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 by exclusively providing PowerShell commands and workflows, referencing Windows-specific tools (such as .msi installers and Windows Management Framework), and omitting any Linux or cross-platform command-line examples. There are no instructions or code samples for Linux users, and all automation is shown using Windows-centric patterns.
Recommendations
  • Provide equivalent Bash/CLI examples for certificate creation, service principal setup, and Key Vault access using Azure CLI and OpenSSL.
  • Include instructions for installing required libraries/tools on Linux nodes (e.g., Azure CLI, Python SDKs).
  • Mention Linux-compatible certificate storage locations and how to assign/import certificates on Linux Batch nodes.
  • Demonstrate how to authenticate and access Key Vault from Linux Batch nodes using cross-platform tools.
  • Reorder or parallelize examples so Windows and Linux instructions are presented together, ensuring parity.
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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