{"id":5459,"date":"2024-03-14T02:51:46","date_gmt":"2024-03-14T02:51:46","guid":{"rendered":"https:\/\/www.silicloud.com\/blog\/what-is-spark-streaming-in-spark\/"},"modified":"2025-08-01T15:23:27","modified_gmt":"2025-08-01T15:23:27","slug":"what-is-spark-streaming-in-spark","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/blog\/what-is-spark-streaming-in-spark\/","title":{"rendered":"Spark Streaming: Real-Time Processing"},"content":{"rendered":"<p>Spark Streaming is a component used for real-time data processing that allows us to perform real-time stream processing on Spark. It offers advanced abstractions for processing real-time data streams, enabling data to be read from various sources such as Kafka, Flume, Kinesis, and then transformed, processed, and outputted. Spark Streaming processes data in a micro-batch manner, dividing continuous data streams into smaller batches and processing each batch. This enables low-latency real-time processing with fault tolerance and scalability. Spark Streaming provides a rich API and features that make it easy for developers to build complex real-time stream processing applications.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Spark Streaming is a component used for real-time data processing that allows us to perform real-time stream processing on Spark. It offers advanced abstractions for processing real-time data streams, enabling data to be read from various sources such as Kafka, Flume, Kinesis, and then transformed, processed, and outputted. Spark Streaming processes data in a micro-batch [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_import_markdown_pro_load_document_selector":0,"_import_markdown_pro_submit_text_textarea":"","footnotes":""},"categories":[1],"tags":[964,302,1393,5869,1283],"class_list":["post-5459","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-apache-spark","tag-big-data","tag-real-time-processing","tag-spark-streaming","tag-stream-processing"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Spark Streaming: Real-Time Processing - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"Learn how Spark Streaming enables real-time data processing in Apache Spark. Process live streams from Kafka, Kinesis &amp; more with micro-batch architecture.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/blog\/what-is-spark-streaming-in-spark\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Spark Streaming: Real-Time Processing\" \/>\n<meta property=\"og:description\" content=\"Learn how Spark Streaming enables real-time data processing in Apache Spark. 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