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
powershell_heavy
missing_linux_example
Summary
The documentation page demonstrates Windows bias by referencing PowerShell in the 'Next steps' section as the only example for creating a load balancer, without mentioning Linux equivalents (e.g., Azure CLI or Bash). There are no Linux-specific instructions, examples, or references to Linux tools or workflows. The documentation also lists PowerShell before other automation options (CLI, Templates, API) in the design guidance, reinforcing a Windows-first perspective.
Recommendations
  • Add explicit Linux/Azure CLI examples for creating and managing health probes and load balancers alongside PowerShell instructions.
  • Include references to Bash scripting and Linux firewall configuration (e.g., iptables, firewalld) when discussing local firewall policies.
  • Ensure parity in 'Next steps' by providing links to Azure CLI and ARM template quickstarts, not just PowerShell.
  • When listing automation options (PowerShell, CLI, Templates, API), alternate the order or mention CLI first to avoid implicit Windows-first bias.
  • Add troubleshooting and configuration notes relevant to Linux environments, such as SELinux, systemd, or common Linux network stack behaviors.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-08-29 00:01 #95 completed Clean Clean
2025-08-27 00:01 #93 cancelled Clean Clean
2025-08-22 00:01 #88 completed 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 Clean Clean