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 Portal bias by consistently presenting troubleshooting steps and configuration changes using the Azure Portal UI first, with no mention of Linux-native or cross-platform CLI alternatives for critical operations (e.g., scaling node pools, updating extension configuration). There are no PowerShell-specific examples, but the lack of Linux CLI (kubectl, az, YAML editing) parity for portal-based instructions and screenshots suggests a bias towards Windows/GUI workflows. All command-line examples provided are platform-neutral (kubectl, az), but the step-by-step guides for resource management are portal-centric.
Recommendations
  • For every Azure Portal-based instruction (e.g., scaling node pools, updating extension configuration), provide equivalent az CLI and kubectl commands with example syntax.
  • Add explicit Linux CLI workflows for resource management tasks, such as scaling node pools, updating extension configuration, and assigning roles.
  • Include notes or sections highlighting cross-platform compatibility of CLI commands, and clarify that kubectl/az CLI can be used on Linux, macOS, and Windows.
  • Where screenshots are used, consider providing terminal output examples for CLI workflows to support Linux users.
  • Review all troubleshooting steps to ensure that Linux-native and CLI-first options are presented at parity with portal/GUI instructions.
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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

Flagged Code Snippets