# Logs and monitoring Job logs For all data generation jobs, the job logs provide detailed information about the job processing. Syntho support might request the job logs to help diagnose issues. ### Download job logs Go to your workspace, select **Jobs > Job history >** **Job summary** and select the **Download logs** button to download the logs of a data generation job.

Click on "Jobs" to go to the Job history panel and Select "Download logs" to download the job logs

### Logs redaction To avoid leaking values, by default Syntho prevents including sensitive values or redacts sensitive values (e.g. passwords) from the logs. ## Monitor cluster utilization in Ray dashboard Syntho uses Ray to scale workloads. Go to your workspace, select **Jobs > Job history >** **Job summary** and select the **Ray dashboard** button to view the Ray cluster utilization dashboard.

Syntho utilizes Ray for executing long-running tasks such as synthesizing, PII scans, and FK scans. To monitor these tasks, the Ray dashboard provides a real-time overview of job execution, system resource usage, and logs. ### Ray dashboard overview By leveraging the Ray dashboard, you can efficiently track job execution, detect potential bottlenecks, and access relevant logs to troubleshoot issues. #### **Jobs** Jobs tab displays all running and past jobs. A constant background job from the Core API ensures system health. You can access job-specific logs, flame graphs, and execution details via the Actions column.

#### **Cluster** Cluster tab provides a summary of all active Ray nodes, including key resource metrics like CPU, memory, and disk usage. You can click on a node ID to reveal a detailed performance breakdown.

#### **Actors** Actors tab lists active and dead actors. While generally not needed, you can inspect memory consumption per actor if required.

### **Monitoring specific ray jobs** For real-time tracking of synthesizing, PII scans, or FK scans: 1. Start the job and open the **Ray dashboard**. 2. Use the **Cluster** tab to monitor resource consumption. 3. Upon completion, check the **Jobs** tab for job status updates (success or failure). Note that Syntho does not use Ray Serve, so this section in the dashboard is not applicable. --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://docs.syntho.ai/deploy-syntho/logs-and-monitoring.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.