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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_tools
⚠️
missing_linux_example
Summary:
The documentation page demonstrates a bias towards Windows environments by referencing PowerShell for site creation and management, and by mentioning Windows-centric tools (such as Power BI and Azure Stream Analytics) for data consumption. There are no Linux or cross-platform command-line examples, and no mention of Linux-native tools or workflows for equivalent tasks. The documentation assumes the use of Azure portal and ARM templates, which are cross-platform, but the only explicit scripting example is PowerShell, with no Bash, CLI, or Linux shell alternatives provided.
Recommendations:
- Provide equivalent Linux/Bash/Azure CLI examples alongside PowerShell for all scripted or command-line tasks.
- Mention and demonstrate cross-platform or Linux-native tools (e.g., jq, curl, Linux text processing utilities) where relevant.
- When referencing data consumption tools like Power BI, also mention open-source or Linux-compatible alternatives (e.g., Grafana, Kibana).
- Ensure that any automation or scripting guidance is presented in a platform-neutral way, or with clear parity between Windows and Linux workflows.
- Explicitly state platform requirements or compatibility for any tools or scripts mentioned.
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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 |
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |