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
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation exhibits a Windows-first bias in several areas. Windows tools and patterns (such as 'cmd.exe', 'cmd /c', and references to Windows Data Protection API) are used in code examples and scenarios, often without Linux equivalents or with Linux-specific details provided later or omitted. Powershell/Windows command patterns are used in code snippets for .NET, Java, and Python, and Windows terminology is frequently introduced before Linux alternatives. Some Linux-specific configuration is present, but Linux command-line examples are missing, and Windows tools are referenced without Linux alternatives.
Recommendations
  • Provide Linux shell command examples (e.g., using '/bin/bash -c' instead of 'cmd /c') alongside or before Windows examples in all code snippets.
  • When referencing Windows-specific tools (such as DPAPI), include equivalent Linux approaches (e.g., GnuPG, file permissions, or other secret management solutions).
  • Ensure that all code samples that show Windows VM configuration also show Linux VM configuration, and vice versa, with parity in detail and explanation.
  • Avoid using Windows terminology or tools as the default; instead, present both Windows and Linux options equally, or alternate which is presented first.
  • In the 'Update your code' section, provide Linux-specific migration guidance if any differences exist.
  • Add explicit Linux SSH usage examples for running tasks and managing user accounts, not just configuration.
  • Review all scenarios and ensure Linux is treated as a first-class platform, not an afterthought.
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets

taskToAdd.withId(taskId)
        .withUserIdentity(new UserIdentity()
            .withAutoUser(new AutoUserSpecification()
                .withElevationLevel(ElevationLevel.ADMIN))
                .withScope(AutoUserScope.TASK));
        .withCommandLine("cmd /c echo hello");