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Apache Spark on Kubernetes
Haridas N
Agenda
● What’s Kubernetes
● Why we need to run park on Kubernetes
● How comparable kubernetes with other cluster managers
● Hands on with few spark jobs.
Kubernetes
● Container orchestrator
● Provision containers on multiple nodes and abstract the networks over multiple node.
● Supports multiple namespaces for better project isolation.
● User role and privilege management.
Spark on
Kubernetes
● Support different deployment
modes
Resource
provisioning
Why spark on Kubernetes
● Kubernetes is now widely used container management for SOA and other application
environment.
● Better isolation on different deployments.
Demo / Workshop
RECAP
Hadoop, HDFS and Yarn
● HDFS for the storage layer, namenode and datanode services take care the data storage part.
● Yarn resource negotiator provide a compute framework over HDFS nodes.
● Map-reduce jobs are written on yarn framework.
● Best fit for batch-processing, big-data storage
Apache Spark on Yarn
● Using Yarn we deployed spark driver and slaves into hadoop cluster.
● Yarn provides more flexible resource management.
● Dynamic worker allocation or on demand allocation.
● Best fit, if you already have a hadoop cluster and want to run spark jobs on it.
Apache Drill
● SQL interface for bigdata, with spark like architecture.
● Interface with HDFS, NoSQL, Hive, Kafka etc. and provide unified standard SQL interface
● Exposes APIs JDBC, HTTP.
● Best fit for quick data analysis using SQL commands.
Apache Spark on Kubernetes
● Kubernetes is a widely used container orchestrator
● Major deployments outside big-data domain for different needs.
● Project supports big-data tools like spark and hadoop on top of it.
● Run spark job on existing kubernetes cluster.
● Got better feature set with resourcemanagement compared to all other cluster managers.
● Best fit if you already have kubernetes cluster in your environment.
QA
Thank you

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Apache Spark on Kubernetes

  • 1. Apache Spark on Kubernetes Haridas N
  • 2. Agenda ● What’s Kubernetes ● Why we need to run park on Kubernetes ● How comparable kubernetes with other cluster managers ● Hands on with few spark jobs.
  • 3. Kubernetes ● Container orchestrator ● Provision containers on multiple nodes and abstract the networks over multiple node. ● Supports multiple namespaces for better project isolation. ● User role and privilege management.
  • 4. Spark on Kubernetes ● Support different deployment modes
  • 6. Why spark on Kubernetes ● Kubernetes is now widely used container management for SOA and other application environment. ● Better isolation on different deployments.
  • 9. Hadoop, HDFS and Yarn ● HDFS for the storage layer, namenode and datanode services take care the data storage part. ● Yarn resource negotiator provide a compute framework over HDFS nodes. ● Map-reduce jobs are written on yarn framework. ● Best fit for batch-processing, big-data storage
  • 10. Apache Spark on Yarn ● Using Yarn we deployed spark driver and slaves into hadoop cluster. ● Yarn provides more flexible resource management. ● Dynamic worker allocation or on demand allocation. ● Best fit, if you already have a hadoop cluster and want to run spark jobs on it.
  • 11. Apache Drill ● SQL interface for bigdata, with spark like architecture. ● Interface with HDFS, NoSQL, Hive, Kafka etc. and provide unified standard SQL interface ● Exposes APIs JDBC, HTTP. ● Best fit for quick data analysis using SQL commands.
  • 12. Apache Spark on Kubernetes ● Kubernetes is a widely used container orchestrator ● Major deployments outside big-data domain for different needs. ● Project supports big-data tools like spark and hadoop on top of it. ● Run spark job on existing kubernetes cluster. ● Got better feature set with resourcemanagement compared to all other cluster managers. ● Best fit if you already have kubernetes cluster in your environment.
  • 13. QA