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
missing_linux_example
Summary
The documentation page demonstrates a strong Windows/Powershell bias. All command-line examples, including installation, project build, autoscale configuration, Azure login, and deployment, are shown exclusively using Powershell syntax and cmdlets (e.g., Connect-AzAccount, Set-AzContext, New-AzResourceGroupDeployment). There are no Bash, Linux shell, or cross-platform CLI equivalents provided, despite the fact that the Stream Analytics CI/CD tool is installed via npm and could be used on Linux/macOS. The documentation assumes a Windows environment for Azure authentication and deployment, omitting az CLI or Bash alternatives.
Recommendations
  • Provide equivalent Bash/Linux/macOS shell commands for all steps, especially for npm installation, project build, and running the CI/CD tool.
  • Include Azure CLI (az) commands for authentication and deployment, as these are cross-platform and commonly used on Linux/macOS.
  • Explicitly state that the CI/CD tool and deployment steps can be performed on Linux/macOS, and highlight any platform-specific considerations.
  • Reorder or parallelize examples so that Linux/Bash and Windows/Powershell instructions are given equal prominence.
  • Add a section or callout for Linux/macOS users, clarifying any differences in file paths, environment setup, or command syntax.
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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 Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets