. B\u00f6ylece hassas verilerin a\u00e7\u0131\u011fa \u00e7\u0131kma ihtimali azal\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bunu uygulamaya koymadan \u00f6nce, verileriniz i\u00e7in ge\u00e7erli olan uyumluluk ve d\u00fczenleyici y\u00f6netmelikleri anlamak \u00e7ok \u00f6nemlidir. \u00c7e\u015fitli veri t\u00fcrleri d\u00fczenleyici \u00e7er\u00e7evelere ve mevzuata tabi olabilir. Yasal gerekliliklere uymak i\u00e7in gereken veri d\u00f6n\u00fc\u015f\u00fcmlerini zorunlu k\u0131lan otomatik uyumluluk prosed\u00fcrlerini uygulayarak bunun \u00fcstesinden gelebilirsiniz.<\/span><\/p>\n<ol start=\"4\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Ara ba\u011flant\u0131lar\u0131 aramak i\u00e7in grafik analiti\u011fini kullan\u0131n.<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Meta veri ve veri ili\u015fkilerini g\u00f6stermek i\u00e7in bilgi grafikleri kullanan grafik analiti\u011fi, ili\u015fkisel veritabanlar\u0131na daha ak\u0131ll\u0131 bir alternatif sunmaktad\u0131r. Yaln\u0131zca metin dizeleri kullanmak yerine, bilginin neye i\u015faret etti\u011fini anlamak i\u00e7in verileri anlamsal bir ba\u011flamla doldurur.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bir bilgi grafi\u011fi, veri kaynaklar\u0131 aras\u0131ndaki ba\u011flant\u0131lar\u0131 inceleyerek operasyonel ve ticari i\u00e7g\u00f6r\u00fcler sunabilir. \u0130li\u015fkisel veritaban\u0131 y\u00f6ntemine k\u0131yasla, farkl\u0131 verileri entegre etmede daha iyidir ve ke\u015ffedilen i\u00e7g\u00f6r\u00fcler de i\u015f kullan\u0131c\u0131lar\u0131 i\u00e7in daha yararl\u0131d\u0131r. Bu entegre mimarinin temel amac\u0131, \u00e7e\u015fitli veri kaynaklar\u0131n\u0131n tekrarlama olmaks\u0131z\u0131n kapsaml\u0131 bir \u015fekilde kullan\u0131lmas\u0131n\u0131 sa\u011flamak oldu\u011fundan, grafik analiti\u011fi ile desteklenen bilgi grafikleri veri tekstilleri i\u00e7in m\u00fckemmeldir.<\/span><\/p>\n<ol start=\"5\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Vatanda\u015f geli\u015ftiriciler i\u00e7in bir veri pazar\u0131 olu\u015fturun.<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Genellikle bu entegre mimari, i\u00e7g\u00f6r\u00fcleri \u00fcretip do\u011frudan i\u015f uygulamalar\u0131na iletir veya BT ya da veri ekibiniz taraf\u0131ndan incelenmek \u00fczere par\u00e7al\u0131 veri havuzlar\u0131 \u00fcretir. Yurtta\u015f geli\u015ftiriciler i\u00e7in eri\u015fimi demokratikle\u015ftiren bir veri pazar\u0131, bu olanaklardan yararlanman\u0131n bir ba\u015fka yoludur.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu pazardan elde edilen veriler, temel veri analizi anlay\u0131\u015f\u0131na ve y\u0131llar\u0131n i\u015f analizi deneyimine sahip i\u015f kullan\u0131c\u0131lar\u0131 taraf\u0131ndan ortaya \u00e7\u0131kan kullan\u0131m durumlar\u0131 i\u00e7in yeni modeller olu\u015fturmak \u00fczere kullan\u0131labilir. \u0130\u015fletmeler, kullan\u0131m durumuna \u00f6zel BI geli\u015ftirmenin yan\u0131 s\u0131ra vatanda\u015f geli\u015ftiricilerin bunu yeni ve esnek \u015fekillerde kullanmas\u0131n\u0131 sa\u011flayabilir.<\/span><\/p>\n<ol start=\"6\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">A\u00e7\u0131k kaynak teknolojisinden yararlan\u0131n.<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Bir veri \u00fcretimi olu\u015ftururken, a\u00e7\u0131k kaynak oyunun kurallar\u0131n\u0131 de\u011fi\u015ftirebilir. Geni\u015fletilebilir ve entegrasyona haz\u0131r olmas\u0131 ama\u00e7land\u0131\u011f\u0131ndan, a\u00e7\u0131k kaynak teknolojileri mimarisi i\u00e7in en uygun olan\u0131d\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d6nemli bir yat\u0131r\u0131m gerektirebilece\u011finden ve daha sonra sa\u011flay\u0131c\u0131lar\u0131 de\u011fi\u015ftirmeye karar verseniz bile bu yat\u0131r\u0131m\u0131 korumak isteyece\u011finizden, a\u00e7\u0131k kaynakl\u0131 bile\u015fenler tek bir sat\u0131c\u0131ya daha az ba\u011f\u0131ml\u0131 olman\u0131za da yard\u0131mc\u0131 olabilir. B\u00fcy\u00fck veri ve blok zinciri kullanarak merkezi olmayan bir ak\u0131\u015f veri i\u015fleme hatt\u0131 sa\u011flayan ve k\u0131sa s\u00fcre \u00f6nce yay\u0131nlanan Open Data Fabric projesini mutlaka inceleyin.<\/span><\/p>\n<ol start=\"7\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">Yerel kod \u00fcretimini etkinle\u015ftirin.<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Veri yap\u0131s\u0131 \u00e7\u00f6z\u00fcm\u00fcn\u00fcz\u00fcn \u00f6nemli bir i\u015flevi, entegrasyon i\u00e7in kullan\u0131labilecek kodu otomatik olarak \u00fcretmesini sa\u011flayan yerel kod \u00fcretimidir. Gelen verileri analiz ederken bile Spark, SQL ve Java dahil olmak \u00fczere birka\u00e7 farkl\u0131 dilde yerel olarak en uygun kodu \u00fcretmek m\u00fcmk\u00fcn olabilir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">BT uzmanlar\u0131 daha sonra bu kodu, API&#8217;lerin ve SDK&#8217;lar\u0131n hala mevcut olmas\u0131 gerekebilecek yeni sistemleri entegre etmek i\u00e7in kullanabilir. Bu y\u00f6ntem, y\u00fcksek entegrasyon maliyetleri veya yat\u0131r\u0131mlar konusunda endi\u015felenmeden yeni veri sistemlerini h\u0131zl\u0131 ve kolay bir \u015fekilde dahil etmenize olanak tan\u0131yacakt\u0131r. Ayr\u0131ca dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcz\u00fc h\u0131zland\u0131rman\u0131za da yard\u0131mc\u0131 olacakt\u0131r. Yerel kod olu\u015fturman\u0131n kullan\u0131c\u0131 dostu olmas\u0131 i\u00e7in haz\u0131r ba\u011flay\u0131c\u0131larla \u00e7al\u0131\u015fmas\u0131 gerekti\u011fini unutmay\u0131n.<\/span><\/p>\n<ol start=\"8\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">U\u00e7 bili\u015fim i\u00e7in veri yap\u0131s\u0131n\u0131 geli\u015ftirin<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">\u0130\u015fletmeler, veri \u00fcretimini u\u00e7 bili\u015fime uyarlayarak IoT cihazlar\u0131n\u0131n kullan\u0131m\u0131n\u0131 en \u00fcst d\u00fczeye \u00e7\u0131karabilir. Genellikle u\u00e7tan buluta veri yap\u0131s\u0131 olarak adland\u0131r\u0131lan u\u00e7 veri yap\u0131s\u0131, \u00f6zellikle IoT da\u011f\u0131t\u0131mlar\u0131na yard\u0131mc\u0131 olmak i\u00e7in olu\u015fturulmu\u015ftur. Veriyle ilgili \u00f6nemli g\u00f6revleri merkezi uygulamadan al\u0131p da\u011f\u0131t\u0131lm\u0131\u015f ancak yak\u0131ndan ba\u011flant\u0131l\u0131 olan farkl\u0131 bir u\u00e7 katmana kayd\u0131r\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d6rne\u011fin, ak\u0131ll\u0131 bir fabrika, bir kargo konteynerinin a\u011f\u0131rl\u0131\u011f\u0131n\u0131 otomatik olarak belirlemek (merkezi bulutla ileti\u015fime ge\u00e7meden) ve prosed\u00fcrleri se\u00e7meye ba\u015flamak i\u00e7in bir u\u00e7 veri dokusu kullanabilir. Otomatik eylemleri kolayla\u015ft\u0131r\u0131r ve geleneksel, merkezi bir sistemle m\u00fcmk\u00fcn olmayan karar alma s\u00fcrecini h\u0131zland\u0131r\u0131r.  <\/span><b>veri g\u00f6l\u00fc<\/b><span style=\"font-weight: 400;\"> paradigma.<\/span><\/p>\n<h2 id=\"conclusion\" class=\"blankurl\"><span style=\"font-weight: 400;\">Sonu\u00e7<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Veriler bile\u015fenler aras\u0131nda gerekti\u011fi gibi aktar\u0131labilir. Bir veri yap\u0131s\u0131, \u00e7e\u015fitli fiziksel ve sanal kaynaklardaki kaynaklar\u0131 ve ayarlar\u0131 tek bir konumdan y\u00f6netmek i\u00e7in kullan\u0131l\u0131r ve gerekli veri y\u00f6netimi miktar\u0131n\u0131 azalt\u0131r.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Veri kuma\u015flar\u0131, ger\u00e7ek zamanl\u0131 veriler de dahil olmak \u00fczere verilere kapsaml\u0131 bir bak\u0131\u015f a\u00e7\u0131s\u0131 sunarak yarat\u0131c\u0131 taktikleri bulmak, sorgulamak ve kullanmak i\u00e7in gereken s\u00fcreyi k\u0131salt\u0131r. Ayr\u0131ca kurumsal zekay\u0131 geli\u015ftiren daha derin veri analizi sunarlar.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Her konu ve sekt\u00f6re y\u00f6nelik \u00e7\u00f6z\u00fcmleriyle QuestionPro, anket yaz\u0131l\u0131m\u0131ndan \u00e7ok daha fazlas\u0131d\u0131r. Ayr\u0131ca InsightsHub ara\u015ft\u0131rma k\u00fct\u00fcphanesi de dahil olmak \u00fczere veri y\u00f6netimi hizmetleri de sa\u011flamaktad\u0131rlar. Veri \u00fcretimi ile ilgili herhangi bir yard\u0131ma ihtiyac\u0131n\u0131z olursa QuestionPro ekibi ile ileti\u015fime ge\u00e7in.<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/insightshub\/\" target=\"_blank\" rel=\"noopener\"><button>DAHA FAZLA BI\u0307LGI\u0307 EDI\u0307NI\u0307N<\/button><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Gartner kurumlar\u0131n verilerini ve uygulamalar\u0131n\u0131 izlemelerine ve y\u00f6netmelerine yard\u0131mc\u0131 olmak i\u00e7in veri yap\u0131s\u0131 olarak adland\u0131r\u0131lm\u0131\u015ft\u0131r. \u0130\u015fletmeler \u00e7ok \u00e7e\u015fitli uygulamalar kulland\u0131k\u00e7a [&hellip;]<\/p>\n","protected":false},"author":48,"featured_media":721287,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[1212],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Veri Yap\u0131s\u0131: Nedir, \u0130pu\u00e7lar\u0131 ve En \u0130yi Uygulamalar | QuestionPro<\/title>\n<meta name=\"description\" content=\"Veri yap\u0131s\u0131, noktadan noktaya ba\u011flant\u0131lar\u0131 a\u011f tabanl\u0131 bir mimariyle de\u011fi\u015ftiren, geli\u015fen bir veri y\u00f6netimi y\u00f6ntemidir.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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