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:
⚠️ powershell_heavy
⚠️ windows_first
⚠️ windows_tools
⚠️ missing_linux_example
Summary:
The documentation page demonstrates a strong Windows and PowerShell bias. Nearly all code examples, parameter definitions, and workflows are presented using PowerShell or PowerShell Workflow, which are Windows-centric technologies. The only mention of Python runbooks is brief and lacks concrete examples, and there are no examples or guidance for Linux shell scripting or CLI-based automation. The documentation assumes the use of Windows tools and patterns (e.g., PowerShell cmdlets, .NET types), and Linux/Unix equivalents are not discussed or demonstrated. Even SDK and REST API examples are shown in C# (another Windows-centric language), and all automation scenarios are illustrated using Windows tools and conventions.
Recommendations:
  • Provide equivalent examples for Linux/Unix environments, such as using Bash scripts or Azure CLI to start and manage runbooks.
  • Expand the Python runbook section with concrete parameter handling examples, including how to pass parameters from Linux environments.
  • Include examples of starting runbooks using Azure CLI (az automation runbook start) and show how to pass parameters from the command line.
  • Discuss differences and considerations for users running automation from Linux/macOS, such as authentication and file path handling.
  • Balance SDK examples by including Python or JavaScript code snippets, not just C#.
  • Clarify which features or patterns are Windows/PowerShell-specific and provide Linux-friendly alternatives where possible.
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Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased

Flagged Code Snippets

$job = Start-AzAutomationRunbook @RBParams
@{"FirstName"="Joe";"MiddleName"="Bob";"LastName"="Smith"}
IDictionary<string, string> RunbookParameters = new Dictionary<string, string>(); // Add parameters to the dictionary. RunbookParameters.Add("VMName", "WSVMClassic"); RunbookParameters.Add("resourceGroupName", "WSSC1"); //Call the StartRunbook method with parameters StartRunbook("Get-AzureVMGraphical", RunbookParameters);
$json =  (Get-content -path 'JsonPath\test.json' -Raw) | Out-string
Param ( [Parameter (Mandatory= $true/$false)] [Type] $Name1 = <Default value>, [Parameter (Mandatory= $true/$false)] [Type] $Name2 = <Default value> )
[Parameter (Mandatory = $true)] [object] $FullName
$params = @{"VMName"="WSVMClassic";"resourceGroupeName"="WSVMClassicSG"} Start-AzAutomationRunbook -AutomationAccountName "TestAutomation" -Name "Get-AzureVMGraphical" –ResourceGroupName $resourceGroupName -Parameters $params
$params = @{"VMName"="WSVMClassic"; "ServiceName"="WSVMClassicSG"} Start-AzureAutomationRunbook -AutomationAccountName "TestAutomation" -Name "Get-AzureVMGraphical" -Parameters $params
{ "properties":{ "runbook":{ "name":"Get-AzureVMTextual"}, "parameters":{ "VMName":"WindowsVM", "resourceGroupName":"ContosoSales"} } }
Param( [parameter(Mandatory=$true)] [object]$json ) # Ensures you do not inherit an AzContext in your runbook Disable-AzContextAutosave -Scope Process # Connect to Azure with system-assigned managed identity $AzureContext = (Connect-AzAccount -Identity).context # set and store context $AzureContext = Set-AzContext -SubscriptionName $AzureContext.Subscription -DefaultProfile $AzureContext # Convert object to actual JSON $json = $json | ConvertFrom-Json # Use the values from the JSON object as the parameters for your command Start-AzVM -Name $json.VMName -ResourceGroupName $json.ResourceGroup -DefaultProfile $AzureContext
Connect-AzAccount
$JsonParams = @{"json"=$json}
$RBParams = @{ AutomationAccountName = 'AATest' ResourceGroupName = 'RGTest' Name = 'Test-Json' Parameters = $JsonParams }