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What is the meaning of Rack Awareness in Hadoop?

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Rack Awareness in Hadoop refers to the system's ability to recognize the physical location of data nodes in a cluster, optimizing data placement and replication to reduce network traffic and enhance fault tolerance.
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Rack Awareness in Hadoop refers to the system's ability to recognize the physical location of data nodes in a cluster, optimizing data placement and replication to reduce network traffic and enhance fault tolerance.
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**Rack Awareness** in Hadoop refers to the capability of the Hadoop Distributed File System (HDFS) to be aware of the network topology of the cluster, specifically the rack arrangement of nodes. ### Key Features: 1. **Data Locality**: HDFS tries to place data blocks on the same rack as the client...
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**Rack Awareness** in Hadoop refers to the capability of the Hadoop Distributed File System (HDFS) to be aware of the network topology of the cluster, specifically the rack arrangement of nodes. ### Key Features: 1. **Data Locality**: HDFS tries to place data blocks on the same rack as the client to minimize network traffic and increase data access speed. 2. **Fault Tolerance**: When replicating data, HDFS distributes replicas across different racks, ensuring that if one rack fails, data remains accessible from another rack. 3. **Network Optimization**: By being aware of the rack layout, Hadoop can optimize data transfer by reducing inter-rack communication, which is generally slower and more costly than intra-rack communication. ### Benefits: - Improves overall performance and efficiency of data processing. - Enhances fault tolerance by ensuring data redundancy across different racks. read less
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