Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
missing_linux_example
Summary
The documentation page demonstrates a Windows/Azure-centric bias by exclusively providing examples and instructions for Azure cloud services and tools, with no mention of Linux-native monitoring tools or cross-platform alternatives. All setup and deployment steps focus on Azure portal navigation and Azure-specific services, and the only script example uses Azure CLI commands without showing Linux-specific monitoring or automation approaches. There are no references to Linux tools such as systemd, cron, collectd, Nagios, or native Prometheus deployments outside Azure, nor are there examples for configuring monitoring on Linux HPC clusters without Azure.
Recommendations
  • Include Linux-native monitoring tool examples (e.g., collectd, Nagios, Ganglia, or native Prometheus) and show how they can be integrated with Azure services.
  • Provide parallel instructions for configuring monitoring on Linux-based HPC clusters, including command-line and configuration file examples.
  • Add examples of setting up automated health checks using Linux tools such as cron jobs, systemd timers, or shell scripts.
  • Reference cross-platform open-source monitoring solutions and describe how to bridge them with Azure Monitor, Grafana, and Prometheus.
  • Ensure that examples and instructions are not exclusively Azure portal-based; include CLI and configuration file approaches common in Linux environments.
  • Explicitly mention Linux compatibility and provide troubleshooting tips for Linux-based HPC workloads.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets