{"id":1092,"date":"2024-05-21T00:22:58","date_gmt":"2024-05-20T21:22:58","guid":{"rendered":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/?p=1092"},"modified":"2026-10-06T03:13:30","modified_gmt":"2026-10-06T00:13:30","slug":"bulut-tabanli-buyuk-veri-analitigi-fibacloud-ile-verilerinizden-maksimum-deger-elde-edin","status":"publish","type":"post","link":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/bilgi-islem\/bulut-tabanli-buyuk-veri-analitigi-fibacloud-ile-verilerinizden-maksimum-deger-elde-edin\/","title":{"rendered":"Bulut Tabanl\u0131 B\u00fcy\u00fck Veri Analiti\u011fi: FibaCloud ile Verilerinizden Maksimum De\u011fer Elde Edin"},"content":{"rendered":"<div class=\"fc-resource-revision\" data-fc-editorial=\"20261006\">\n<p class=\"fc-article-summary\">Bulut tabanl\u0131 b\u00fcy\u00fck veri analiti\u011fi, veriyi toplama, saklama, i\u015fleme ve sorgulama i\u015flerinin uygun bulut kaynaklar\u0131 \u00fczerinde y\u00fcr\u00fct\u00fclmesidir. \u201cB\u00fcy\u00fck\u201d ifadesi yaln\u0131z dosya boyutuna ba\u011fl\u0131 de\u011fildir; veri \u00fcretim h\u0131z\u0131, \u00e7e\u015fitlili\u011fi ve i\u015fleme gereksinimi de tasar\u0131m\u0131 etkiler. Ama\u00e7 m\u00fcmk\u00fcn oldu\u011funca veri biriktirmek de\u011fil, belirli bir i\u015f sorusuna g\u00fcvenilir ve zaman\u0131nda yan\u0131t \u00fcretmektir.<\/p>\n<figure class=\"fc-editorial-figure\"><img loading=\"lazy\" src=\"\/community\/assets\/resource-renewal-20261006\/cloud-data-analytics-pipeline-tr.svg\" width=\"960\" height=\"440\"  decoding=\"async\" alt=\"Kaynak veriler al\u0131n\u0131r, ham veya d\u00fczenlenmi\u015f depoda tutulur, kalite ve d\u00f6n\u00fc\u015f\u00fcm ad\u0131mlar\u0131ndan ge\u00e7er ve yetkili sorgulara sunulur.\"><figcaption>Her a\u015famada veri kimli\u011fi, \u015fema, eri\u015fim ve hata davran\u0131\u015f\u0131 izlenmelidir.<br \/><a class=\"fc-diagram-open\" href=\"\/community\/assets\/resource-renewal-20261006\/cloud-data-analytics-pipeline-tr.svg\">G\u00f6rseli b\u00fcy\u00fct \u2192<\/a><\/figcaption><\/figure>\n<h2>\u00d6nce i\u015f sorusunu ve veri kayna\u011f\u0131n\u0131 belirleyin<\/h2>\n<p>G\u00fcnl\u00fck sipari\u015f raporu, cihaz ar\u0131zas\u0131 sinyali ve uygulama hata analizi ayn\u0131 gecikme hedefini ta\u015f\u0131maz. Sonucun ne s\u0131kl\u0131kta kullan\u0131laca\u011f\u0131n\u0131, ne kadar gecikmenin kabul edilece\u011fini ve yanl\u0131\u015f sonucun etkisini belirleyin. Bu kararlar mimariyi veri miktar\u0131 kadar etkiler.<\/p>\n<p>Kaynak sistem, veri sahibi, g\u00fcncellenme s\u0131kl\u0131\u011f\u0131 ve alan tan\u0131mlar\u0131n\u0131 kaydedin. \u00d6rne\u011fin \u201csat\u0131\u015f\u201d metri\u011finde iptal, iade, para birimi ve zaman dilimi nas\u0131l ele al\u0131n\u0131yor a\u00e7\u0131k olsun. Teknik olarak do\u011fru bir sorgu, belirsiz i\u015f tan\u0131m\u0131 nedeniyle yan\u0131lt\u0131c\u0131 sonu\u00e7 \u00fcretebilir.<\/p>\n<h2>Toplu i\u015fleme ile ak\u0131\u015f i\u015flemeyi ay\u0131r\u0131n<\/h2>\n<p>Toplu i\u015fleme, belirli aral\u0131kta biriken veriyi i\u015fler. Ak\u0131\u015f i\u015fleme, gelen olaylar\u0131 daha k\u0131sa gecikmeyle de\u011ferlendirmek i\u00e7in kullan\u0131l\u0131r. Ak\u0131\u015f yakla\u015f\u0131m\u0131 daha karma\u015f\u0131k durum ve hata y\u00f6netimi gerektirebilir; g\u00fcnl\u00fck rapor i\u00e7in her zaman gerekli de\u011fildir.