{"id":67124,"date":"2025-07-29T02:35:13","date_gmt":"2025-07-29T02:35:13","guid":{"rendered":"https:\/\/onlineexammaker.com\/kb\/?p=67124"},"modified":"2025-08-19T07:43:35","modified_gmt":"2025-08-19T07:43:35","slug":"15-data-engineering-quiz-questions-and-answers-tr","status":"publish","type":"post","link":"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/","title":{"rendered":"15 Veri M\u00fchendisli\u011fi S\u0131nav Sorular\u0131 ve Cevaplar\u0131"},"content":{"rendered":"<p>Veri m\u00fchendisli\u011fi, veri odakl\u0131 uygulamalar\u0131 ve analitikleri desteklemek i\u00e7in veri boru hatlar\u0131n\u0131n ve altyap\u0131s\u0131n\u0131n tasar\u0131m\u0131, geli\u015ftirilmesi ve y\u00f6netimine odaklanan bir bilgisayar bilimi ve bilgi teknolojisi alan\u0131d\u0131r. Verilerin verimli veri i\u015fleme ve analizini sa\u011flayacak \u015fekilde toplama, d\u00f6n\u00fc\u015ft\u00fcrme ve depolama s\u00fcrecini i\u00e7erir.<\/p>\n<p>Veri m\u00fchendisli\u011fi, veri bilim adamlar\u0131, analistler ve di\u011fer payda\u015flar taraf\u0131ndan g\u00fcvenilir, eri\u015filebilir ve analize haz\u0131r olmas\u0131n\u0131 sa\u011flad\u0131\u011f\u0131 i\u00e7in veri ya\u015fam d\u00f6ng\u00fcs\u00fcn\u00fcn \u00f6nemli bir y\u00f6n\u00fcd\u00fcr. Veri m\u00fchendisleri, veri boru hatlar\u0131, veritabanlar\u0131 ve veri ambarlar\u0131n\u0131 olu\u015fturmak ve s\u00fcrd\u00fcrmek i\u00e7in veri bilimcileri, veritaban\u0131 y\u00f6neticileri ve yaz\u0131l\u0131m geli\u015ftiricileri ile yak\u0131n \u00e7al\u0131\u015f\u0131r.<\/p>\n<h3> Makaleye Genel Bak\u0131\u015f <\/h3>\n<ul class=\"article_list\">\n<li> <a href = \"#1\"> B\u00f6l\u00fcm 1: OnlineExamMaker &#8211; AI ile Veri M\u00fchendisli\u011fi Testini Otomatik Olarak \u00dcretin ve Payla\u015f\u0131n <\/a> <\/li>\n<li> <a href = \"#2\"> B\u00f6l\u00fcm 2: 15 Veri M\u00fchendisli\u011fi Test Sorular\u0131 ve Cevaplar\u0131 <\/a> <\/li>\n<li> <a href = \"#3\"> B\u00f6l\u00fcm 3: OnlineExamMaker AI Soru Jenerat\u00f6r\u00fc: Herhangi bir konu i\u00e7in soru olu\u015fturun <\/a> <\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/onlineexammaker.com\/kb\/wp-content\/uploads\/2023\/08\/data-engineering.webp\" alt=\"\"\/><\/p>\n<h3 id = \"1\"> B\u00f6l\u00fcm 1: OnlineExamMaker &#8211; AI ile Veri M\u00fchendisli\u011fi S\u0131nav\u0131 Olu\u015fturun ve Payla\u015f\u0131n <\/h3>\n<p>Adaylar\u0131n veri m\u00fchendisli\u011fi bilgisini de\u011ferlendirmenin en h\u0131zl\u0131 yolu, OnlineExamMaker gibi bir AI de\u011ferlendirme platformu kullanmakt\u0131r. OnlinexAmmaker AI Soru olu\u015fturucu ile, metin, belgeler veya konular gibi i\u00e7erik girebilir ve daha sonra otomatik olarak \u00e7e\u015fitli formatlarda (\u00f6r. \u00c7oktan se\u00e7meli, do\u011fru\/yanl\u0131\u015f, k\u0131sa cevap) sorular olu\u015fturabilirsiniz. AI s\u0131nav\u0131 s\u0131n\u0131fland\u0131r\u0131c\u0131s\u0131, aday\u0131n\u0131z de\u011ferlendirmeyi g\u00f6nderdikten sonra s\u0131nav\u0131 otomatik olarak not edebilir ve anlay\u0131\u015fl\u0131 raporlar olu\u015fturabilir.<\/p>\n<p><strong> Ne seveceksiniz: <\/strong><br \/>\n\u25cf Soru bankas\u0131 arac\u0131l\u0131\u011f\u0131yla bir soru havuzu olu\u015fturun ve bu sorular aras\u0131nda rastgele se\u00e7ilmek istedi\u011finizi belirtin.<br \/>\n\u25cf S\u0131nav al\u0131c\u0131s\u0131n\u0131n video veya kelime belgesi y\u00fckleyerek, bir resim ekleyerek ve bir ses dosyas\u0131 kaydederek cevap vermesini sa\u011flar.<br \/>\n\u25cf Bir soru cevapland\u0131ktan sonra do\u011fru veya yanl\u0131\u015f cevaplar i\u00e7in geri bildirimi an\u0131nda g\u00f6r\u00fcnt\u00fcleyin.<br \/>\n\u25cf E -posta, cep telefonu, \u00e7al\u0131\u015fma ba\u015fl\u0131\u011f\u0131, \u015firket profili vb.<\/p>\n<div class=\"embed_video_blog\">\n<div class=\"embed-responsive embed-responsive-16by9\" style=\"margin-bottom:16px;\">\n <iframe class=\"embed-responsive-item\" src=\"https:\/\/www.youtube.com\/embed\/zlqho9igH2Y\"><\/iframe>\n<\/div>\n<\/div>\n<div class=\"getstarted-container\">\n<p style=\"margin-bottom: 13px;\">Yapay zekay\u0131 kullanarak otomatik olarak sorular olu\u015fturun<\/p>\n<div class=\"blog_double_btn clearfix\">\n<div class=\"col-sm-6  col-xs-12\">\n<div class=\"p-style-a\"><a class=\"get_started_btn\" href=\"https:\/\/onlineexammaker.com\/features\/ai-question-generator.html?refer=download_questions\" target=\"_blank\" rel=\"noopener\">AI Soru Olu\u015fturucu<\/a><\/div>\n<div class=\"p-style-b\">Her konu i\u00e7in sorular olu\u015fturun<\/div>\n<\/div>\n<div class=\"col-sm-6  col-xs-12\">\n<div class=\"p-style-a\"><a class=\"get_started_btn\" href=\"https:\/\/onlineexammaker.com\/sign-up.html?refer=blog_btn\"> Bir S\u0131nav Olu\u015ftur<\/a><\/div>\n<div class=\"p-style-b\">Sonsuza kadar %100 \u00fccretsiz<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3 id = \"2\"> B\u00f6l\u00fcm 2: 15 Veri M\u00fchendisli\u011fi Test Sorular\u0131 ve Cevaplar\u0131 <\/h3>\n<p><button id=\"copyquestionsBtn\" type=\"button\" onclick=\"myFunction()\">Sorular\u0131 Kopyala<\/button>\u00a0\u00a0or\u00a0\u00a0<button id=\"genquestionsBtn\" class=\"genbtnstyle\" type=\"button\" onclick=\"myFunction1()\">Kullanarak Sorular Olu\u015fturun AI<\/button><\/p>\n<div id=\"copy_questions\">\n<p>1. Soru: Veri m\u00fchendisli\u011finde ETL s\u00fcreci nedir?<br \/>\n   A) Veriyi d\u00f6n\u00fc\u015ft\u00fcrme ve y\u00fckleme<br \/>\n   B) Veriyi sadece y\u00fckleme<br \/>\n   C) Veriyi sadece \u00e7\u0131karma<br \/>\n   D) Veriyi sadece d\u00f6n\u00fc\u015ft\u00fcrme<br \/>\n   Do\u011fru Cevap: A<br \/>\n   A\u00e7\u0131klama: ETL (Extract, Transform, Load), veriyi kaynak sistemlerden \u00e7\u0131kar\u0131r, d\u00f6n\u00fc\u015ft\u00fcr\u00fcr ve hedef veritaban\u0131na y\u00fckler; bu s\u00fcre\u00e7 veri i\u015fleme i\u00e7in temel bir ad\u0131md\u0131r.<\/p>\n<p>2. Soru: Apache Hadoop&#8217;un temel amac\u0131 nedir?