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

Bias Types:
⚠️ windows_first
⚠️ powershell_heavy
⚠️ windows_tools
⚠️ missing_linux_example
Summary:
The documentation demonstrates a moderate Windows bias, particularly in the .NET and Python sections. Windows tools like Visual Studio and Azure PowerShell are listed before cross-platform or Linux-native tools, and some quickstart links default to Windows or PowerShell tabs. In the Python section, the quickstart links include 'windows' in their tab parameters, suggesting a Windows-first approach. Linux-specific instructions are present but often secondary or less prominent. Other stacks (Java, Node.js, PHP) are more balanced or Linux-focused.
Recommendations:
  • Ensure that Linux and cross-platform tools (e.g., VS Code, CLI, Azure CLI) are listed before or alongside Windows-specific tools in all tables and quickstarts.
  • For .NET and Python, provide explicit Linux/WSL and macOS instructions and examples, not just Windows/PowerShell.
  • Avoid defaulting quickstart links to Windows tabs; use neutral or user-selectable defaults.
  • Where Azure PowerShell is mentioned, also mention Azure CLI and Bash equivalents, especially for deployment and management tasks.
  • Audit all quickstart and tutorial links to ensure Linux parity in instructions, screenshots, and code samples.
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Scan History

Date Scan ID Status Bias Status
2025-09-15 00:00 #112 completed ❌ Biased
2025-09-14 00:00 #111 completed ✅ Clean
2025-09-13 00:00 #110 completed ✅ Clean
2025-09-12 00:00 #109 completed ✅ Clean
2025-09-11 00:00 #108 completed ✅ Clean
2025-09-10 00:00 #107 completed ✅ Clean
2025-09-09 00:00 #106 completed ✅ Clean
2025-09-08 00:00 #105 completed ❌ Biased
2025-09-07 00:00 #104 completed ❌ Biased
2025-09-06 00:00 #103 completed ❌ Biased
2025-09-05 00:00 #102 completed ❌ Biased
2025-09-04 00:00 #101 completed ❌ Biased
2025-09-03 00:00 #100 completed ✅ Clean
2025-09-02 00:00 #99 in_progress ❌ Biased
2025-09-01 00:00 #98 in_progress ❌ Biased
2025-08-31 00:01 #97 in_progress ❌ Biased
2025-08-30 00:01 #96 in_progress ❌ Biased
2025-08-29 00:01 #95 completed ❌ Biased
2025-08-28 00:01 #94 in_progress ❌ Biased
2025-08-27 00:01 #93 in_progress ❌ Biased
2025-08-16 00:00 #82 in_progress ❌ Biased
2025-08-15 00:01 #81 in_progress ❌ Biased
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-13 20:48 #44 cancelled ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased