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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. Overview - Spark 4.1.0 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 …

  3. 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 …

  4. Documentation - Apache Spark

    Apache Spark™ Documentation Setup instructions, programming guides, and other documentation are available for each stable version of Spark below: Spark Spark 4.1.0

  5. PySpark Overview — PySpark 4.1.0 documentation - Apache Spark

    Dec 11, 2025 · PySpark combines Python’s learnability and ease of use with the power of Apache Spark to enable processing and analysis of data at any size for everyone familiar with Python. …

  6. Quick Start - Spark 4.1.0 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 …

  7. Spark 4.0.0 released - Apache Spark

    Spark 4.0.0 released We are happy to announce the availability of Spark 4.0.0! Visit the release notes to read about the new features, or download the release today. Spark News Archive

  8. Spark 3.5.5 released - Apache Spark

    Spark 3.5.5 released We are happy to announce the availability of Spark 3.5.5! Visit the release notes to read about the new features, or download the release today. Spark News Archive

  9. API Reference — PySpark 4.1.0 documentation - Apache Spark

    Note Spark SQL, Pandas API on Spark, Structured Streaming, and MLlib (DataFrame-based) support Spark Connect.

  10. Spark Release 3.5.4 - Apache Spark

    While being a maintenance release we did still upgrade some dependencies in this release they are: [SPARK-50150]: Upgrade Jetty to 9.4.56.v20240826 [SPARK-50316]: Upgrade ORC to …