<br \/>\n   A) K\u00fc\u00e7\u00fck veri setlerini i\u015flemek<br \/>\n   B) B\u00fcy\u00fck veri setlerini da\u011f\u0131t\u0131k olarak depolamak ve i\u015flemek<br \/>\n   C) Sadece SQL sorgular\u0131 \u00e7al\u0131\u015ft\u0131rmak<br \/>\n   D) Ger\u00e7ek zamanl\u0131 veri ak\u0131\u015f\u0131n\u0131 y\u00f6netmek<br \/>\n   Do\u011fru Cevap: B<br \/>\n   A\u00e7\u0131klama: Hadoop, b\u00fcy\u00fck veri k\u00fcmelerini da\u011f\u0131t\u0131k dosya sistemi (HDFS) ile depolay\u0131p, MapReduce gibi ara\u00e7larla i\u015fleyerek \u00f6l\u00e7eklenebilirlik sa\u011flar.<\/p>\n<p>3. Soru: Veri ambar\u0131 (Data Warehouse) ile operasyonel veritaban\u0131 (OLTP) aras\u0131ndaki temel fark nedir?<br \/>\n   A) Veri ambar\u0131 ger\u00e7ek zamanl\u0131d\u0131r, OLTP de\u011fildir<br \/>\n   B) Veri ambar\u0131 analiz i\u00e7in tasarlanm\u0131\u015fken, OLTP i\u015flem odakl\u0131d\u0131r<br \/>\n   C) OLTP b\u00fcy\u00fck verileri depolar, veri ambar\u0131 k\u00fc\u00e7\u00fck verileri<br \/>\n   D) Veri ambar\u0131 sadece okuma i\u015flemlerini destekler<br \/>\n   Do\u011fru Cevap: B<br \/>\n   A\u00e7\u0131klama: Veri ambar\u0131, tarihsel veri analizi i\u00e7in optimize edilmi\u015ftir; OLTP ise g\u00fcnl\u00fck i\u015flemler i\u00e7in h\u0131zl\u0131 eri\u015fim sa\u011flar.<\/p>\n<p>4. Soru: Apache Spark&#8217;\u0131n avantaj\u0131 nedir?<br \/>\n   A) Yava\u015f veri i\u015fleme<br \/>\n   B) Bellek i\u00e7i (in-memory) i\u015flemeye izin vererek h\u0131z sa\u011flar<br \/>\n   C) Sadece k\u00fc\u00e7\u00fck verilerle \u00e7al\u0131\u015f\u0131r<br \/>\n   D) Veriyi siler<br \/>\n   Do\u011fru Cevap: B<br \/>\n   A\u00e7\u0131klama: Spark, veri i\u015fleme h\u0131z\u0131n\u0131 art\u0131rarak bellek i\u00e7i hesaplamalar yapar ve Hadoop gibi sistemlerle entegre olur.<\/p>\n<p>5. Soru: Veri g\u00f6l\u00fc (Data Lake) ile veri ambar\u0131n\u0131n fark\u0131 nedir?<br \/>\n   A) Veri g\u00f6l\u00fc sadece yap\u0131land\u0131r\u0131lm\u0131\u015f veriyi depolar<br \/>\n   B) Veri ambar\u0131 ham veriyi depolar, veri g\u00f6l\u00fc i\u015flenmi\u015f veriyi<br \/>\n   C) Veri g\u00f6l\u00fc \u00e7e\u015fitli veri t\u00fcrlerini ham halde depolar, veri ambar\u0131 ise yap\u0131land\u0131r\u0131lm\u0131\u015f veriyi<br \/>\n   D) Veri g\u00f6l\u00fc daha k\u00fc\u00e7\u00fck \u00f6l\u00e7eklidir<br \/>\n   Do\u011fru Cevap: C<br \/>\n   A\u00e7\u0131klama: Veri g\u00f6l\u00fc, yap\u0131land\u0131r\u0131lmam\u0131\u015f veya yar\u0131 yap\u0131land\u0131r\u0131lm\u0131\u015f verileri depolarken, veri ambar\u0131 analitik i\u00e7in yap\u0131land\u0131r\u0131lm\u0131\u015f verileri kullan\u0131r.<\/p>\n<p>6. Soru: B\u00fcy\u00fck veri i\u015fleme i\u00e7in hangi ara\u00e7 yayg\u0131n olarak kullan\u0131l\u0131r?<br \/>\n   A) Microsoft Excel<br \/>\n   B) Apache Kafka<br \/>\n   C) Notepad<br \/>\n   D) Apache Hive<br \/>\n   Do\u011fru Cevap: D<br \/>\n   A\u00e7\u0131klama: Apache Hive, Hadoop \u00fczerinde SQL benzeri sorgularla b\u00fcy\u00fck veri setlerini y\u00f6netmek i\u00e7in tasarlanm\u0131\u015ft\u0131r.<\/p>\n<p>7. Soru: Veri kalitesi i\u00e7in hangi metrik \u00f6nemli de\u011fildir?