{"id":2687,"date":"2025-11-12T12:06:00","date_gmt":"2025-11-12T09:06:00","guid":{"rendered":"https:\/\/www.bircloud.com\/cloud\/index.php\/2025\/11\/12\/apache-kafka-streams-gercek-zamanli-veri-isleme\/"},"modified":"2025-11-12T12:06:00","modified_gmt":"2025-11-12T09:06:00","slug":"apache-kafka-streams-gercek-zamanli-veri-isleme","status":"publish","type":"post","link":"https:\/\/www.bircloud.com\/cloud\/index.php\/2025\/11\/12\/apache-kafka-streams-gercek-zamanli-veri-isleme\/","title":{"rendered":"Apache Kafka Streams ile Ger\u00e7ek Zamanl\u0131 Veri \u0130\u015fleme ve Analizi: BirCloud Uzmanl\u0131\u011f\u0131"},"content":{"rendered":"<h2>Giri\u015f: Ger\u00e7ek Zamanl\u0131 Veri \u0130\u015flemenin \u00d6nemi<\/h2>\n<p>G\u00fcn\u00fcm\u00fczde veri, her b\u00fcy\u00fckl\u00fckteki i\u015fletme i\u00e7in hayati bir \u00f6neme sahip. Ancak, verinin de\u011feri sadece miktar\u0131yla de\u011fil, ayn\u0131 zamanda i\u015flenme h\u0131z\u0131yla da do\u011fru orant\u0131l\u0131d\u0131r. Ger\u00e7ek zamanl\u0131 veri i\u015fleme, verinin \u00fcretildi\u011fi anda analiz edilerek an\u0131nda aksiyon al\u0131nmas\u0131n\u0131 sa\u011flar. Bu, \u00f6zellikle finans, e-ticaret, IoT (Nesnelerin \u0130nterneti) ve siber g\u00fcvenlik gibi alanlarda kritik \u00f6neme sahiptir.<\/p>\n<p>Apache Kafka Streams, tam da bu ihtiyaca cevap veren g\u00fc\u00e7l\u00fc bir a\u00e7\u0131k kaynakl\u0131 k\u00fct\u00fcphanedir. Kafka&#8217;n\u0131n dayan\u0131kl\u0131l\u0131\u011f\u0131 ve \u00f6l\u00e7eklenebilirli\u011fi \u00fczerine in\u015fa edilen Kafka Streams, ger\u00e7ek zamanl\u0131 veri ak\u0131\u015flar\u0131n\u0131 i\u015flemek ve analiz etmek i\u00e7in basit, esnek ve etkili bir \u00e7\u00f6z\u00fcm sunar. BirCloud olarak, m\u00fc\u015fterilerimize en iyi bulut \u00e7\u00f6z\u00fcmlerini sunarken, a\u00e7\u0131k kaynak teknolojilerinin g\u00fcc\u00fcn\u00fc kullanarak Kafka Streams&#8217;i de \u00f6neriyoruz.<\/p>\n<h2>Apache Kafka Streams Nedir?<\/h2>\n<p>Apache Kafka Streams, Apache Kafka platformu \u00fczerine in\u015fa edilmi\u015f bir stream i\u015fleme k\u00fct\u00fcphanesidir. Java ve Scala ile yaz\u0131lm\u0131\u015f uygulamalara entegre edilebilir ve Kafka konular\u0131ndan (topics) veri okuyup yazarak ger\u00e7ek zamanl\u0131 veri ak\u0131\u015flar\u0131n\u0131 i\u015fleyebilir. Kafka Streams, da\u011f\u0131t\u0131k bir ortamda \u00e7al\u0131\u015f\u0131r ve Kafka&#8217;n\u0131n sundu\u011fu \u00f6l\u00e7eklenebilirlik, hata tolerans\u0131 ve dayan\u0131kl\u0131l\u0131k \u00f6zelliklerinden faydalan\u0131r. Temelde, bir stream i\u015fleme motoru olmaktan ziyade bir k\u00fct\u00fcphanedir, bu da onu di\u011fer stream i\u015fleme platformlar\u0131na g\u00f6re daha hafif ve kolay entegre edilebilir k\u0131lar.<\/p>\n<p>Kafka Streams&#8217;in temel \u00f6zellikleri \u015funlard\u0131r:<\/p>\n<ul>\n<li><b>Kolay Entegrasyon:<\/b> Java ve Scala uygulamalar\u0131na kolayca entegre edilebilir.