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Monitoring

Dashboard​

The monitoring dashboard provides real-time visibility into:

  • Run status — Running, completed, failed
  • Duration — Execution time per task
  • Data volume — Rows processed, bytes transferred
  • Resource usage — CPU, memory, network

CLI Monitoring​

ash proai job status user-etl proai job logs user-etl --follow proai metrics user-etl --last 24h

Alerts​

alerts:
  - name: pipeline_failure
    condition: status == 'failed'
    channels: [slack, email]
    message: "Pipeline {job_name} failed on run {run_id}"
  - name: slow_pipeline
    condition: duration > 7200
    channels: [slack]
    message: "Pipeline {job_name} took over 2 hours"
`

## See Also

- [Troubleshooting](/docs/troubleshooting/overview) — Debug issues
- [Runtime Logging](/docs/runtime/logging) — Logging reference