<br \/>\n   A) Taml\u0131k (Completeness)<br \/>\n   B) Tutarl\u0131l\u0131k (Consistency)<br \/>\n   C) Renk (Color)<br \/>\n   D) Do\u011fruluk (Accuracy)<br \/>\n   Do\u011fru Cevap: C<br \/>\n   A\u00e7\u0131klama: Veri kalitesi metrikleri aras\u0131nda taml\u0131k, tutarl\u0131l\u0131k ve do\u011fruluk bulunur; renk ise veri kalitesiyle ilgili bir metrik de\u011fildir.<\/p>\n<p>8. Soru: Veri boru hatt\u0131 (Data Pipeline) nedir?<br \/>\n   A) Veriyi manuel olarak aktarma<br \/>\n   B) Veriyi otomatik olarak i\u015fleyip hedefe ta\u015f\u0131ma s\u00fcreci<br \/>\n   C) Sadece veri depolama<br \/>\n   D) Veri silme i\u015flemi<br \/>\n   Do\u011fru Cevap: B<br \/>\n   A\u00e7\u0131klama: Veri boru hatt\u0131, veriyi kaynaklardan al\u0131p d\u00f6n\u00fc\u015ft\u00fcrerek hedef sistemlere ta\u015f\u0131r, genellikle ara\u00e7lar gibi Airflow ile y\u00f6netilir.<\/p>\n<p>9. Soru: NoSQL veritabanlar\u0131n\u0131n avantaj\u0131 nedir?<br \/>\n   A) Sadece ili\u015fkisel veriyi destekler<br \/>\n   B) Esnek \u015fema ve b\u00fcy\u00fck veri i\u00e7in \u00f6l\u00e7eklenebilir<br \/>\n   C) SQL sorgular\u0131n\u0131 kullanamaz<br \/>\n   D) K\u00fc\u00e7\u00fck veriler i\u00e7in uygundur<br \/>\n   Do\u011fru Cevap: B<br \/>\n   A\u00e7\u0131klama: NoSQL veritabanlar\u0131, yap\u0131land\u0131r\u0131lmam\u0131\u015f veriler i\u00e7in esnek \u015fema sa\u011flar ve y\u00fcksek \u00f6l\u00e7eklenebilirlik sunar.<\/p>\n<p>10. Soru: Bulut tabanl\u0131 veri m\u00fchendisli\u011finde hangi hizmet yayg\u0131n olarak kullan\u0131l\u0131r?<br \/>\n    A) AWS S3<br \/>\n    B) Yerel dosya sistemi<br \/>\n    C) Fiziksel sunucular<br \/>\n    D) Ev a\u011f\u0131<br \/>\n    Do\u011fru Cevap: A<br \/>\n    A\u00e7\u0131klama: AWS S3, nesne depolama i\u00e7in kullan\u0131lan bir bulut hizmeti olup, b\u00fcy\u00fck veri depolama ve eri\u015fim i\u00e7in idealdir.<\/p>\n<p>11. Soru: Veri y\u00f6neti\u015fiminin (Data Governance) amac\u0131 nedir?<br \/>\n    A) Veriyi gizlemek<br \/>\n    B) Verinin g\u00fcvenli\u011fini, kalitesini ve uyumunu sa\u011flamak<br \/>\n    C) Veriyi silmek<br \/>\n    D) Sadece veri toplamak<br \/>\n    Do\u011fru Cevap: B<br \/>\n    A\u00e7\u0131klama: Veri y\u00f6neti\u015fimi, verilerin do\u011fru, g\u00fcvenli ve d\u00fczenlemelere uygun olmas\u0131n\u0131 sa\u011flar.<\/p>\n<p>12. Soru: Ak\u0131\u015f veri i\u015fleme (Streaming Data Processing) i\u00e7in hangi ara\u00e7 kullan\u0131l\u0131r?<br \/>\n    A) Apache Storm<br \/>\n    B) Statik veritabanlar<br \/>\n    C) Excel tablolar\u0131<br \/>\n    D) Dosya kopyalama<br \/>\n    Do\u011fru Cevap: A<br \/>\n    A\u00e7\u0131klama: Apache Storm, ger\u00e7ek zamanl\u0131 veri ak\u0131\u015flar\u0131n\u0131 i\u015flemek i\u00e7in tasarlanm\u0131\u015f bir framework&#8217;t\u00fcr.<\/p>\n<p>13. Soru: Veri modellemesi&#8217;nde y\u0131ld\u0131z \u015femas\u0131 (Star Schema) neyi temsil eder?