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The "small file problem" in Hadoop refers to the challenges and performance issues that arise when dealing with a large number of small-sized files in a Hadoop distributed file system, such as Hadoop Distributed File System (HDFS). While Hadoop is designed to handle large volumes of data efficiently, the presence of numerous small files can lead to suboptimal performance and resource utilization. Several factors contribute to the small file problem:
Metadata Overhead:
NameNode Scalability:
Data Block Size:
Input Split Size:
Job Performance:
To address the small file problem, several strategies can be employed:
Combine Small Files:
SequenceFile or Avro Format:
Use Hadoop Archives (HAR):
Custom Input Formats:
Adjust Block Size:
Use HBase for Small, Random Access Data:
Addressing the small file problem is important for optimizing the performance and resource utilization of a Hadoop cluster, especially in scenarios where dealing with a large number of small files is inevitable.
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