Apache Spark Managed Services
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Open-source distributed processing framework available as managed service on major clouds. Apache Spark powers large-scale data processing with SQL, streaming, and machine learning APIs. Supports Java, Python, Scala, R. Handles in-memory processing for speed. Community-driven with extensive library ecosystem. MLlib for machine learning, GraphX for graph processing. Can process petabyte-scale data. Available on Databricks, AWS EMR, Azure HDInsight, Google Cloud Dataproc. Free open-source with managed options. Best for data engineers needing flexible, powerful data transformation.
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