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High Volume Updates in Apache Hive

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Owen O'Malley
Owen O'Malley

Apache Hive provides a convenient SQL-based query language to data stored in HDFS. HDFS provides highly scaleable bandwidth to the data, but does not support arbitrary writes. One of Hortonworks` customers needs to store a high volume of customer data (> 1 TB/day) and that data contains a high percentage (15%) of record updates distributed across years. In many high-update use-cases, HBase would suffice, but the current lack of push down filters from Hive into HBase and HBase`s single level keys make it too expensive. Our solution is to use a custom record reader that stores the edit records as separate HDFS files and synthesizes the current set of records dynamically as the table is read. This provides an economical solution to their need that works within the framework provided by Hive. We believe this use case applies to many Hive users and plan to develop and open source a reusable solution.

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High Volume Updates in Hive Owen O’Malley owen@hortonworks.com @owen_omalley June 2012 © Hortonworks Inc. 2012 Page 1
Who Am I? Page 2 © Hortonworks Inc. 2012
A Data Flood Page 3 © Hortonworks Inc. 2012
The Dataflow Page 4 © Hortonworks Inc. 2012
The Approach Page 5 © Hortonworks Inc. 2012
Why not Hbase? Page 6 © Hortonworks Inc. 2012
Limitations of a Single Key Page 7 © Hortonworks Inc. 2012
Hive Table Layout Page 8 © Hortonworks Inc. 2012
Design Page 9 © Hortonworks Inc. 2012
Repeatable Reads Page 10 © Hortonworks Inc. 2012
Stitching Buckets Together Page 11 © Hortonworks Inc. 2012
Limitations Page 12 © Hortonworks Inc. 2012
Additional Challenges from Hive Page 13 © Hortonworks Inc. 2012
Hive’s Output Committer Page 14 © Hortonworks Inc. 2012
Dynamic Partitions Page 15 © Hortonworks Inc. 2012
Conclusion Page 16 © Hortonworks Inc. 2012
Thank You! Questions & Answers Page 17 © Hortonworks Inc. 2012

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High Volume Updates in Apache Hive