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
⚠️ missing_linux_example
⚠️ windows_tools
Summary:
The documentation page demonstrates a Windows bias in its examples and tooling references. The only command-line example for running a pipeline is given in Azure PowerShell, with no equivalent Bash, Azure CLI, or Linux-native example. The PowerShell example is presented before the Python SDK and REST API, and there is no mention of cross-platform tools such as Azure CLI. The documentation assumes familiarity with PowerShell and Windows tooling, omitting Linux or macOS command-line workflows.
Recommendations:
  • Add Azure CLI examples for running pipelines, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Provide Bash shell examples for REST API calls (e.g., using curl) to demonstrate manual pipeline execution on Linux.
  • Ensure that references to tooling (such as PowerShell) are accompanied by equivalent Linux/macOS instructions or alternatives.
  • Reorder examples so that cross-platform tools (Azure CLI, REST API, Python SDK) are presented before or alongside Windows-specific tools like PowerShell.
  • Explicitly state that all SDKs and APIs are available on Linux, and provide links or notes for Linux/macOS users.
GitHub Create pull request

Scan History

Date Scan ID Status Bias Status
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-12 00:58 #8 cancelled ✅ Clean
2025-07-10 05:06 #7 processing ✅ Clean

Flagged Code Snippets