A Comprehensive Analysis of Hadoop Distributed File System (HDFS): Architecture, Storage Mechanism, and Block Replication Strategies
DOI:
https://doi.org/10.63282/3050-9416.IJAIBDCMS-V1I1P101Keywords:
HDFS, block replication, fault tolerance, data consistency, performance optimization, scalability, security, data locality, configuration parameters, monitoringAbstract
The Hadoop Distributed File System (HDFS) is a critical component of the Hadoop ecosystem, designed to store and manage large datasets across multiple nodes in a distributed environment. This paper provides a comprehensive analysis of HDFS, focusing on its architecture, storage mechanism, and block replication strategies. We delve into the design principles that make HDFS scalable, reliable, and efficient. The paper also discusses the challenges and solutions in managing data across a distributed file system, including fault tolerance, data consistency, and performance optimization. We present a detailed examination of the NameNode and DataNode components, the block placement policies, and the replication strategies that ensure data availability and fault tolerance. Additionally, we explore the impact of various parameters on system performance and provide insights into best practices for configuring HDFS for different use cases. The paper concludes with a discussion on the future directions and potential improvements in HDFS
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