<\/li>\n<li><b>\u00d6l\u00e7eklenebilirlik:<\/b> Kafka&#8217;n\u0131n da\u011f\u0131t\u0131k yap\u0131s\u0131 sayesinde y\u00fcksek hacimli veri ak\u0131\u015flar\u0131n\u0131 i\u015fleyebilir.<\/li>\n<li><b>Hata Tolerans\u0131:<\/b> Kafka&#8217;n\u0131n replikasyon ve da\u011f\u0131t\u0131k mimarisi sayesinde hata durumlar\u0131nda \u00e7al\u0131\u015fmaya devam edebilir.<\/li>\n<li><b>Durum Y\u00f6netimi:<\/b> Durumlu (stateful) stream i\u015fleme operasyonlar\u0131n\u0131 destekler.<\/li>\n<li><b>Yerel \u0130\u015fleme:<\/b> Veriyi i\u015flemek i\u00e7in Kafka k\u00fcmesi i\u00e7inde \u00e7al\u0131\u015f\u0131r, bu da gecikmeyi azalt\u0131r.<\/li>\n<li><b>SQL Benzeri API:<\/b> KSQL ile SQL benzeri sorgularla veri i\u015fleme imkan\u0131 sunar.<\/li>\n<\/ul>\n<h3>Temel Kavramlar<\/h3>\n<p>Kafka Streams&#8217;i anlamak i\u00e7in baz\u0131 temel kavramlar\u0131 bilmek \u00f6nemlidir:<\/p>\n<ul>\n<li><b>Stream:<\/b> S\u00fcrekli akan, s\u0131ral\u0131 ve de\u011fi\u015fmez veri kayd\u0131 dizisidir.<\/li>\n<li><b>Topic:<\/b> Kafka&#8217;da verilerin kategorize edildi\u011fi ve sakland\u0131\u011f\u0131 mant\u0131ksal birimdir. Kafka Streams, Kafka konular\u0131ndan veri okur ve yazar.<\/li>\n<li><b>KStream:<\/b> Her bir veri kayd\u0131n\u0131n ba\u011f\u0131ms\u0131z olarak i\u015flendi\u011fi stream t\u00fcr\u00fcd\u00fcr.<\/li>\n<li><b>KTable:<\/b> Bir anahtar-de\u011fer \u00e7ifti koleksiyonunu temsil eden stream t\u00fcr\u00fcd\u00fcr. Genellikle veritaban\u0131 tablolar\u0131n\u0131 veya toplama sonu\u00e7lar\u0131n\u0131 temsil etmek i\u00e7in kullan\u0131l\u0131r.<\/li>\n<li><b>Topology:<\/b> Veri ak\u0131\u015f\u0131n\u0131n nas\u0131l i\u015flenece\u011fini tan\u0131mlayan bir grafik yap\u0131s\u0131d\u0131r. Kafka Streams uygulamas\u0131, bir topology tan\u0131mlar ve Kafka Streams motoru bu topology&#8217;yi y\u00fcr\u00fct\u00fcr.<\/li>\n<li><b>Processor:<\/b> Topology i\u00e7indeki her bir i\u015flem d\u00fc\u011f\u00fcm\u00fcd\u00fcr. Veriyi al\u0131r, i\u015fler ve sonu\u00e7lar\u0131 ba\u015fka i\u015flemcilere g\u00f6nderir.<\/li>\n<\/ul>\n<h2>Apache Kafka Streams&#8217;in Avantajlar\u0131<\/h2>\n<p>Kafka Streams&#8217;in sundu\u011fu avantajlar, onu ger\u00e7ek zamanl\u0131 veri i\u015fleme projeleri i\u00e7in cazip bir se\u00e7enek haline getirir:<\/p>\n<ul>\n<li><b>D\u00fc\u015f\u00fck Gecikme (Low Latency):<\/b> Veri, Kafka k\u00fcmesi i\u00e7inde yerel olarak i\u015flendi\u011fi i\u00e7in gecikme minimum seviyededir. Bu, \u00f6zellikle zaman kritik uygulamalar i\u00e7in \u00f6nemlidir.<\/li>\n<li><b>\u00d6l\u00e7eklenebilirlik ve Esneklik:<\/b> Kafka&#8217;n\u0131n \u00f6l\u00e7eklenebilir yap\u0131s\u0131 sayesinde, artan veri hacimlerine kolayca uyum sa\u011flanabilir. Uygulama gereksinimlerine g\u00f6re i\u015flemci say\u0131s\u0131 art\u0131r\u0131labilir veya azalt\u0131labilir.<\/li>\n<li><b>Hata Tolerans\u0131 ve G\u00fcvenilirlik:<\/b> Kafka&#8217;n\u0131n replikasyon mekanizmas\u0131 ve da\u011f\u0131t\u0131k mimarisi, veri kayb\u0131n\u0131 \u00f6nler ve hata durumlar\u0131nda uygulaman\u0131n \u00e7al\u0131\u015fmaya devam etmesini sa\u011flar.