<br \/>\n    A) Merkezi bir tablo etraf\u0131nda boyut tablolar\u0131<br \/>\n    B) Sadece boyut tablolar\u0131<br \/>\n    C) Veri silme \u015femas\u0131<br \/>\n    D) Rastgele veri yap\u0131s\u0131<br \/>\n    Do\u011fru Cevap: A<br \/>\n    A\u00e7\u0131klama: Y\u0131ld\u0131z \u015femas\u0131, veri ambarlar\u0131nda merkezi bir ger\u00e7ek tablosu ve \u00e7evredeki boyut tablolar\u0131yla sorgu performans\u0131n\u0131 art\u0131r\u0131r.<\/p>\n<p>14. Soru: SQL ve NoSQL aras\u0131ndaki fark nedir?<br \/>\n    A) SQL ili\u015fkisel, NoSQL ise ili\u015fkisel olmayan veritabanlard\u0131r<br \/>\n    B) SQL daha yava\u015f, NoSQL h\u0131zl\u0131d\u0131r<br \/>\n    C) \u0130kisi de ayn\u0131d\u0131r<br \/>\n    D) SQL sadece bulutta \u00e7al\u0131\u015f\u0131r<br \/>\n    Do\u011fru Cevap: A<br \/>\n    A\u00e7\u0131klama: SQL, tablo tabanl\u0131 ili\u015fkisel veritabanlar\u0131n\u0131 kullan\u0131rken, NoSQL belgeli veya anahtar-de\u011fer tabanl\u0131d\u0131r.<\/p>\n<p>15. Soru: Makine \u00f6\u011frenimi i\u00e7in veri m\u00fchendisli\u011finde hangi ad\u0131m \u00f6nemlidir?<br \/>\n    A) Veriyi \u00f6zellik m\u00fchendisli\u011fi ile haz\u0131rlamak<br \/>\n    B) Veriyi hi\u00e7 i\u015flememek<br \/>\n    C) Sadece modeli e\u011fitmek<br \/>\n    D) Veriyi manuel olarak girmek<br \/>\n    Do\u011fru Cevap: A<br \/>\n    A\u00e7\u0131klama: \u00d6zellik m\u00fchendisli\u011fi, veriyi makine \u00f6\u011frenimi modelleri i\u00e7in uygun hale getirerek do\u011frulu\u011fu art\u0131r\u0131r.<\/p>\n<\/div>\n<p><button id=\"copyquestionsBtn\" type=\"button\" onclick=\"myFunction()\">Sorular\u0131 Kopyala<\/button>\u00a0\u00a0or\u00a0\u00a0<button id=\"genquestionsBtn\" class=\"genbtnstyle\" type=\"button\" onclick=\"myFunction1()\">Kullanarak Sorular Olu\u015fturun AI<\/button><\/p>\n<h3 id = \"3\"> B\u00f6l\u00fcm 3: OnlineExamMaker AI Soru olu\u015fturucu: Herhangi bir konu i\u00e7in soru olu\u015fturun <\/h3>\n<div class=\"embed_video_blog\">\n<div class=\"embed-responsive embed-responsive-16by9\" style=\"margin-bottom:16px;\">\n <iframe class=\"embed-responsive-item\" src=\"https:\/\/www.youtube.com\/embed\/zlqho9igH2Y\"><\/iframe>\n<\/div>\n<\/div>\n<div class=\"getstarted-container\">\n<p style=\"margin-bottom: 13px;\">Yapay zekay\u0131 kullanarak otomatik olarak sorular olu\u015fturun<\/p>\n<div class=\"blog_double_btn clearfix\">\n<div class=\"col-sm-6  col-xs-12\">\n<div class=\"p-style-a\"><a class=\"get_started_btn\" href=\"https:\/\/onlineexammaker.com\/features\/ai-question-generator.html?refer=download_questions\" target=\"_blank\" rel=\"noopener\">AI Soru Olu\u015fturucu<\/a><\/div>\n<div class=\"p-style-b\">Her konu i\u00e7in sorular olu\u015fturun<\/div>\n<\/div>\n<div class=\"col-sm-6  col-xs-12\">\n<div class=\"p-style-a\"><a class=\"get_started_btn\" href=\"https:\/\/onlineexammaker.com\/sign-up.html?refer=blog_btn\"> Bir S\u0131nav Olu\u015ftur<\/a><\/div>\n<div class=\"p-style-b\">Sonsuza kadar %100 \u00fccretsiz<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><script src=\"https:\/\/unpkg.com\/@popperjs\/core@2\"><\/script><br \/>\n<script src=\"https:\/\/unpkg.com\/tippy.js@6\"><\/script><\/p>\n<p><script