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
powershell_heavy
windows_tools
windows_first
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is referenced for certificate conversion, and the only explicit example for converting certificates to base64 links to a PowerShell-based tutorial. The list of tools for pipeline creation includes Azure PowerShell before REST API and ARM templates, and no Linux-specific CLI (e.g., Azure CLI) or cross-platform alternatives are mentioned for key steps. There are no Linux shell or OpenSSL examples for certificate handling, and the documentation assumes familiarity with Windows-centric tools and workflows.
Recommendations
  • Add Linux shell (bash) and OpenSSL examples for certificate conversion, alongside the PowerShell example.
  • Include Azure CLI instructions for pipeline creation and management, not just Azure PowerShell.
  • When listing tools or SDKs, present cross-platform options (e.g., Azure CLI, Python SDK) before or alongside Windows-specific tools.
  • Explicitly mention that all steps can be performed on Linux and macOS, and provide links or examples for those platforms.
  • Review all referenced external articles and templates to ensure they are not Windows-only, or provide equivalent Linux/macOS alternatives.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets