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
missing_linux_example
Summary
The documentation page demonstrates Windows bias in several ways: PowerShell is referenced for certificate conversion, and Windows-centric tools and patterns (e.g., Azure PowerShell, Windows-style certificate management) are mentioned without Linux equivalents. The order of tooling examples places Azure PowerShell before REST API and ARM templates, and there are no Linux-specific instructions or examples for certificate management, integration runtime setup, or SDK usage. No bash, Linux CLI, or cross-platform alternatives are provided for key steps like certificate conversion or pipeline creation.
Recommendations
  • Add Linux and macOS equivalents for certificate conversion (e.g., using OpenSSL and bash commands) alongside PowerShell instructions.
  • Include Azure CLI examples for pipeline creation and management, and reference them before or alongside Azure PowerShell.
  • Provide cross-platform guidance for saving secrets in Azure Key Vault (e.g., using Azure CLI or REST API).
  • Ensure all SDK and tool examples (Python, .NET, REST, ARM) are presented before or alongside Windows-specific tools.
  • Explicitly mention that all steps can be performed on Linux and macOS, and link to relevant cross-platform documentation.
  • Add sample scripts and screenshots for Linux environments where UI or command-line steps are shown.
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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