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  1. Apache Spark™ - Unified Engine for large-scale data analytics

    Apache Spark is a multi-language engine for executing data engineering, data science, and machine learning on single-node machines or clusters.

  2. Quick Start - Spark 4.0.1 Documentation

    To follow along with this guide, first, download a packaged release of Spark from the Spark website. Since we won’t be using HDFS, you can download a package for any version of …

  3. Overview - Spark 4.0.1 Documentation

    If you’d like to build Spark from source, visit Building Spark. Spark runs on both Windows and UNIX-like systems (e.g. Linux, Mac OS), and it should run on any platform that runs a …

  4. Spark SQL & DataFrames | Apache Spark

    Spark SQL includes a cost-based optimizer, columnar storage and code generation to make queries fast. At the same time, it scales to thousands of nodes and multi hour queries using …

  5. Downloads - Apache Spark

    Spark docker images are available from Dockerhub under the accounts of both The Apache Software Foundation and Official Images. Note that, these images contain non-ASF software …

  6. Documentation | Apache Spark

    Apache Spark™ Documentation Setup instructions, programming guides, and other documentation are available for each stable version of Spark below: Spark

  7. PySpark Overview — PySpark 4.0.1 documentation - Apache Spark

    Spark Connect is a client-server architecture within Apache Spark that enables remote connectivity to Spark clusters from any application. PySpark provides the client for the Spark …

  8. Spark SQL and DataFrames - Spark 4.0.1 Documentation

    Spark SQL is a Spark module for structured data processing. Unlike the basic Spark RDD API, the interfaces provided by Spark SQL provide Spark with more information about the structure …

  9. Examples - Apache Spark

    Spark allows you to perform DataFrame operations with programmatic APIs, write SQL, perform streaming analyses, and do machine learning. Spark saves you from learning multiple …

  10. MLlib | Apache Spark

    Spark runs on Hadoop, Apache Mesos, Kubernetes, standalone, or in the cloud, against diverse data sources. You can run Spark using its standalone cluster mode, on EC2, on Hadoop …