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Impala
● What is it ?
● How does it work ?
● Performance
● Formats
● Architecture
www.semtech-solutions.co.nz info@semtech-solutions.co.nz
Impala – What is it ?
● Adhoc real time query for Hadoop
● Open source
● Developed by Cloudera
● Based on Google 2010 dremel paper
● Direct data access via Impala engine
● Future Hadoop parquet update will
– Add columnar binary storage to Hadoop
– Improve Impala performance
www.semtech-solutions.co.nz info@semtech-solutions.co.nz
Impala – How does it work ?
● Direct data access
● Query planning / coordination on data nodes
● Node based query engine
● Low latency
● Perfomance imrovement
● Query data on HDFS or Hbase
● Uses same Hive QL syntax ( SQL like )
● Has the Hue GUI
● Allows table joins and aggregation
www.semtech-solutions.co.nz info@semtech-solutions.co.nz
Impala – Performance
Impala delivers performance gains
● IO bound queries – hardware limitations
– Min 3 times
● Complex – multiple MapReduce stages
– Min 7 times
● Cached queries
– Min 20 times
www.semtech-solutions.co.nz info@semtech-solutions.co.nz
Impala – Formats
Supported formats
– Text & Sequence Files which can be compressed as
● Snappy
● GZIP
● BZIP
– Future support for
● Avro
● RCFile
● LZO text file
● Parquet
www.semtech-solutions.co.nz info@semtech-solutions.co.nz
Impala – Architecture
www.semtech-solutions.co.nz info@semtech-solutions.co.nz
Impala – Requirements
What does Impala need to run ?
– CentOS 6.2
– or RHEL (Red Hat Enterprise Linux)
– CDH 4.1 (Cloudera Hadoop Distribution)
– Cloudera Manager ( advised )
www.semtech-solutions.co.nz info@semtech-solutions.co.nz
Contact Us
● Feel free to contact us at
– www.semtech-solutions.co.nz
– info@semtech-solutions.co.nz
● We offer IT project consultancy
● We are happy to hear about your problems
● You can just pay for those hours that you need
● To solve your problems

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An introduction to Cloudera Impala

  • 1. Impala ● What is it ? ● How does it work ? ● Performance ● Formats ● Architecture www.semtech-solutions.co.nz info@semtech-solutions.co.nz
  • 2. Impala – What is it ? ● Adhoc real time query for Hadoop ● Open source ● Developed by Cloudera ● Based on Google 2010 dremel paper ● Direct data access via Impala engine ● Future Hadoop parquet update will – Add columnar binary storage to Hadoop – Improve Impala performance www.semtech-solutions.co.nz info@semtech-solutions.co.nz
  • 3. Impala – How does it work ? ● Direct data access ● Query planning / coordination on data nodes ● Node based query engine ● Low latency ● Perfomance imrovement ● Query data on HDFS or Hbase ● Uses same Hive QL syntax ( SQL like ) ● Has the Hue GUI ● Allows table joins and aggregation www.semtech-solutions.co.nz info@semtech-solutions.co.nz
  • 4. Impala – Performance Impala delivers performance gains ● IO bound queries – hardware limitations – Min 3 times ● Complex – multiple MapReduce stages – Min 7 times ● Cached queries – Min 20 times www.semtech-solutions.co.nz info@semtech-solutions.co.nz
  • 5. Impala – Formats Supported formats – Text & Sequence Files which can be compressed as ● Snappy ● GZIP ● BZIP – Future support for ● Avro ● RCFile ● LZO text file ● Parquet www.semtech-solutions.co.nz info@semtech-solutions.co.nz
  • 7. Impala – Requirements What does Impala need to run ? – CentOS 6.2 – or RHEL (Red Hat Enterprise Linux) – CDH 4.1 (Cloudera Hadoop Distribution) – Cloudera Manager ( advised ) www.semtech-solutions.co.nz info@semtech-solutions.co.nz
  • 8. Contact Us ● Feel free to contact us at – www.semtech-solutions.co.nz – info@semtech-solutions.co.nz ● We offer IT project consultancy ● We are happy to hear about your problems ● You can just pay for those hours that you need ● To solve your problems