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 Windows bias in several ways: all code examples are in C# and use Windows-centric command lines (e.g., 'cmd /c'), with no Linux shell equivalents provided. The only detailed example of application execution uses Windows paths and environment variable conventions first, with Linux differences mentioned only as an aside. There are no Linux-specific code snippets or shell command examples, and the documentation consistently references Windows node configuration and tools before Linux. This may hinder Linux users from easily applying the guidance.
Recommendations
  • Provide parallel Linux/bash examples for all command-line and code snippets, especially for task command lines and environment variable usage.
  • Include at least one example of deploying and executing an application package on a Linux compute node, using bash syntax and Linux file paths.
  • When describing environment variables and application package paths, present Linux and Windows formats side-by-side, rather than Windows first.
  • Mention Linux node configuration and requirements with equal prominence as Windows, including any differences in application ID rules or file system layout.
  • If possible, include code samples in additional languages (e.g., Python) that are popular in Linux environments, or at least reference their documentation.
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Scan History

Date Scan Status Result
2026-01-18 00:00 #266 completed Biased Biased
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

CloudTask task =
    new CloudTask(
        "litwaretask001",
        "cmd /c %AZ_BATCH_APP_PACKAGE_LITWARE%\\litware.exe -args -here");

task.ApplicationPackageReferences = new List<ApplicationPackageReference>
{
    new ApplicationPackageReference
    {
        ApplicationId = "litware",
        Version = "1.1001.2b"
    }
};