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 Pulse
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Analyze Application-Level Metrics

Pulse displays application or YARN workload (Jobs and Queries) metrics to help you monitor workloads, optimize resource usage, and troubleshoot performance issues.

Steps

  • Access Application Explorer
  • In the Pulse UI, select YARN from the left navigation bar > Application Explorer.
  • Or, go to Pulse Home and click YARN Workloads Overview.
  • On the Application Explorer page, set the following.
  • On the Application Explorer page, set the time range
  • Choose Today, Last 12 Hours, Last 3 Months, or define a custom period.
  • Click Apply to view results within the selected time frame.
  • Enable or Disable RM Live View
  • Enabled (default): Shows a real-time streaming view from the YARN ResourceManager. Only current resource usage is displayed; completed jobs are not shown.
  • Disable: Displays all workloads and jobs, including completed ones, using historical metrics stored in the cluster.
  • Filter by Container Runtime. This is available only on the Enabled RM Live View.
  • Narrow results based on runtime (for example, >30 min, 1 hr, 2 hr, 4 hr).
  • Helps identify long-running jobs and optimize resource usage.

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Application Metrics

Application Identification

  • ID / Name / Type – Track specific applications and jobs, and differentiate job types.
  • User – Identify the job owner for accountability and resource tracking.

Application Status and Duration

  • Final Status – View job completion states: Succeeded, Failed, Killed, Undefined, Unknown. Helps you quickly identify failures. Click the Logs icon to check the specific application logs.
  • Start / End / Duration / Total Time – Monitor job timelines and execution efficiency.

Resource Usage

  • avgAppMemory / maxAppMemory – Memory consumed by the job; helps detect over- or under-utilization.
  • avgAppVcores / maxContainerCore – CPU cores allocated and used; helps optimize cluster CPU usage.
  • CPU / Memory % – Percent utilization; helps spot resource bottlenecks.
  • memoryMbSec / coresSec – Memory and CPU utilization rates; useful for trend analysis and optimization.

Workload Distribution

  • Containers – Number of YARN containers used; helps monitor parallel processing and workload distribution.
  • Hosts – Nodes running the job; shows where workloads are executing.
  • Queue – YARN queue name; helps track job placement and priority in the cluster.

For more details about the application-level metrics, see Application Metrics.

Action Icons

Action icons appear next to the Application ID in Pulse.

  • Three-dots menu: Provides options, including:
  • View Concurrency: Check applications (jobs or queries) running at the same time.
  • Add to Compare: Compare the performance data of two or more applications.
  • For details, see Analyze Concurrency and Compare Data.

Check Application Details

Click an Application ID in the table to view the detailed job/query analysis. For example, details about the Spark job, Hive query, etc., navigate to their respective service-level documentation.