Read Logs
beam logs returns the last 100 entries. Add --follow to stream new output:
--source system to debug image pulls, mounts, and container exits.
A name selects the app’s active deployment. Use an ID if multiple versions are active. Target a specific resource with --deployment-id, --stub-id, --task-id, or --container-id; use --app-id for all versions.
Time Windows and Output
--sinceand--untilaccept relative durations (30m,2h,1d) or ISO timestamps. Timestamps without an offset use UTC;--untilis exclusive.--tail(also--linesor-n) accepts 0–1000. Use--tail 0 --followto read only new output.--jsonemits one JSON record per line.--format jsonreturns a historical JSON response;--format jsonlstreams records.--untilcannot be combined with--follow.
Dashboard Metrics
Open an app or container to view CPU, memory, GPU, and network metrics. Task details show execution times and exit status.MCP Metrics and Logs
request_stats supports endpoints. Latency percentiles are histogram upper bounds; resource averages are per container.
Use the REST API for custom dashboards or webhooks for event notifications.