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
windows_first
Summary
The documentation page demonstrates a Windows bias by exclusively referencing PowerShell cmdlets and management instructions, without providing equivalent Azure CLI (cross-platform) or Bash examples. All automation and scripting guidance is centered on PowerShell, which is traditionally associated with Windows environments. There is no mention of Linux-native tools or cross-platform command-line alternatives, and PowerShell is presented as the primary or sole automation method.
Recommendations
  • Provide equivalent Azure CLI examples for all PowerShell instructions, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • When referencing management tools, mention both PowerShell and Azure CLI, and present them in parallel or alternate the order to avoid 'windows_first' bias.
  • Include Bash scripting examples where relevant, especially for automation scenarios.
  • Explicitly state that PowerShell Core is cross-platform if recommending it, and clarify if the instructions work on Linux/macOS as well as Windows.
  • Add links to Azure CLI documentation for managing Azure Cache for Redis, and ensure parity of coverage between PowerShell and CLI.
  • Consider including screenshots or terminal output from Linux environments, not just Windows/PowerShell.
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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 Clean Clean
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 Clean Clean