Scala ile Veri M\u00fchendisli\u011fi: Apache Flink ve Pub\/Sub ile Veri \u0130\u015flemede Ustala\u015fma<\/p>\n
Merhaba! Fatih Soysal olarak, sizlerle bug\u00fcn Scala programlama dili kullanarak Apache Flink ve Google Cloud Pub\/Sub ile y\u00fcksek performansl\u0131 veri i\u015fleme uygulamalar\u0131 geli\u015ftirmeyi ele alaca\u011f\u0131z. Bu makalede, bu g\u00fc\u00e7l\u00fc teknolojilerin bir araya getirilmesiyle elde edilebilecek avantajlar\u0131 ve uygulamalar\u0131n\u0131 detayl\u0131 bir \u015fekilde inceleyece\u011fiz. \u00d6ncelikle, her bir bile\u015fenin g\u00fc\u00e7l\u00fc y\u00f6nlerine ve birbirleriyle nas\u0131l entegre olduklar\u0131na bakal\u0131m.<\/p>\n
Scala, Java Sanal Makinesi (JVM) \u00fczerinde \u00e7al\u0131\u015fan, fonksiyonel ve nesne y\u00f6nelimli programlama paradigmalar\u0131n\u0131 birle\u015ftiren g\u00fc\u00e7l\u00fc bir dildir. Bu \u00f6zelli\u011fi sayesinde hem \u00f6l\u00e7eklenebilir hem de g\u00fcvenilir uygulamalar geli\u015ftirmek i\u00e7in idealdir. Veri m\u00fchendisli\u011finde, Scala’n\u0131n sa\u011flam tip sistemi, \u00f6zl\u00fc s\u00f6zdizimi ve paralel i\u015fleme yetenekleri b\u00fcy\u00fck avantajlar sa\u011flar. Sonu\u00e7 olarak, karma\u015f\u0131k veri i\u015fleme g\u00f6revlerini daha temiz, daha okunabilir ve daha verimli bir \u015fekilde ele almam\u0131za olanak tan\u0131r.<\/p>\n
Apache Flink, y\u00fcksek performansl\u0131, tam olarak da\u011f\u0131t\u0131lm\u0131\u015f bir ger\u00e7ek zamanl\u0131 i\u015flem \u00e7er\u00e7evesidir. B\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde karma\u015f\u0131k hesaplamalar\u0131 ger\u00e7ek zamanl\u0131 olarak ger\u00e7ekle\u015ftirmemizi sa\u011flar. Flink’in sa\u011flam durum y\u00f6netimi yetenekleri sayesinde, i\u015flem s\u0131ras\u0131nda verileri tutarak ve bunlara eri\u015ferek daha geli\u015fmi\u015f analizler yapabiliriz. Ayr\u0131ca, Flink’in tam olarak bir kere (exactly-once) i\u015flem garantisi, veri b\u00fct\u00fcnl\u00fc\u011f\u00fcn\u00fc sa\u011flamada kritik bir rol oynar. Bunun anlam\u0131 ise her bir veri \u00f6\u011fesinin tam olarak bir kere i\u015flenmesidir.<\/p>\n
Google Cloud Pub\/Sub, \u00e7oklu \u00fcretici-\u00e7oklu t\u00fcketici modeli kullanan bir mesajla\u015fma arac\u0131d\u0131r. Veri ak\u0131\u015flar\u0131n\u0131 g\u00fcvenilir bir \u015fekilde yay\u0131nlamak ve abone olmak i\u00e7in idealdir. Farkl\u0131 kaynaklardan gelen verileri birle\u015ftirmek ve Apache Flink’e g\u00f6ndermek i\u00e7in ideal bir arac\u0131d\u0131r. Pub\/Sub’\u0131n \u00f6l\u00e7eklenebilirli\u011fi, y\u00fcksek performans\u0131 ve d\u00fc\u015f\u00fck gecikmesi, ger\u00e7ek zamanl\u0131 veri i\u015fleme uygulamalar\u0131 i\u00e7in \u00f6nemli avantajlar sa\u011flar. Bu sistem, veri kay\u0131plar\u0131n\u0131 \u00f6nlemede y\u00fcksek ba\u015far\u0131m g\u00f6sterir.<\/p>\n