<\/li>\n<li><b>Basit ve Kullan\u0131m\u0131 Kolay API:<\/b> Java ve Scala geli\u015ftiricileri i\u00e7in tan\u0131d\u0131k bir API sunar. Bu, \u00f6\u011frenme e\u011frisini azalt\u0131r ve geli\u015ftirme s\u00fcrecini h\u0131zland\u0131r\u0131r.<\/li>\n<li><b>Durumlu (Stateful) \u0130\u015fleme:<\/b> Kafka Streams, durumlu stream i\u015fleme operasyonlar\u0131n\u0131 destekler. Bu, \u00f6rne\u011fin, bir zaman aral\u0131\u011f\u0131 i\u00e7indeki verileri toplamak veya bir kullan\u0131c\u0131n\u0131n son aktivitesini takip etmek gibi karma\u015f\u0131k senaryolar\u0131 uygulamay\u0131 m\u00fcmk\u00fcn k\u0131lar.<\/li>\n<li><b>Kafka Ekosistemine Entegrasyon:<\/b> Kafka&#8217;n\u0131n di\u011fer bile\u015fenleriyle (Kafka Connect, Kafka Connectors, Kafka KSQL) sorunsuz bir \u015fekilde entegre olabilir.<\/li>\n<\/ul>\n<h2>Apache Kafka Streams Kullan\u0131m Senaryolar\u0131<\/h2>\n<p>Kafka Streams, \u00e7e\u015fitli sekt\u00f6rlerde ve uygulamalarda kullan\u0131labilir. \u0130\u015fte baz\u0131 yayg\u0131n kullan\u0131m senaryolar\u0131:<\/p>\n<ul>\n<li><b>Finansal \u0130\u015flemler:<\/b> Kredi kart\u0131 doland\u0131r\u0131c\u0131l\u0131\u011f\u0131 tespiti, hisse senedi piyasas\u0131 analizi, y\u00fcksek frekansl\u0131 ticaret.<\/li>\n<li><b>E-ticaret:<\/b> Ger\u00e7ek zamanl\u0131 \u00f6neri sistemleri, stok y\u00f6netimi, sipari\u015f takibi.<\/li>\n<li><b>IoT (Nesnelerin \u0130nterneti):<\/b> Sens\u00f6r verisi analizi, ak\u0131ll\u0131 \u015fehir uygulamalar\u0131, end\u00fcstriyel otomasyon.<\/li>\n<li><b>Siber G\u00fcvenlik:<\/b> Anormallik tespiti, tehdit istihbarat\u0131, g\u00fcvenlik olaylar\u0131n\u0131n analizi.<\/li>\n<li><b>Pazarlama:<\/b> Ger\u00e7ek zamanl\u0131 kampanya optimizasyonu, m\u00fc\u015fteri segmentasyonu, ki\u015fiselle\u015ftirilmi\u015f i\u00e7erik sunumu.<\/li>\n<li><b>Log Analizi:<\/b> Uygulama loglar\u0131n\u0131n ger\u00e7ek zamanl\u0131 analizi, hata tespiti, performans izleme.<\/li>\n<\/ul>\n<h3>\u00d6rnek Senaryo: E-ticaret \u00d6nerileri<\/h3>\n<p>Bir e-ticaret platformunda, kullan\u0131c\u0131lar\u0131n davran\u0131\u015flar\u0131n\u0131 (\u00fcr\u00fcn g\u00f6r\u00fcnt\u00fclemeleri, sepete eklemeler, sat\u0131n almalar) ger\u00e7ek zamanl\u0131 olarak analiz ederek ki\u015fiselle\u015ftirilmi\u015f \u00fcr\u00fcn \u00f6nerileri sunmak m\u00fcmk\u00fcnd\u00fcr. Kafka Streams, kullan\u0131c\u0131lar\u0131n son aktivitelerini takip ederek, benzer \u00fcr\u00fcnleri veya tamamlay\u0131c\u0131 \u00fcr\u00fcnleri \u00f6nerebilir. Bu, m\u00fc\u015fteri memnuniyetini art\u0131r\u0131r ve sat\u0131\u015flar\u0131 art\u0131rmaya yard\u0131mc\u0131 olur.<\/p>\n<h2>Apache Kafka Streams Kurulumu ve Ba\u015flang\u0131\u00e7 Rehberi<\/h2>\n<p>Kafka Streams kullanmaya ba\u015flamak i\u00e7in a\u015fa\u011f\u0131daki ad\u0131mlar\u0131 izleyebilirsiniz:<\/p>\n<ol>\n<li><b>Kafka Kurulumu:<\/b> \u00d6ncelikle, bir Kafka k\u00fcmesi kurman\u0131z veya mevcut bir Kafka k\u00fcmesine eri\u015fiminiz olmas\u0131 gerekir. Kafka&#8217;y\u0131 <a href=\"https:\/\/kafka.apache.org\/downloads\">Apache Kafka web sitesinden<\/a> indirebilirsiniz.