Hadoop metrics

The OpenTelemetry Collector provides an integration with Hadoop. The Collector fetches Hadoop metrics from JMX. From there the metrics are processed and exported to Cloud Observability.

To complete the integration, you will:

• Configure the JMX receiver for the Collector to ingest Hadoop metrics
• Enable the integration by adding it to a pipeline

Prerequisites

• Java 8, to run Hadoop:
  • OpenJDK
  • Oracle Java SE
• Apache Hadoop v3 or later
• A running Hadoop single cluster instance
• Download OpenTelemetry JMX Metric JAR release version 1.9 or later.
• The path to the opentelemetry-jmx-metrics.jar file.
• You’ve configured the Collector to export metric data to Cloud Observability.

Hadoop reporting

The Hadoop JMX receiver periodically fetches metrics using a built-in OpenTelemetry helper utilizing a Groovy script. The script is configured to poll both the JMX Agent and the OpenTelemetry JMX Metric Gatherer operation.

For more details regarding configuring the Hadoop remote connection, see the official Hadoop documentation.

Configure the Collector receiver

In the Collector configuration file, add JMX as a receiver and set the following:

• jar_path: The path to the opentelemetry-jmx-metrics.jar file.
• endpoint: The hostname/IP address and port or unix socket file path of the Hadoop instance
• target_system: The metrics to collect. Valid values for this integration are jvm and hadoop

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receivers:
  jmx:
    jar_path: /opt/opentelemetry-jmx-metrics.jar
    endpoint: "localhost:9999"
    target_system: jvm,hadoop
    

The OpenTelemetry repo’s readme provides additional details about JMX configuration.

Enable the Collector receiver

Once the Hadoop receiver is configured, enable it by adding it to one or more pipelines as described in the Collector configuration documentation.

Validate metrics are reporting to Cloud Observability

You can validate that metrics are reporting to Cloud Observability on the Metrics details page in Settings.

1. In Cloud Observability, click Settings > Metric details.

2. Search for Hadoop metric names.

See the OpenTelemetry repo for a complete list of emitted metrics.

1. If needed, click on the metric to edit the description and how the units are displayed in Cloud Observability.

Create a dashboard for the metrics

Use the Cloud Observability Terraform Provider to create a dashboard for the metrics.

Additional resources

For a more complete example that’s ready to run, see the Hadoop integration in Cloud Observability OpenTelemetry Examples.

See also

Create and manage dashboards

Create alerts

Updated Dec 1, 2022