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_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias. All code examples are provided exclusively in PowerShell, with no mention of Bash, Linux CLI, or cross-platform alternatives. Windows-specific tools and patterns (e.g., WMF, .msi installers, PowerShell cmdlets) are referenced throughout, and instructions for certificate creation, service principal setup, and Key Vault access are all Windows-centric. There is no guidance for performing these tasks on Linux nodes, nor are Linux tools or workflows mentioned.
Recommendations
  • Add equivalent Bash or Azure CLI examples for certificate creation, service principal setup, and Key Vault access.
  • Include instructions for installing necessary libraries and tools on Linux Batch nodes (e.g., using apt/yum for Azure CLI or PowerShell Core).
  • Reference cross-platform methods for authentication and certificate management, such as using OpenSSL for certificate generation.
  • Reorder examples or sections to present both Windows and Linux approaches equally, or clarify platform-specific steps.
  • Explicitly mention Linux support and link to relevant documentation for Linux Batch node configuration and Key Vault access.
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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
2025-08-17 00:01 #83 cancelled 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 Biased Biased

Flagged Code Snippets