Document Details
Normalization Develop Parsers
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
windows_tools
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page demonstrates a bias toward Windows environments and tooling. Examples and deployment instructions frequently reference Windows-specific tools (such as PowerShell and ARM templates via the Azure portal), and Windows-centric event sources (e.g., Microsoft-Windows-Sysmon) are used in filtering examples. There is a lack of parity in providing Linux-specific instructions, tools, or examples, such as using Azure CLI, Bash, or Linux-native log sources and deployment methods. Linux alternatives are not mentioned or are omitted entirely, and Windows/PowerShell methods are presented first or exclusively.
Recommendations
- Provide Linux-specific deployment instructions, such as using Azure CLI or Bash scripts for ARM template deployment.
- Include examples using Linux log sources (e.g., Syslog, Auditd) alongside Windows event sources in filtering and parsing sections.
- Mention Linux-native tools for managing and deploying parsers, such as az CLI, and provide equivalent steps for Linux users.
- When referencing PowerShell scripts or Windows portal actions, offer parallel instructions for Linux environments.
- Ensure that sample queries and code snippets include both Windows and Linux event types and field names.
- Explicitly state cross-platform compatibility and highlight any platform-specific considerations.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
|
| 2026-01-13 00:00 | #246 | completed |
Biased
|
| 2026-01-11 00:00 | #240 | completed |
Biased
|
| 2026-01-10 00:00 | #237 | completed |
Biased
|
| 2026-01-09 00:34 | #234 | completed |
Biased
|
| 2026-01-08 00:53 | #231 | completed |
Biased
|
| 2026-01-06 18:15 | #225 | cancelled |
 Clean
|
| 2025-08-17 00:01 | #83 | cancelled |
Clean
|
| 2025-07-13 21:37 | #48 | completed |
Biased
|
| 2025-07-12 23:44 | #41 | cancelled |
Biased
|