type=\"text\/javascript\">\nfunction myFunction() {\nvar copyText = document.getElementById(\"copy_questions\");console.log(copyText.innerText);navigator.clipboard.writeText(copyText.innerText);\n}\nfunction myFunction1() {\n\u00a0  \u00a0 \u00a0 window.open(\"https:\/\/onlineexammaker.com\/features\/ai-question-generator.html\");\n\u00a0 }\nvar copy1, copy2;\n        tippy('#copyquestionsBtn', {\n        'content': \"Copy questions to clipboard\",\n       trigger: 'mouseenter',\n       'onCreate':function(instance){\n              copy1 = instance;\n       },\n       'onTrigger' : function(instance, event) {\n              copy2.hide();\n       }\n       });\n       tippy('#copyquestionsBtn', {\n       'content': \"Copied successfully\",\n       trigger: 'click',\n       'onCreate':function(instance){\n              copy2 = instance;\n       },\n       'onTrigger' : function(instance, event) {\n              copy1.hide();\n       }\n       });\ntippy('#genquestionsBtn', {\n        'content': \"Generate questions using AI for free\",\n         trigger: 'mouseenter'\n       });\n<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Veri m\u00fchendisli\u011fi, veri odakl\u0131 uygulamalar\u0131 ve analitikleri desteklemek i\u00e7in veri boru hatlar\u0131n\u0131n ve altyap\u0131s\u0131n\u0131n tasar\u0131m\u0131, geli\u015ftirilmesi ve y\u00f6netimine odaklanan bir bilgisayar bilimi ve bilgi teknolojisi alan\u0131d\u0131r. Verilerin verimli veri i\u015fleme ve analizini sa\u011flayacak \u015fekilde toplama, d\u00f6n\u00fc\u015ft\u00fcrme ve depolama s\u00fcrecini i\u00e7erir. Veri m\u00fchendisli\u011fi, veri bilim adamlar\u0131, analistler ve di\u011fer payda\u015flar taraf\u0131ndan g\u00fcvenilir, eri\u015filebilir ve analize haz\u0131r [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":17015,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6039],"tags":[],"class_list":["post-67124","post","type-post","status-publish","format-standard","hentry","category-questions-answers-tr"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>15 Veri M\u00fchendisli\u011fi S\u0131nav Sorular\u0131 ve Cevaplar\u0131 - OnlineExamMaker Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"15 Veri M\u00fchendisli\u011fi S\u0131nav Sorular\u0131 ve Cevaplar\u0131 - OnlineExamMaker Blog\" \/>\n<meta property=\"og:description\" content=\"Veri m\u00fchendisli\u011fi, veri odakl\u0131 uygulamalar\u0131 ve analitikleri desteklemek i\u00e7in veri boru hatlar\u0131n\u0131n ve altyap\u0131s\u0131n\u0131n tasar\u0131m\u0131, geli\u015ftirilmesi ve y\u00f6netimine odaklanan bir bilgisayar bilimi ve bilgi teknolojisi alan\u0131d\u0131r. Verilerin verimli veri i\u015fleme ve analizini sa\u011flayacak \u015fekilde toplama, d\u00f6n\u00fc\u015ft\u00fcrme ve depolama s\u00fcrecini i\u00e7erir. Veri m\u00fchendisli\u011fi, veri bilim adamlar\u0131, analistler ve di\u011fer payda\u015flar taraf\u0131ndan g\u00fcvenilir, eri\u015filebilir ve analize haz\u0131r [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/\" \/>\n<meta property=\"og:site_name\" content=\"OnlineExamMaker Blog\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-29T02:35:13+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-19T07:43:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/onlineexammaker.com\/kb\/wp-content\/uploads\/2023\/08\/data-engineering.