<\/p>\n<p>Ge\u00e7 gelen, yinelenen veya s\u0131ras\u0131 de\u011fi\u015fen olaylar\u0131 nas\u0131l ele alaca\u011f\u0131n\u0131z\u0131 belirleyin. Olay zaman\u0131 ile sisteme giri\u015f zaman\u0131 farkl\u0131 olabilir. Tekrar i\u015flenen bir kay\u0131t toplamlar\u0131 iki kez art\u0131rmamal\u0131d\u0131r. Yeniden \u00e7al\u0131\u015ft\u0131r\u0131labilir d\u00f6n\u00fc\u015f\u00fcm ad\u0131mlar\u0131 hatadan toparlanmay\u0131 kolayla\u015ft\u0131r\u0131r.<\/p>\n<h2>Depolama bi\u00e7imini sorgu ihtiyac\u0131na g\u00f6re se\u00e7in<\/h2>\n<p>Ham veriyi ve analiz i\u00e7in d\u00fczenlenmi\u015f \u00e7\u0131kt\u0131y\u0131 farkl\u0131 ama\u00e7larla saklayabilirsiniz. S\u00fctun tabanl\u0131 bi\u00e7imler, \u00f6rne\u011fin Parquet, analitik sorgularda yaln\u0131z ilgili alanlar\u0131n okunmas\u0131na yard\u0131mc\u0131 olabilir. Kazan\u00e7; veri d\u00fczeni, sorgu, s\u0131k\u0131\u015ft\u0131rma ve kullan\u0131lan motorun davran\u0131\u015f\u0131na ba\u011fl\u0131d\u0131r.<\/p>\n<p>B\u00f6l\u00fcmleme anahtarlar\u0131n\u0131 eri\u015fim \u00f6r\u00fcnt\u00fcs\u00fcyle se\u00e7in. \u00c7ok say\u0131da k\u00fc\u00e7\u00fck dosya veya a\u015f\u0131r\u0131 b\u00f6l\u00fcmleme y\u00f6netim ve sorgu y\u00fck\u00fc olu\u015fturabilir. Saklama s\u00fcresini ve silme politikas\u0131n\u0131 veri sahibinin gereksinimleriyle belirleyin; her kopyay\u0131 s\u00fcresiz tutmay\u0131n.<\/p>\n<h2>Veri kalitesi ve eri\u015fimi ayr\u0131 kontrollerle y\u00f6netin<\/h2>\n<ul>\n<li>Beklenen \u015fema, zorunlu alan ve ge\u00e7erli de\u011fer aral\u0131klar\u0131n\u0131 kontrol edin.<\/li>\n<li>Eksik, yinelenen veya bozuk kay\u0131tlar\u0131n i\u015flenme y\u00f6ntemini tan\u0131mlay\u0131n.<\/li>\n<li>Verinin hangi kaynaktan ve hangi d\u00f6n\u00fc\u015f\u00fcm s\u00fcr\u00fcm\u00fcnden geldi\u011fini izleyin.<\/li>\n<li>Ham ki\u015fisel veri ile rapor eri\u015fimini farkl\u0131 yetkilerle s\u0131n\u0131rland\u0131r\u0131n.<\/li>\n<li>Hatal\u0131 veri yay\u0131mland\u0131\u011f\u0131nda yeniden \u00fcretim ve d\u00fczeltme yolunu haz\u0131rlay\u0131n.<\/li>\n<\/ul>\n<p>Anonimle\u015ftirme veya maskeleme kararlar\u0131n\u0131 kullan\u0131m amac\u0131na g\u00f6re de\u011ferlendirin. Geli\u015ftirme ekibinin analiz \u00e7\u0131kt\u0131s\u0131n\u0131 g\u00f6rmesi, b\u00fct\u00fcn ham verilere eri\u015fmesi gerekti\u011fi anlam\u0131na gelmez.<\/p>\n<h2>FibaCloud \u00fczerinde kapasiteyi nas\u0131l planlars\u0131n\u0131z?<\/h2>\n<p>Uygulaman\u0131z\u0131n hesaplama, bellek, disk I\/O ve a\u011f ihtiyac\u0131n\u0131 \u00f6l\u00e7\u00fcn. Apache Spark gibi ara\u00e7lar\u0131n kurulumu ve i\u015fletimi ayr\u0131 sorumluluklard\u0131r; belirli bir y\u00f6netilen analitik hizmetin haz\u0131r sunuldu\u011funu varsaymay\u0131n. Gereken yaz\u0131l\u0131m ve eri\u015fim modeliyle mevcut altyap\u0131 se\u00e7eneklerini kar\u015f\u0131la\u015ft\u0131r\u0131n.<\/p>\n<p>Pilotta temsil edici veriyle s\u00fcre, kaynak kullan\u0131m\u0131 ve sonu\u00e7 do\u011frulu\u011funu kontrol edin. Depolama bedelinin yan\u0131nda taranan veri, ge\u00e7ici \u00e7al\u0131\u015fma alan\u0131 ve ortamlar aras\u0131 aktar\u0131m\u0131 hesaba kat\u0131n. Kaynak art\u0131rmadan \u00f6nce veri yerle\u015fimini ve sorgu plan\u0131n\u0131 incelemek gereksiz maliyeti s\u0131n\u0131rlayabilir.<\/p>\n<h2>S\u0131k sorulan sorular<\/h2>\n<dl>\n<dt><strong>Her analiz projesi da\u011f\u0131t\u0131k i\u015flem motoru gerektirir mi?