<\/li>\n<li><b>Java Geli\u015ftirme Ortam\u0131:<\/b> Java Development Kit (JDK) 8 veya \u00fczeri bir s\u00fcr\u00fcm\u00fcn kurulu oldu\u011fundan emin olun.<\/li>\n<li><b>IDE Kurulumu:<\/b> IntelliJ IDEA veya Eclipse gibi bir Java IDE&#8217;si kullanabilirsiniz.<\/li>\n<li><b>Kafka Streams Ba\u011f\u0131ml\u0131l\u0131\u011f\u0131n\u0131 Ekleme:<\/b> Projenize Kafka Streams ba\u011f\u0131ml\u0131l\u0131\u011f\u0131n\u0131 ekleyin. Maven kullan\u0131yorsan\u0131z, <code>pom.xml<\/code> dosyas\u0131na a\u015fa\u011f\u0131daki ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 ekleyin:<\/li>\n<pre><code>\n&lt;dependency&gt;\n    &lt;groupId&gt;org.apache.kafka&lt;\/groupId&gt;\n    &lt;artifactId&gt;kafka-streams&lt;\/artifactId&gt;\n    &lt;version&gt;[Kafka s\u00fcr\u00fcm\u00fcn\u00fcz]&lt;\/version&gt;\n&lt;\/dependency&gt;\n<\/code><\/pre>\n<li><b>Basit Bir Kafka Streams Uygulamas\u0131 Olu\u015fturma:<\/b> A\u015fa\u011f\u0131daki \u00f6rnek, bir Kafka konusundan veri okuyup, b\u00fcy\u00fck harfe \u00e7evirerek ba\u015fka bir konuya yazan basit bir uygulamay\u0131 g\u00f6stermektedir:<\/li>\n<pre><code>\nimport org.apache.kafka.streams.KafkaStreams;\nimport org.apache.kafka.streams.StreamsBuilder;\nimport org.apache.kafka.streams.StreamsConfig;\nimport org.apache.kafka.streams.kstream.KStream;\n\nimport java.util.Properties;\n\npublic class KafkaStreamsExample {\n\n    public static void main(String[] args) {\n        Properties props = new Properties();\n        props.put(StreamsConfig.APPLICATION_ID_CONFIG, \"kafka-streams-example\");\n        props.put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, \"localhost:9092\");\n        props.put(StreamsConfig.DEFAULT_KEY_SERDE_CLASS_CONFIG, org.apache.kafka.common.serialization.Serdes.String().getClass());\n        props.put(StreamsConfig.DEFAULT_VALUE_SERDE_CLASS_CONFIG, org.apache.kafka.common.serialization.Serdes.String().getClass());\n\n        StreamsBuilder builder = new StreamsBuilder();\n        KStream&lt;String, String&gt; textLines = builder.stream(\"input-topic\");\n        KStream&lt;String, String&gt; upperCaseLines = textLines.mapValues(String::toUpperCase);\n        upperCaseLines.to(\"output-topic\");\n\n        KafkaStreams streams = new KafkaStreams(builder.build(), props);\n        streams.start();\n    }\n}\n<\/code><\/pre>\n<li><b>Uygulamay\u0131 \u00c7al\u0131\u015ft\u0131rma:<\/b> Uygulamay\u0131 derleyin ve \u00e7al\u0131\u015ft\u0131r\u0131n. Kafka konular\u0131na veri g\u00f6ndererek uygulaman\u0131n \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 do\u011frulay\u0131n.<\/li>\n<\/ol>\n<h3>Kod A\u00e7\u0131klamas\u0131<\/h3>\n<ul>\n<li><code>APPLICATION_ID_CONFIG<\/code>: Uygulama kimli\u011fini tan\u0131mlar.