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_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation exhibits a Windows-first bias, particularly in the sections on preparing wheel files for Python 3.8, where only Windows instructions are provided initially and in more detail. PowerShell cmdlets are heavily featured for package management, with no equivalent CLI or bash examples for Linux users. Windows-specific terminology and tools are referenced before Linux equivalents, and Linux guidance is only provided for the Python 3.10 (preview) scenario. There are no Linux/CLI examples for managing packages, and the PowerShell-centric approach may alienate Linux users.
Recommendations
  • Provide equivalent Linux (bash/CLI) instructions for preparing wheel files for Python 3.8, not just for Python 3.10.
  • Include Azure CLI examples for all package management tasks currently shown only with PowerShell cmdlets.
  • When describing architecture or platform requirements, mention both Windows and Linux environments together, rather than prioritizing Windows.
  • Add explicit Linux-based examples for Hybrid Runbook Worker scenarios, including how to prepare and upload packages from Linux.
  • Where possible, use cross-platform tools (e.g., Azure CLI, REST API) in examples, or provide both PowerShell and bash/CLI alternatives.
  • Review and balance screenshots and terminology to ensure Linux users are equally represented.
GitHub Create Pull Request

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
2025-09-12 00:00 #109 completed Clean Clean
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
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

Get-AzAutomationPython3Package -AutomationAccountName tarademo  -ResourceGroupName mahja 

Response : 
ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : cryptography 
IsGlobal              : False 
Version               : 
SizeInBytes           : 0 
ActivityCount         : 0 
CreationTime          : 9/26/2022 11:52:28 AM +05:30 
LastModifiedTime      : 9/26/2022 12:11:00 PM +05:30 
ProvisioningState     : Failed 
ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : requires.io 
IsGlobal              : False 
Version               : 
SizeInBytes           : 0 
ActivityCount         : 0 
CreationTime          : 9/26/2022 1:37:13 PM +05:30 
LastModifiedTime      : 9/26/2022 1:39:04 PM +05:30 
ProvisioningState     : ContentValidated 
ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : sockets 
IsGlobal              : False 
Version               : 1.0.0 
SizeInBytes           : 4495 
ActivityCount         : 0 
CreationTime          : 9/20/2022 12:46:28 PM +05:30 
LastModifiedTime      : 9/22/2022 5:03:42 PM +05:30 
ProvisioningState     : Succeeded 
Remove-AzAutomationPython3Package -AutomationAccountName tarademo  -ResourceGroupName mahja -Name sockets 
https://github.com/azureautomation/runbooks/blob/master/Utility/Python/import_py3package_from_pypi.py
New-AzAutomationPython3Package -AutomationAccountName tarademo  -ResourceGroupName mahja -Name requires.io -ContentLinkUri https://files.pythonhosted.org/packages/7f/e2/85dfb9f7364cbd7a9213caea0e91fc948da3c912a2b222a3e43bc9cc6432/requires.io-0.2.6-py2.py3-none-any.whl 

Response  
ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : requires.io 
IsGlobal              : False 
Version               : 
SizeInBytes           : 0 
ActivityCount         : 0 
CreationTime          : 9/26/2022 1:37:13 PM +05:30 
LastModifiedTime      : 9/26/2022 1:37:13 PM +05:30 
ProvisioningState     : Creating 
Get-AzAutomationPython3Package -AutomationAccountName tarademo  -ResourceGroupName mahja -Name sockets 


Response  
ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : sockets 
IsGlobal              : False 
Version               : 1.0.0 
SizeInBytes           : 4495 
ActivityCount         : 0 
CreationTime          : 9/20/2022 12:46:28 PM +05:30 
LastModifiedTime      : 9/22/2022 5:03:42 PM +05:30 
ProvisioningState     : Succeeded 
Set-AzAutomationPython3Package -AutomationAccountName tarademo  -ResourceGroupName mahja -Name requires.io -ContentLinkUri https://files.pythonhosted.org/packages/7f/e2/85dfb9f7364cbd7a9213caea0e91fc948da3c912a2b222a3e43bc9cc6432/requires.io-0.2.6-py2.py3-none-any.whl 


ResourceGroupName     : mahja 
AutomationAccountName : tarademo 
Name                  : requires.io 
IsGlobal              : False 
Version               : 0.2.6 
SizeInBytes           : 10109 
ActivityCount         : 0 
CreationTime          : 9/26/2022 1:37:13 PM +05:30 
LastModifiedTime      : 9/26/2022 1:43:12 PM +05:30 
ProvisioningState     : Creating