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โก Apache Spark is an open-source distributed computing system designed for speed and ease of use.
๐ It supports various programming languages like Java, Scala, Python, and R for data processing.
๐ Spark can process large-scale data sets in memory, making it significantly faster than traditional Hadoop MapReduce.
๐ With its in-built libraries, Spark provides seamless integration for SQL, machine learning, and graph processing.
๐ Spark's Resilient Distributed Datasets (RDDs) allow for fault-tolerant and parallel processing of data.
๐ It supports real-time data streaming, enabling real-time analytics and decision-making.
๐ DataFrames and Datasets in Spark offer optimized execution plans and user-friendly APIs for data manipulation.
๐ Spark can be run on multiple cluster managers, including YARN, Mesos, and Kubernetes.
๐๏ธ Spark SQL enables querying data via SQL as well as through DataFrame APIs.
๐ป Organizations across various industries use Spark for big data analytics, machine learning, and data engineering tasks.
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