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_tools
powershell_heavy
windows_first
Summary
The documentation demonstrates a moderate Windows bias. It references and provides migration details for several Windows-centric tools (Visual Studio, Visual Studio Code, Azure Data Lake and Stream Analytics Tools for Visual Studio, Az.HDInsight PowerShell) and .NET SDKs. PowerShell is given a dedicated migration section, and the only command-line examples for role assignment use Azure CLI (which is cross-platform, but often associated with Windows in Azure docs). Linux-specific tools, shell examples, or patterns are not mentioned. The order of tools and SDKs generally places Windows/PowerShell/.NET before Linux/Java/Python/Go equivalents.
Recommendations
  • Include migration or usage examples for Linux-native environments, such as Bash shell scripts or references to Linux package managers for SDK installation.
  • Provide parity in documentation for Linux tools (e.g., Azure CLI in Bash, or scripting examples in Bash/zsh, not just PowerShell).
  • Add explicit mention of Linux and macOS compatibility for all tools and SDKs, especially Azure CLI and VS Code.
  • Balance the order of presentation: alternate or group Windows and non-Windows tools/SDKs together, or explicitly call out cross-platform support.
  • If possible, include examples or references for managing HDInsight access from Linux-based automation (e.g., using REST API with curl, Python scripts, or Bash).
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets