June 2018
Beginner to intermediate
210 pages
5h 12m
English
Content preview from Apache Hive Essentials - Second Edition
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Storage optimization
Data that is used or scanned frequently can be identified as hot data. Usually, query performance on hot data is critical for overall performance. Increasing the data replication factor in HDFS (see the following example) for hot data could increase the chance of data being hit locally by jobs and improve the overall performance. However, this is a trade-off against storage:
$ hdfs dfs -setrep -R -w 4 /user/hive/warehouse/employee Replication 4 set: /user/hive/warehouse/employee/000000_0
On the other hand, too many files or redundancy could make namenode's memory exhausted, especially lots of small files whose sizes are less than the HDFS block sizes. Hadoop itself already has some solutions to deal with many small-file ...
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