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"850\" \/>\n\t<meta property=\"og:image:height\" content=\"478\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Willson Black\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Willson Black\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/\",\"url\":\"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/\",\"name\":\"15 Veri M\u00fchendisli\u011fi S\u0131nav Sorular\u0131 ve Cevaplar\u0131 - OnlineExamMaker Blog\",\"isPartOf\":{\"@id\":\"https:\/\/onlineexammaker.com\/kb\/#website\"},\"datePublished\":\"2025-07-29T02:35:13+00:00\",\"dateModified\":\"2025-08-19T07:43:35+00:00\",\"author\":{\"@id\":\"https:\/\/onlineexammaker.com\/kb\/#\/schema\/person\/395b2b5bfc990b8d494fc7b498db795b\"},\"breadcrumb\":{\"@id\":\"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/onlineexammaker.com\/kb\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"15 Veri M\u00fchendisli\u011fi S\u0131nav Sorular\u0131 ve Cevaplar\u0131\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/onlineexammaker.com\/kb\/#website\",\"url\":\"https:\/\/onlineexammaker.com\/kb\/\",\"name\":\"OnlineExamMaker Blog\",\"description\":\"OnlineExamMaker\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/onlineexammaker.com\/kb\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/onlineexammaker.com\/kb\/#\/schema\/person\/395b2b5bfc990b8d494fc7b498db795b\",\"name\":\"Willson Black\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/onlineexammaker.com\/kb\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/cdcb7df856a2cdfc9affd6f71823f077?s=96&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/cdcb7df856a2cdfc9affd6f71823f077?s=96&r=g\",\"caption\":\"Willson Black\"},\"url\":\"https:\/\/onlineexammaker.com\/kb\/author\/willblog\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"15 Veri M\u00fchendisli\u011fi S\u0131nav Sorular\u0131 ve Cevaplar\u0131 - OnlineExamMaker Blog","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/","og_locale":"en_US","og_type":"article","og_title":"15 Veri M\u00fchendisli\u011fi S\u0131nav Sorular\u0131 ve Cevaplar\u0131 - OnlineExamMaker Blog","og_description":"Veri m\u00fchendisli\u011fi, veri odakl\u0131 uygulamalar\u0131 ve analitikleri desteklemek i\u00e7in veri boru hatlar\u0131n\u0131n ve altyap\u0131s\u0131n\u0131n tasar\u0131m\u0131, geli\u015ftirilmesi ve y\u00f6netimine odaklanan bir bilgisayar bilimi ve bilgi teknolojisi alan\u0131d\u0131r. Verilerin verimli veri i\u015fleme ve analizini sa\u011flayacak \u015fekilde toplama, d\u00f6n\u00fc\u015ft\u00fcrme ve depolama s\u00fcrecini i\u00e7erir. Veri m\u00fchendisli\u011fi, veri bilim