<\/li>\n<li><code>BOOTSTRAP_SERVERS_CONFIG<\/code>: Kafka k\u00fcmesine ba\u011flanmak i\u00e7in kullan\u0131lan sunucular\u0131n adreslerini belirtir.<\/li>\n<li><code>DEFAULT_KEY_SERDE_CLASS_CONFIG<\/code> ve <code>DEFAULT_VALUE_SERDE_CLASS_CONFIG<\/code>: Anahtar ve de\u011ferlerin serile\u015ftirme (serialization) ve seriden \u00e7\u0131karma (deserialization) i\u015flemlerini ger\u00e7ekle\u015ftirmek i\u00e7in kullan\u0131lan s\u0131n\u0131flar\u0131 belirtir.<\/li>\n<li><code>StreamsBuilder<\/code>: Kafka Streams topology&#8217;sini olu\u015fturmak i\u00e7in kullan\u0131l\u0131r.<\/li>\n<li><code>builder.stream(\"input-topic\")<\/code>: &#8220;input-topic&#8221; adl\u0131 Kafka konusundan veri okuyan bir stream olu\u015fturur.<\/li>\n<li><code>textLines.mapValues(String::toUpperCase)<\/code>: Her bir veri kayd\u0131n\u0131n de\u011ferini b\u00fcy\u00fck harfe \u00e7eviren bir i\u015flem uygular.<\/li>\n<li><code>upperCaseLines.to(\"output-topic\")<\/code>: B\u00fcy\u00fck harfe \u00e7evrilmi\u015f verileri &#8220;output-topic&#8221; adl\u0131 Kafka konusuna yazar.<\/li>\n<li><code>KafkaStreams<\/code>: Kafka Streams uygulamas\u0131n\u0131 ba\u015flat\u0131r.<\/li>\n<\/ul>\n<h2>BirCloud Perspektifi: Kafka Streams ve Bulut \u00c7\u00f6z\u00fcmleri<\/h2>\n<p>BirCloud olarak, m\u00fc\u015fterilerimize en iyi bulut \u00e7\u00f6z\u00fcmlerini sunarken, Apache Kafka Streams&#8217;in g\u00fcc\u00fcnden de faydalan\u0131yoruz. Kafka Streams, bulut tabanl\u0131 veri i\u015fleme platformlar\u0131m\u0131zla m\u00fckemmel bir uyum sa\u011flar ve ger\u00e7ek zamanl\u0131 veri analizi ihtiya\u00e7lar\u0131n\u0131 kar\u015f\u0131lamak i\u00e7in ideal bir \u00e7\u00f6z\u00fcmd\u00fcr. BirCloud&#8217;un sundu\u011fu bulut altyap\u0131s\u0131, Kafka k\u00fcmelerini kolayca kurman\u0131za, y\u00f6netmenize ve \u00f6l\u00e7eklendirmenize olanak tan\u0131r. Ayr\u0131ca, uzman ekibimiz, Kafka Streams uygulamalar\u0131n\u0131z\u0131 tasarlaman\u0131za, geli\u015ftirmenize ve devreye alman\u0131za yard\u0131mc\u0131 olabilir.<\/p>\n<p>BirCloud&#8217;un bulut \u00e7\u00f6z\u00fcmleriyle Kafka Streams&#8217;i birle\u015ftirerek a\u015fa\u011f\u0131daki avantajlardan yararlanabilirsiniz:<\/p>\n<ul>\n<li><b>Y\u00fcksek Performans:<\/b> BirCloud&#8217;un y\u00fcksek performansl\u0131 sunucular\u0131 ve a\u011f altyap\u0131s\u0131, Kafka Streams uygulamalar\u0131n\u0131z\u0131n h\u0131zl\u0131 ve verimli bir \u015fekilde \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flar.<\/li>\n<li><b>\u00d6l\u00e7eklenebilirlik:<\/b> \u0130htiya\u00e7lar\u0131n\u0131za g\u00f6re Kafka k\u00fcmelerinizi kolayca \u00f6l\u00e7eklendirebilirsiniz.<\/li>\n<li><b>G\u00fcvenlik:<\/b> BirCloud&#8217;un g\u00fcvenlik \u00f6nlemleri, verilerinizi korur ve g\u00fcvenli bir veri i\u015fleme ortam\u0131 sa\u011flar.<\/li>\n<li><b>Maliyet Etkinli\u011fi:<\/b> BirCloud&#8217;un esnek fiyatland\u0131rma se\u00e7enekleri, sadece kulland\u0131\u011f\u0131n\u0131z kaynaklar i\u00e7in \u00f6deme yapman\u0131z\u0131 sa\u011flar.