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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. 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 …

  3. 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 …

  4. 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 …

  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. Overview - Spark 3.5.5 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 …

  7. Spark Release 3.5.6 - Apache Spark

    Spark Release 3.5.6 Spark 3.5.6 is the sixth maintenance release containing security and correctness fixes. This release is based on the branch-3.5 maintenance branch of Spark. We …

  8. 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 …

  9. 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 …

  10. Spark Release 3.5.5 - Apache Spark

    Dependency changes While being a maintenance release we did still upgrade some dependencies in this release they are: [SPARK-50886]: Upgrade Avro to 1.11.4 You can …