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_tools
windows_first
Summary
The documentation page for managing certificates in Azure Automation demonstrates a notable Windows/PowerShell bias. PowerShell cmdlets are emphasized throughout, with detailed examples and workarounds provided for PowerShell users (including recommendations to use PowerShell when the portal fails for CSP accounts). The creation and management of certificates are described almost exclusively via PowerShell, and Windows-centric cryptographic provider requirements are mentioned. While Python examples are included for runbooks, there are no Linux shell (bash/CLI) examples, nor is there guidance for Linux/macOS users on certificate creation or management outside PowerShell. The documentation assumes familiarity with Windows tools and patterns, and PowerShell examples are presented before Python ones.
Recommendations
  • Add Azure CLI examples for certificate management tasks, especially for creation and retrieval.
  • Include guidance or examples for Linux/macOS users on preparing and uploading certificates (e.g., using OpenSSL to generate .pfx/.cer files).
  • Clarify whether PowerShell cmdlets must be run on Windows, or if cross-platform PowerShell Core is supported.
  • Mention any platform-specific limitations or requirements for certificate provider compatibility.
  • Present Python and CLI examples alongside PowerShell, not only after.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #398 in_progress Biased Biased
2026-02-18 00:00 #394 in_progress Biased Biased
2026-02-17 00:00 #390 in_progress Biased Biased
2026-02-16 00:00 #386 in_progress Biased Biased
2026-02-15 00:00 #382 in_progress Biased Biased
2026-02-14 00:00 #378 in_progress Biased Biased
2026-02-13 00:00 #374 in_progress Biased Biased
2026-02-12 00:00 #370 in_progress Biased Biased
2026-02-11 00:00 #366 in_progress Clean Clean
2026-02-10 00:00 #362 completed Biased Biased
2026-02-09 00:00 #358 completed Biased Biased
2026-02-08 00:00 #354 completed Biased Biased
2026-02-05 00:00 #342 completed Biased Biased
2026-02-04 00:00 #338 completed Biased Biased
2026-02-03 00:00 #334 completed Biased Biased
2026-02-02 00:00 #330 completed Biased Biased
2026-02-01 00:00 #326 completed Biased Biased
2026-01-31 00:00 #322 completed Biased Biased
2026-01-30 00:00 #318 completed Biased Biased
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Biased Biased
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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean

Flagged Code Snippets