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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. PySpark Overview — PySpark 4.1.0 documentation - Apache Spark

    6 days ago · 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. …

  3. Documentation - Apache Spark

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

  4. 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

  5. Structured Streaming Programming Guide - Spark 4.0.1 …

    Types of time windows Spark supports three types of time windows: tumbling (fixed), sliding and session. Tumbling windows are a series of fixed-sized, non-overlapping and contiguous time …

  6. Application Development with Spark Connect

    With Spark 3.4 and Spark Connect, the development of Spark Client Applications is simplified, and clear extension points and guidelines are provided on how to build Spark Server Libraries, …

  7. Performance Tuning - Spark 4.0.1 Documentation

    Apache Spark’s ability to choose the best execution plan among many possible options is determined in part by its estimates of how many rows will be output by every node in the …

  8. Overview - Spark 4.0.0 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 …

  9. Structured Streaming Programming Guide - Spark 4.0.1 …

    Structured Streaming is a scalable and fault-tolerant stream processing engine built on the Spark SQL engine. You can express your streaming computation the same way you would express a …

  10. Structured Streaming Programming Guide - Spark 4.0.1 …

    You will express your streaming computation as standard batch-like query as on a static table, and Spark runs it as an incremental query on the unbounded input table.