\u015eimdi, bu \u00fc\u00e7 bile\u015feni nas\u0131l entegre edebilece\u011fimize bakal\u0131m. Pub\/Sub, \u00e7e\u015fitli kaynaklardan gelen verileri toplar ve Flink’e iletir. Flink, Scala kodunu kullanarak bu verileri i\u015fler ve sonu\u00e7lar\u0131 ba\u015fka bir sisteme veya veri deposuna g\u00f6nderir. Bu entegrasyon, ger\u00e7ek zamanl\u0131 analizler, ak\u0131\u015f i\u015fleme, makine \u00f6\u011frenmesi ve daha pek \u00e7ok uygulama senaryosunda kullan\u0131labilir. \u00d6rne\u011fin, sosyal medya verilerini ger\u00e7ek zamanl\u0131 olarak analiz ederek trendleri tespit edebiliriz.<\/p>\n
\n\/\/ Bu k\u0131s\u0131m, Scala, Apache Flink ve Pub\/Sub entegrasyonunu g\u00f6steren \u00f6rnek bir kod par\u00e7as\u0131 i\u00e7erecektir.\n\/\/ \u00d6rnek kod, ger\u00e7ek bir uygulama senaryosuna g\u00f6re uyarlanmal\u0131d\u0131r. \n\/\/ Uzunlu\u011fu ve karma\u015f\u0131kl\u0131\u011f\u0131 nedeniyle buraya eklemek uygun de\u011fildir. \n\/\/ Daha detayl\u0131 bilgi i\u00e7in l\u00fctfen ilgili dok\u00fcmanlara bak\u0131n.\n<\/code><\/pre>\nDaha detayl\u0131 kod \u00f6rnekleri ve uygulama senaryolar\u0131 i\u00e7in l\u00fctfen fatihsoysal.com<\/a> adresini ziyaret edin. Bu sitede, Scala, Flink ve Pub\/Sub ile ilgili daha fazla bilgi ve kaynak bulabilirsiniz. Ayr\u0131ca, Apache Flink’in resmi dok\u00fcmanlar\u0131n\u0131 inceleyebilirsiniz.<\/p>\nSonu\u00e7 olarak, Scala, Apache Flink ve Google Cloud Pub\/Sub’\u0131n birle\u015fimi, b\u00fcy\u00fck veri i\u015flemede y\u00fcksek performans ve \u00f6l\u00e7eklenebilirlik sa\u011flayan g\u00fc\u00e7l\u00fc bir \u00e7\u00f6z\u00fcm sunar. Bu teknolojiler sayesinde, ger\u00e7ek zamanl\u0131 veri ak\u0131\u015flar\u0131n\u0131 i\u015fleyerek de\u011ferli i\u00e7g\u00f6r\u00fcler elde edebilir ve i\u015f kararlar\u0131n\u0131z\u0131 daha iyi bilgilendirebilirsiniz. Umar\u0131m bu makale size yard\u0131mc\u0131 olmu\u015ftur.<\/p>\n
Apache Flink Resmi Dok\u00fcmanlar\u0131<\/a>
\nGoogle Cloud Pub\/Sub Resmi Dok\u00fcmanlar\u0131<\/a><\/p>\n#Etiketler: Scala, Apache Flink, Google Cloud Pub\/Sub, Veri M\u00fchendisli\u011fi, Ger\u00e7ek Zamanl\u0131 \u0130\u015fleme, B\u00fcy\u00fck Veri, Veri \u0130\u015fleme, Scala Programlama, Da\u011f\u0131t\u0131k \u0130\u015fleme, Veri Ak\u0131\u015f\u0131, Mesajla\u015fma<\/p>\n","protected":false},"excerpt":{"rendered":"Scala ile Veri M\u00fchendisli\u011fi: Apache Flink ve Pub\/Sub ile Veri \u0130\u015flemede Ustala\u015fma Merhaba! Fatih Soysal olarak, sizlerle bug\u00fcn…","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-8563","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\n
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Bu makalede, bu g\u00fc\u00e7l\u00fc teknolojilerin bir araya getirilmesiyle elde edilebilecek avantajlar\u0131 ve uygulamalar\u0131n\u0131 detayl\u0131 bir \u015fekilde inceleyece\u011fiz. \u00d6ncelikle, her bir bile\u015fenin g\u00fc\u00e7l\u00fc y\u00f6nlerine ve birbirleriyle nas\u0131l entegre olduklar\u0131na bakal\u0131m.\" \/>\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\/scala-ile-veri-muhendisligi-apache-flink-ve-pub-sub-ile-veri-islemede-ustalasma\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Scala ile Veri M\u00fchendisli\u011fi: Apache Flink ve Pub\/Sub ile Veri \u0130\u015flemede Ustala\u015fma\" \/>\n<meta property=\"og:description\" content=\"Merhaba! 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