<\/li>\n<li><b>Uzman Deste\u011fi:<\/b> BirCloud&#8217;un uzman ekibi, Kafka Streams projelerinizde size destek olabilir.<\/li>\n<\/ul>\n<h2>Sonu\u00e7: Ger\u00e7ek Zamanl\u0131 Veri \u0130\u015flemenin Gelece\u011fi<\/h2>\n<p>Apache Kafka Streams, ger\u00e7ek zamanl\u0131 veri i\u015fleme ve analizi i\u00e7in g\u00fc\u00e7l\u00fc, esnek ve \u00f6l\u00e7eklenebilir bir \u00e7\u00f6z\u00fcm sunar. Kafka&#8217;n\u0131n sundu\u011fu avantajlar\u0131 kullanarak, i\u015fletmeler verilerini daha h\u0131zl\u0131 ve daha verimli bir \u015fekilde i\u015fleyebilir, an\u0131nda aksiyon alabilir ve rekabet avantaj\u0131 elde edebilir. BirCloud olarak, m\u00fc\u015fterilerimize en iyi bulut \u00e7\u00f6z\u00fcmlerini sunarken, Kafka Streams&#8217;in potansiyelini de ortaya \u00e7\u0131karmalar\u0131na yard\u0131mc\u0131 oluyoruz. Ger\u00e7ek zamanl\u0131 veri i\u015flemenin gelece\u011fi parlak ve Kafka Streams, bu gelece\u011fin \u00f6nemli bir par\u00e7as\u0131 olmaya devam edecek.<\/p>\n<p>Umar\u0131m bu blog yaz\u0131s\u0131, Apache Kafka Streams hakk\u0131nda kapsaml\u0131 bir anlay\u0131\u015f sa\u011flam\u0131\u015ft\u0131r. Daha fazla bilgi ve destek i\u00e7in BirCloud ile ileti\u015fime ge\u00e7mekten \u00e7ekinmeyin.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Apache Kafka Streams ile ger\u00e7ek zamanl\u0131 veri i\u015fleme ve analizi nas\u0131l yap\u0131l\u0131r? BirCloud&#8217;un bulut \u00e7\u00f6z\u00fcmleriyle Kafka Streams&#8217;i ke\u015ffedin, avantajlar\u0131n\u0131 ve kullan\u0131m senaryolar\u0131n\u0131 \u00f6\u011frenin.<\/p>\n","protected":false},"author":1,"featured_media":2686,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[201],"tags":[159,165,203,202,204],"class_list":["post-2687","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-veri-isleme","tag-bircloud","tag-bulut-bilisim","tag-gercek-zamanli-veri-isleme","tag-kafka-streams","tag-veri-analizi"],"_links":{"self":[{"href":"https:\/\/www.bircloud.com\/cloud\/index.php\/wp-json\/wp\/v2\/posts\/2687","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bircloud.com\/cloud\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bircloud.com\/cloud\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bircloud.com\/cloud\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bircloud.com\/cloud\/index.php\/wp-json\/wp\/v2\/comments?post=2687"}],"version-history":[{"count":0,"href":"https:\/\/www.bircloud.com\/cloud\/index.php\/wp-json\/wp\/v2\/posts\/2687\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bircloud.com\/cloud\/index.php\/wp-json\/wp\/v2\/media\/2686"}],"wp:attachment":[{"href":"https:\/\/www.bircloud.com\/cloud\/index.php\/wp-json\/wp\/v2\/media?parent=2687"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bircloud.com\/cloud\/index.php\/wp-json\/wp\/v2\/categories?post=2687"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bircloud.com\/cloud\/index.php\/wp-json\/wp\/v2\/tags?post=2687"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}