adamlar\u0131, analistler ve di\u011fer payda\u015flar taraf\u0131ndan g\u00fcvenilir, eri\u015filebilir ve analize haz\u0131r [&hellip;]","og_url":"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/","og_site_name":"OnlineExamMaker Blog","article_published_time":"2025-07-29T02:35:13+00:00","article_modified_time":"2025-08-19T07:43:35+00:00","og_image":[{"width":850,"height":478,"url":"https:\/\/onlineexammaker.com\/kb\/wp-content\/uploads\/2023\/08\/data-engineering.webp","type":"image\/webp"}],"author":"Willson Black","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Willson Black","Est. reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/","url":"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/","name":"15 Veri M\u00fchendisli\u011fi S\u0131nav Sorular\u0131 ve Cevaplar\u0131 - OnlineExamMaker Blog","isPartOf":{"@id":"https:\/\/onlineexammaker.com\/kb\/#website"},"datePublished":"2025-07-29T02:35:13+00:00","dateModified":"2025-08-19T07:43:35+00:00","author":{"@id":"https:\/\/onlineexammaker.com\/kb\/#\/schema\/person\/395b2b5bfc990b8d494fc7b498db795b"},"breadcrumb":{"@id":"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/onlineexammaker.com\/kb\/tr\/15-data-engineering-quiz-questions-and-answers-tr\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/onlineexammaker.com\/kb\/"},{"@type":"ListItem","position":2,"name":"15 Veri M\u00fchendisli\u011fi S\u0131nav Sorular\u0131 ve Cevaplar\u0131"}]},{"@type":"WebSite","@id":"https:\/\/onlineexammaker.com\/kb\/#website","url":"https:\/\/onlineexammaker.com\/kb\/","name":"OnlineExamMaker Blog","description":"OnlineExamMaker","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/onlineexammaker.com\/kb\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/onlineexammaker.com\/kb\/#\/schema\/person\/395b2b5bfc990b8d494fc7b498db795b","name":"Willson Black","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/onlineexammaker.com\/kb\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/cdcb7df856a2cdfc9affd6f71823f077?s=96&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/cdcb7df856a2cdfc9affd6f71823f077?s=96&r=g","caption":"Willson Black"},"url":"https:\/\/onlineexammaker.com\/kb\/author\/willblog\/"}]}},"_links":{"self":[{"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/posts\/67124"}],"collection":[{"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/comments?post=67124"}],"version-history":[{"count":1,"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/posts\/67124\/revisions"}],"predecessor-version":[{"id":67125,"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/posts\/67124\/revisions\/67125"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/media\/17015"}],"wp:attachment":[{"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/media?parent=67124"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/categories?post=67124"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/onlineexammaker.com\/kb\/wp-json\/wp\/v2\/tags?post=67124"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}