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How to do Debian Hadoop monitoring

Apr 12, 2025 pm 10:00 PM
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How to do Debian Hadoop monitoring

This article introduces a variety of methods and tools to monitor Hadoop clusters on Debian systems to help you effectively manage cluster performance and stability.

Hadoop comes with monitoring tools:

  • Hadoop Admin UI: Access the Hadoop Admin UI interface through a browser to intuitively understand the cluster status and resource utilization.
  • Hadoop Resource Manager: Access the ResourceManager Web UI (usually http://<resourcemanager-host> :8088</resourcemanager-host> ), monitor cluster resource usage and job status.
  • Hadoop NameNode: Access the NameNode Web UI (usually http://<namenode-host> :50070</namenode-host> ), view HDFS status and file system information.

Third-party monitoring tools:

  • Apache Ambari: Powerful web-based monitoring tool that supports centralized management and monitoring of most Hadoop components and provides a friendly user interface.
  • Ganglia: A high-performance, scalable distributed monitoring system, especially suitable for large Hadoop clusters, is often used in combination with Grafana to achieve data visualization.
  • Prometheus: The open source metric collection and display system can collect performance metrics through Hadoop's JMX interface and provide powerful query and visualization functions.

Monitoring configuration and alarm:

  • Enable JMX: Correctly configure Hadoop components to enable JMX, which facilitates monitoring system to collect performance metrics.
  • Configure data sources: For example, configure Prometheus exporter to ensure that the monitoring system can obtain data from the Hadoop cluster.
  • Create a dashboard: Use tools such as Grafana to create a dashboard to visually display key performance indicators.
  • Set alarm rules: Set alarm threshold, and issue alarms in time when the indicator exceeds the range.

Important tips:

  • Ensure that Hadoop configuration files (such as core-site.xml , hdfs-site.xml , mapred-site.xml ) are correctly configured to ensure that the monitoring tool is running normally.

Selecting appropriate monitoring tools and methods and making reasonable configurations will significantly improve the management efficiency of Hadoop clusters and ensure its sustained and stable operation.

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