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OpenTelemetry Tracing Integration

To integrate with application performance monitoring (APM) tools, the pganalyze collector can optionally act as an OpenTelemetry tracing exporter. This adds data from pganalyze into existing application traces, and allows application engineers to have a quick way to find out if slow database queries are causing performance problems in the app.

The exporter will send a tracing span for each collected EXPLAIN plan to the configured OpenTelemetry endpoint, with a link back to the full plan in pganalyze via the db.postgresql.plan span attribute. The span will be recorded with the service name "Postgres (pganalyze)" and the span name "EXPLAIN Plan" by default.

Overview of OpenTelemetry setup with the pganalyze collector

Set up the pganalyze collector with third-party services

By configuring otel_exporter_otlp_endpoint (or OTEL_EXPORTER_OTLP_ENDPOINT), the pganalyze collector will start sending out tracing spans to the specified endpoint.

To set up pganalyze collectors with third party services, see the following instructions.

Test setting up locally with the OpenTelemetry collector

You can test the setup by pointing this endpoint to an OpenTelemetry collector instance running locally too. The OpenTelemetry collector provides a receiver, which can be an OTLP endpoint to receive tracing data. For example, you can use the OpenTelemetry collector Docker image to run a container of the OpenTelemetry collector. By default, you can use http://localhost:4318 for the otel_exporter_otlp_endpoint (OTEL_EXPORTER_OTLP_ENDPOINT).

You can use the OpenTelemetry collector in an agent pattern, receiving the tracing data from your application and the pganalyze collector, using receivers: [otlp]. For the exporter, you can use exporters: [logging] to simply output whatever received as a logging. In this way, you can test if the OTLP endpoint is successfully specified, as well as if the endpoint is properly receiving tracing data.

Limitations

  • Tracing spans are only created when EXPLAIN plans are collected for queries
    • Automatic EXPLAIN plan collection must be set up to allow the pganalyze collector to collect EXPLAIN plans
    • If a query doesn't have an EXPLAIN plan, such as a query that completes in less time than auto_explain.log_min_duration, a tracing span will not be created
  • Queries must contain the traceparent query tag, by configuring the application to add it as a SQL comment. Queries without the tag will not create nor send a tracing span
  • Timing data of spans exported by pganalyze may not line up with other spans exported by the application when the Postgres database has limited precision in its log_line_prefix timestamp
    • Using %m in the log_line_prefix instead of %t is recommended
    • This issue will typically occur with Amazon RDS and Amazon Aurora, which currently do not allow changing the timestamp precision of the log_line_prefix (it's always set to%t:%r:%u@%d:[%p]:t)
    • You can workaround this by passing the query start time with the pganalyze tracestate. See Add pganalyze tracestate for examples of how to add it

Troubleshooting

You can check if the pganalyze collector is successfully reading the OTLP endpoint configuration by running the pganalyze collector with a verbose option (pganalyze-collector --test -v). You should be able to see the following log and no error after that.

2023/10/20 14:42:18 V Initializing OpenTelemetry tracing provider with endpoint: http://localhost:4318

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