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Let’s Talk Operations!
Allen Wittenauer!
Twitter: @_a__w_
Email: aw @ apache.org!
How many individual
grids should I have?
One big
grid
Grid per
project
• Pros!
• Lower ops overhead!
• One location for all data!
• Cons !
• Dev and Prod on one
system
• Pros!
• Capacity planning per project!
• Cons !
• More headcount to maintain!
• Multiple copies of data!
• Data ingress is a mess
Data Center
Production
ETL
Development
ETL
Dev Prod
Base ETL Pull
Event Feeds
Database Feeds
Base ETL Pull
Base ETL Pull
Post-Processed
Data
DC2DC1
Production
ETL
Development
How do I solve some
common distcp issues?
• Common issues!
• Version incompatibilities!
• Network bandwidth consumption!
!
• Some tricks!
• Use WebHDFS!
• All modern versions support it!
• Read and write in both directions!
• Create a separate queue with hard limits!
• Pull from larger, push from smaller
Q&A
Allen	
  Wittenauer	
  
Twitter:	
  @_a__w_
Email:	
  aw	
  @	
  apache.org	
  
Bonus Slide!
20 GB /, ... 200 GB task space (rest) HDFS
• root partitioning
!
!
!
!
!
• non-root partitioning
5 GB
swap
200 GB task space (rest) HDFS

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