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 bias towards Windows environments by exclusively referencing the Azure portal (a web GUI most commonly used on Windows) for configuration steps and omitting Linux-specific or cross-platform CLI alternatives for several key operations. All command-line examples use Azure CLI and kubectl, which are cross-platform, but there are no PowerShell-specific examples. However, the troubleshooting steps and screenshots consistently reference the Azure portal for configuration changes, with no mention of Linux-native tools or workflows (such as editing YAML manifests directly, using kubectl patch, or leveraging automation via shell scripting). This may disadvantage Linux administrators who prefer or require command-line or automation-centric workflows.
Recommendations
  • Provide Linux-native CLI alternatives for all Azure portal steps, such as using az CLI or kubectl commands to update extension configurations, scale node pools, and assign roles.
  • Include examples of editing YAML manifests directly and applying them with kubectl, rather than relying solely on portal screenshots.
  • Clarify that all CLI commands (az, kubectl) are cross-platform and provide any OS-specific caveats if necessary.
  • Add a section on automating troubleshooting and configuration tasks using shell scripts, which are common in Linux environments.
  • Ensure that instructions do not assume access to a graphical interface and are fully reproducible in headless/server environments.
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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
2026-01-12 00:00 #243 cancelled 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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-04 00:00 #70 cancelled Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-02 00:00 #68 cancelled Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-22 00:01 #57 completed Clean Clean
2025-07-21 00:00 #56 completed Clean Clean
2025-07-19 13:51 #54 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

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