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  1. Downloads - Apache Spark

    Download Spark: spark-4.1.0-bin-hadoop3.tgz Verify this release using the 4.1.0 signatures, checksums and project release KEYS by following these procedures. Note that Spark 4 is pre-built with Scala …

  2. Installation — PySpark 4.1.0 documentation - Apache Spark

    After activating the environment, use the following command to install pyspark, a python version of your choice, as well as other packages you want to use in the same session as pyspark (you can install in …

  3. 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.

  4. Spark Release 3.4.0 - Apache Spark

    To download Apache Spark 3.4.0, visit the downloads page. You can consult JIRA for the detailed changes. We have curated a list of high level changes here, grouped by major modules. Highlight …

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

    Install with 'pip' $ pip install pyspark $ pyspark Use the official Docker image $ docker run -it --rm spark:python3 /opt/spark/bin/pyspark QuickStart Machine Learning Analytics & Data Science

  6. Spark Release 4.0.0 - Apache Spark

    PySpark sees continuous dedication to both its functional breadth and the overall developer experience, bringing a native plotting API, a new Python Data Source API, support for Python UDTFs, and unified …

  7. Spark Release 3.5.1 - Apache Spark

    [SPARK-45631]: Broken backward compatibility in PySpark: StreamingQueryListener due to the addition of onQueryIdle [SPARK-45670]: SparkSubmit does not support –total-executor-cores when …

  8. Spark Release 3.3.0 - Apache Spark

    To download Apache Spark 3.3.0, visit the downloads page. You can consult JIRA for the detailed changes. We have curated a list of high level changes here, grouped by major modules. Highlight …

  9. Getting Started — PySpark 4.1.0 documentation - Apache Spark

    This page summarizes the basic steps required to setup and get started with PySpark. There are more guides shared with other languages such as Quick Start in Programming Guides at the Spark …

  10. Spark SQL — PySpark 4.1.0 documentation

    pyspark.sql.functions.kll_sketch_get_quantile_bigint pyspark.sql.functions.kll_sketch_get_quantile_double …