<\/strong><\/dt>\n<dd>\n<p>Hay\u0131r. Veri hacmi, sorgu s\u00fcresi ve ekip ihtiyac\u0131 uygunsa daha basit bir veritaban\u0131 veya tek sunucu \u00e7\u00f6z\u00fcm\u00fc yeterli olabilir.<\/p>\n<\/dd>\n<dt><strong>Daha fazla kaynak daha do\u011fru analiz sa\u011flar m\u0131?<\/strong><\/dt>\n<dd>\n<p>Hay\u0131r. Kaynaklar i\u015flem kapasitesini etkiler; veri kalitesi, i\u015f tan\u0131m\u0131 ve d\u00f6n\u00fc\u015f\u00fcm mant\u0131\u011f\u0131 ayr\u0131ca do\u011frulanmal\u0131d\u0131r.<\/p>\n<\/dd>\n<\/dl>\n<h2>Sonraki ad\u0131m<\/h2>\n<p>Veri \u00fcretim taraf\u0131n\u0131 <a href=\"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/buluta-genel-bakis\/iot-nesnelerin-interneti-nedir\/\">IoT rehberi<\/a>, b\u00fct\u00e7e modelini <a href=\"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/bulut-danismanlik-hizmeti\/bulut-bilisim-maliyet-optimizasyonu-bulutlarin-uzerinde-akilli-tasarruf\/\">bulut maliyet optimizasyonu<\/a> ile birlikte planlay\u0131n.<\/p>\n<h2>Kaynaklar<\/h2>\n<ol>\n<li><a href=\"https:\/\/nvlpubs.nist.gov\/nistpubs\/Legacy\/SP\/nistspecialpublication800-146.pdf\" rel=\"noopener\" target=\"_blank\">NIST SP 800-146 \u2014 Bulut bili\u015fim kavramlar\u0131 ve sorumluluklar (2012)<\/a><\/li>\n<li><a href=\"https:\/\/spark.apache.org\/docs\/latest\/\" rel=\"noopener\" target=\"_blank\">Overview &#8211; Spark 4.2.0 Documentation<\/a><\/li>\n<li><a href=\"https:\/\/parquet.apache.org\/docs\/overview\/\" rel=\"noopener\" target=\"_blank\">Overview | Parquet<\/a><\/li>\n<\/ol>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Bulut tabanl\u0131 b\u00fcy\u00fck veri analiti\u011fi, veriyi toplama, saklama, i\u015fleme ve sorgulama i\u015flerinin uygun bulut kaynaklar\u0131 \u00fczerinde y\u00fcr\u00fct\u00fclmesidir. \u201cB\u00fcy\u00fck\u201d ifadesi yaln\u0131z dosya boyutuna ba\u011fl\u0131 de\u011fildir; veri \u00fcretim h\u0131z\u0131, \u00e7e\u015fitlili\u011fi ve i\u015fleme gereksinimi de tasar\u0131m\u0131 etkiler. Ama\u00e7 m\u00fcmk\u00fcn oldu\u011funca veri biriktirmek de\u011fil, belirli bir i\u015f sorusuna g\u00fcvenilir ve zaman\u0131nda yan\u0131t \u00fcretmektir. Her a\u015famada veri kimli\u011fi, \u015fema, eri\u015fim [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1420,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26,24,25,32],"tags":[74,203,204],"class_list":["post-1092","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bilgi-islem","category-bulut-danismanlik-hizmeti","category-buluta-genel-bakis","category-depolama","tag-bulut-bilisim","tag-buyuk-veri","tag-veri-analitigi"],"_links":{"self":[{"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/posts\/1092","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/comments?post=1092"}],"version-history":[{"count":5,"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/posts\/1092\/revisions"}],"predecessor-version":[{"id":1098,"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/posts\/1092\/revisions\/1098"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/media\/1420"}],"wp:attachment":[{"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/media?parent=1092"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/categories?post=1092"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.fibacloud.com\/tr\/kaynaklar\/wp-json\/wp\/v2\/tags?post=1092"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}