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Which ecosystem is known for open-source software focused on big data management?

  1. Apache Spark

  2. Hadoop

  3. Docker

  4. Kubernetes

The correct answer is: Hadoop

The ecosystem renowned for open-source software focused on big data management is Hadoop. Hadoop is designed specifically to handle large datasets across clusters of computers using simple programming models. It provides a framework for distributed storage and processing of big data, making it particularly suitable for managing vast amounts of data efficiently. Hadoop includes several components like the Hadoop Distributed File System (HDFS) for storage and MapReduce for processing, which collectively allow the handling of large-scale data analytics and processing tasks. Its ability to scale out by adding more servers makes it highly effective for big data applications. In contrast, while Apache Spark is also an open-source framework that can manage big data, it operates at a higher processing speed and is primarily focused on data processing rather than the overarching management framework that Hadoop provides. Docker and Kubernetes, although powerful in managing containerized applications and orchestrating Kubernetes clusters respectively, do not specifically focus on big data management. Therefore, Hadoop is the clear choice for an ecosystem specifically aimed at handling and managing big data effectively.