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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:
⚠️
windows_tools
⚠️
missing_linux_example
⚠️
windows_first
Summary:
The documentation page demonstrates a Windows bias by exclusively referencing Microsoft-centric tools and portals (such as Azure portal, Microsoft Admin Center, Microsoft 365 admin center, Power BI, and Microsoft Entra) without mentioning or providing parity for Linux or cross-platform alternatives. There are no command-line examples (Windows or Linux), but where automation or scripting is referenced (e.g., 'PowerShell scripts', 'Azure Commerce Toolbox'), only Windows-native tooling is mentioned. All video and walkthrough examples are based on the Azure portal or Microsoft admin interfaces, which are web-based but often assume a Windows-centric workflow. There is no mention of Linux CLI, Azure CLI, or cross-platform automation approaches, and no Linux-specific guidance or examples are provided.
Recommendations:
- Include references to Azure CLI (which is cross-platform) alongside or instead of PowerShell and Windows-specific tools when discussing automation, scripting, or API usage.
- Provide explicit examples or links for managing billing, subscriptions, and automation tasks using Linux/macOS environments, such as bash scripts or Azure CLI commands.
- When mentioning tools like Power BI or Microsoft Admin Center, clarify their platform compatibility and suggest alternatives or access methods for Linux users if available.
- Ensure that any references to scripting or automation (such as recreating export jobs) include both PowerShell and bash/Azure CLI examples.
- Review all video and tutorial links to ensure at least some demonstrate cross-platform or Linux-compatible workflows, or add notes about how Linux users can accomplish the same tasks.
- Where possible, avoid assuming the user is operating from a Windows environment; use neutral, cross-platform language and tool recommendations.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-09-10 00:00 | #107 | completed | ✅ Clean |
| 2025-09-09 00:00 | #106 | completed | ✅ Clean |
| 2025-09-08 00:00 | #105 | completed | ✅ Clean |
| 2025-09-07 00:00 | #104 | completed | ✅ Clean |
| 2025-09-06 00:00 | #103 | completed | ✅ Clean |
| 2025-09-05 00:00 | #102 | completed | ✅ Clean |
| 2025-09-04 00:00 | #101 | completed | ✅ Clean |
| 2025-09-03 00:00 | #100 | completed | ✅ Clean |
| 2025-08-29 00:01 | #95 | completed | ✅ Clean |
| 2025-08-27 00:01 | #93 | in_progress | ✅ Clean |
| 2025-08-26 00:00 | #92 | in_progress | ✅ Clean |
| 2025-08-25 00:01 | #91 | in_progress | ❌ Biased |
| 2025-08-24 00:00 | #90 | in_progress | ✅ Clean |
| 2025-08-22 00:01 | #88 | completed | ✅ Clean |
| 2025-08-21 00:01 | #87 | in_progress | ✅ Clean |
| 2025-08-20 00:01 | #86 | completed | ✅ Clean |
| 2025-08-19 00:01 | #85 | completed | ✅ Clean |
| 2025-08-18 00:00 | #84 | in_progress | ✅ Clean |
| 2025-08-17 00:01 | #83 | in_progress | ✅ Clean |
| 2025-08-11 00:00 | #77 | completed | ✅ Clean |
| 2025-08-10 00:00 | #76 | completed | ✅ Clean |
| 2025-08-09 00:00 | #75 | completed | ✅ Clean |
| 2025-08-08 00:00 | #74 | completed | ✅ Clean |
| 2025-08-07 00:00 | #73 | completed | ✅ Clean |
| 2025-08-06 00:00 | #72 | completed | ✅ Clean |
| 2025-08-05 00:00 | #71 | completed | ✅ Clean |
| 2025-08-03 00:00 | #69 | completed | ✅ Clean |
| 2025-08-01 00:00 | #67 | completed | ✅ Clean |
| 2025-07-31 00:00 | #66 | completed | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ❌ Biased |