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_tools
missing_linux_example
Summary
The documentation page exhibits mild Windows bias, primarily through references to PowerShell and Windows-centric tooling (e.g., Azure PowerShell, manual UI steps, and PowerShell API usage) without providing equivalent Linux/macOS CLI or automation examples. There is a lack of explicit Linux/macOS command-line instructions (such as Azure CLI or bash scripting), and PowerShell is mentioned as a method for certain tasks (e.g., changing integration runtime) without alternatives. No explicit Windows-first ordering is present, but Linux users may need to infer or adapt instructions.
Recommendations
  • Provide Azure CLI and bash examples alongside PowerShell for tasks such as changing integration runtime and ARM template deployments.
  • Explicitly mention cross-platform compatibility for SDKs and automation tools (e.g., .NET, Python, REST).
  • Add notes or links for Linux/macOS users on how to perform equivalent actions (e.g., using Azure CLI, bash scripts, or platform-agnostic SDKs).
  • Where PowerShell is referenced, clarify that Azure CLI or REST API can be used on any OS and provide sample commands.
  • Ensure troubleshooting steps do not assume use of Windows-only tools or UI workflows.
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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
2025-09-08 00:00 #105 completed 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