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
windows_tools
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell examples are provided in detail, including both direct REST calls and Az module cmdlets, with additional debugging tips. These PowerShell examples appear before Azure CLI examples, and the only referenced scripting language outside of C# is PowerShell. There are no Bash/cURL or Linux-native scripting examples, and the PowerShell examples assume a Windows-centric workflow. The Azure CLI examples, while present, are less detailed and come after the PowerShell section.
Recommendations
  • Add Bash/cURL examples for retrieving response headers, as these are common on Linux and macOS.
  • Present Azure CLI examples before or alongside PowerShell examples to avoid the impression of Windows-first bias.
  • Include examples using common Linux tools (e.g., grep, jq) to parse headers from REST API responses.
  • Explicitly mention that Azure CLI is cross-platform and can be used on Windows, Linux, and macOS.
  • If referencing PowerShell, clarify that PowerShell Core is also available cross-platform, or provide examples using both Windows PowerShell and PowerShell Core.
  • Ensure that all code snippets and debugging instructions are available for both Windows and Linux environments.
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Scan History

Date Scan Status Result
2026-01-12 00:00 #99 completed Biased Biased
2026-01-11 06:20 #98 completed Biased Biased
2026-01-10 00:00 #92 completed Clean Clean
2026-01-09 00:00 #87 cancelled Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-29 18:00 #48 cancelled Biased Biased
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean

Flagged Code Snippets

Get-AzResourceGroup -Debug
$r = Invoke-WebRequest -Uri https://management.azure.com/subscriptions/{guid}/resourcegroups?api-version=2016-09-01 -Method GET -Headers $authHeaders
$r.Headers["x-ms-ratelimit-remaining-subscription-reads"]
New-AzResourceGroup -Name myresourcegroup -Location westus -Debug