45
Total Pages
14
Linux-Friendly Pages
31
Pages with Bias
68.9%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

234 issues found
Showing 76-100 of 234 flagged pages
Cloud Services Extended Support Available States for Azure Cloud Services (extended support) ...ain/articles/cloud-services-extended-support/states.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page lists deployment methods for Azure Cloud Services (extended support) and prioritizes Windows-centric tools and workflows. PowerShell and Visual Studio are highlighted as deployment options, both of which are traditionally Windows-first tools. There is no mention of Linux-native tools or command-line interfaces such as Azure CLI, nor are there examples or guidance for Linux users. This creates a bias toward Windows environments and may hinder Linux administrators seeking parity.
Recommendations
  • Add deployment instructions and examples using Azure CLI, which is cross-platform and widely used on Linux.
  • Include references to Linux-compatible editors or IDEs (e.g., VS Code) instead of or alongside Visual Studio.
  • Ensure that all PowerShell examples are accompanied by equivalent Azure CLI commands.
  • Explicitly mention Linux support and provide troubleshooting steps relevant to Linux environments.
  • Review and update documentation to avoid assuming a Windows-first workflow, especially in cross-platform cloud scenarios.
Cloud Services Extended Support Migrate cloud services not in a virtual network to a virtual network .../cloud-services-extended-support/non-vnet-migration.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates Windows bias by focusing exclusively on Azure portal-based migration steps, which are platform-agnostic but visually and procedurally more familiar to Windows users. In the 'Next steps' section, PowerShell is mentioned as the only CLI-based migration method, with no reference to Azure CLI, Bash, or Linux-native tools. There are no examples or instructions tailored for Linux users or those preferring command-line interfaces other than PowerShell.
Recommendations
  • Add migration instructions using Azure CLI (az commands) with examples for Linux/macOS users.
  • Include Bash script examples for automating migration steps.
  • Mention cross-platform tools and clarify that PowerShell Core is available on Linux, but also provide parity with Azure CLI.
  • Ensure screenshots and step-by-step instructions are not Windows-centric (e.g., avoid UI elements that only appear on Windows).
  • Explicitly state platform compatibility for all tools mentioned.
Cloud Services Extended Support About Azure Cloud Services (extended support) ...n/articles/cloud-services-extended-support/overview.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by prioritizing Windows-centric tools and workflows, such as PowerShell and Visual Studio, while omitting explicit Linux or cross-platform alternatives. Deployment instructions and migration paths reference PowerShell and Visual Studio without mentioning Azure CLI or other Linux-friendly tools. There are no Linux-specific examples or guidance, and the order of tool presentation consistently puts Windows tools first.
Recommendations
  • Include Azure CLI examples and instructions alongside or before PowerShell, as Azure CLI is cross-platform and widely used on Linux.
  • Mention and provide guidance for deploying Cloud Services (extended support) from Linux/macOS environments, including references to Bash scripting and relevant tools.
  • Add examples or links for using ARM templates via Azure CLI or REST API, not just PowerShell.
  • When listing deployment options (e.g., PowerShell, Portal, Visual Studio), ensure Azure CLI is included and not always listed after Windows tools.
  • Provide parity in documentation screenshots and walkthroughs for both Windows and Linux environments.
Cloud Services Extended Support Prerequisites for deploying Cloud Services (extended support) ...cloud-services-extended-support/deploy-prerequisite.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is frequently mentioned as a primary automation tool, with no equivalent Bash or Linux shell examples provided. Visual Studio is referenced as a deployment tool, but alternatives for Linux users (such as VS Code or CLI-only workflows) are not discussed. In several places, Windows-centric tools and terminology (e.g., PowerShell, Visual Studio, RemoteAccess plugins) are used without Linux parity or examples. The order of tool presentation often lists Windows tools before cross-platform or Linux-friendly options.
Recommendations
  • Include Bash/Azure CLI examples alongside PowerShell for all resource creation and deployment steps.
  • Explicitly mention cross-platform alternatives to Visual Studio, such as VS Code or direct use of ARM templates and CLI.
  • Clarify which steps and tools are available and supported on Linux/macOS, and provide links to relevant documentation.
  • Where Windows-specific plugins or modules are referenced (e.g., RemoteAccess), note their relevance or alternatives for Linux-based deployments.
  • Ensure that documentation does not assume a Windows environment by default, and balance tool references (e.g., list Azure CLI before or alongside PowerShell).
Cloud Services Extended Support Deploy Azure Cloud Services (extended support) - ARM template ...les/cloud-services-extended-support/deploy-template.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a strong Windows bias. All command-line examples use Azure PowerShell, with no mention of Azure CLI or Bash. References to deployment steps and resource creation consistently list Azure PowerShell and the Azure portal, omitting Linux-friendly alternatives. The extension profile example focuses on the RDP extension (Windows-specific), and the publisher is 'Microsoft.Windows.Azure.Extensions'. Visual Studio is mentioned as a deployment tool, which is primarily a Windows application. There are no Linux or cross-platform command-line examples, nor is Azure CLI referenced.
Recommendations
  • Add Azure CLI examples alongside PowerShell for all command-line steps, including resource group, storage account, and deployment commands.
  • Mention Bash and cross-platform scripting options where appropriate.
  • Include Linux-friendly tools and patterns, such as VS Code or GitHub Actions, for deployment automation.
  • Provide parity in extension examples, such as SSH extensions for Linux, not just RDP for Windows.
  • List Azure CLI and portal options before or alongside PowerShell to avoid Windows-first ordering.
  • Explicitly state that all steps can be performed on Linux, macOS, or Windows, and link to relevant cross-platform documentation.
Cloud Services Extended Support Deploy Azure Cloud Services (extended support) - SDK ...articles/cloud-services-extended-support/deploy-sdk.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a bias toward Windows environments. Key vault and certificate management steps are shown exclusively with PowerShell, a Windows-centric tool, with no CLI, Bash, or Linux-native alternatives. The RDP extension is highlighted, which is primarily a Windows remote access technology. There are no examples or guidance for Linux users, such as using Azure CLI, Bash scripts, or SSH extensions. Windows tools and patterns are mentioned before or instead of Linux equivalents throughout the page.
Recommendations
  • Provide equivalent Azure CLI and Bash examples for key vault and certificate management steps.
  • Include guidance for Linux users, such as using SSH extensions instead of RDP.
  • Mention cross-platform tools (e.g., Azure CLI, REST API) before or alongside Windows-specific tools like PowerShell.
  • Add notes or examples for Linux/Mac users on uploading files, managing resources, and authentication.
  • Clarify that PowerShell is not required and offer alternatives for all major steps.
Cloud Services Extended Support Apply the Remote Desktop in Cloud Services (extended support) ...articles/cloud-services-extended-support/enable-rdp.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a strong Windows bias. All command-line examples use PowerShell, a Windows-centric tool, and there is no mention of Linux-compatible methods (such as using SSH or RDP clients on Linux). The workflow assumes the use of .rdp files, which are natively supported on Windows, and does not provide guidance for connecting from Linux or macOS systems. The 'Next steps' section also lists PowerShell and Visual Studio (Windows tools) before mentioning templates, with no reference to Linux CLI or cross-platform alternatives.
Recommendations
  • Add equivalent instructions for connecting to remote desktop from Linux and macOS, such as using open-source RDP clients (e.g., Remmina, rdesktop, FreeRDP).
  • Provide Azure CLI examples for managing the Remote Desktop extension, as Azure CLI is cross-platform.
  • Include guidance on downloading and using .rdp files on non-Windows platforms.
  • Mention SSH as an alternative for Linux-based role instances, if supported.
  • Reorder or balance the 'Next steps' section to highlight cross-platform tools (e.g., Azure CLI, ARM templates) before or alongside Windows-specific tools.
Cloud Services Extended Support Enable Monitoring in Cloud Services (extended support) using the Azure portal ...icles/cloud-services-extended-support/enable-alerts.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates Windows bias primarily in the 'Next steps' section, where deployment options are listed as Azure portal, PowerShell, Template, and Visual Studio. PowerShell and Visual Studio are Windows-centric tools, and PowerShell is mentioned before any Linux-friendly CLI options. There are no Linux-specific examples or references to cross-platform tools like Azure CLI or Bash scripts. The main instructions focus on the Azure portal, which is cross-platform, but the supporting materials and examples favor Windows environments.
Recommendations
  • Add deployment instructions using Azure CLI, which is cross-platform and widely used on Linux.
  • Include Bash script examples for monitoring and alert configuration where possible.
  • Mention Linux-compatible tools and workflows alongside Windows options, ensuring parity in documentation.
  • Reorder deployment options to avoid listing Windows-centric tools first, or group them by platform.
  • Explicitly state that the Azure portal is accessible from any OS, and provide links to Linux-specific guidance where relevant.
Cloud Services Extended Support Apply the Key Vault VM extension in Azure Cloud Services (extended support) ...s-extended-support/enable-key-vault-virtual-machine.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exclusively discusses the Key Vault VM extension for Windows, with no mention of Linux support or examples. All instructions, settings, and references (such as certificate store locations and usage of the Windows certificate store) are Windows-centric. There are no Linux equivalents, examples, or guidance, and the extension is described only in the context of Windows VMs and Windows certificate management tools.
Recommendations
  • Clarify whether the Key Vault VM extension is supported on Linux VMs. If supported, add equivalent Linux instructions and examples.
  • Include Linux-specific details, such as certificate storage locations (e.g., /etc/ssl/certs) and relevant configuration settings.
  • Provide sample Resource Manager template snippets and configuration for Linux VMs, if applicable.
  • Mention Linux tools and patterns for certificate management alongside Windows examples.
  • If the extension is Windows-only, explicitly state this limitation at the beginning of the documentation.
Cloud Services Extended Support Apply the Microsoft Azure diagnostics extension in Cloud Services (extended support) ...articles/cloud-services-extended-support/enable-wad.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a strong Windows bias by exclusively providing PowerShell-based instructions and examples for applying the Azure diagnostics extension. All command-line examples use PowerShell, which is primarily associated with Windows environments. There are no equivalent instructions or examples for Linux users (e.g., using Azure CLI, Bash, or other cross-platform tools). The configuration file examples and schema downloads are also shown only via PowerShell commands, further reinforcing the Windows-centric approach.
Recommendations
  • Add equivalent instructions and examples using Azure CLI, which is cross-platform and widely used on Linux.
  • Provide Bash shell command examples for downloading configuration schemas and applying extensions.
  • Explicitly mention Linux support and any platform-specific considerations for the diagnostics extension.
  • Reorder sections or provide parallel examples so that Linux and cross-platform approaches are presented alongside or before Windows/PowerShell methods.
  • Clarify whether the extension can be managed from non-Windows environments and provide links to relevant Linux documentation.
Cloud Services Extended Support Feature Analysis Cloud Services vs Virtual Machine Scale Sets ...-services-extended-support/feature-support-analysis.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a mild Windows bias. It references PowerShell as the method for enabling Azure Site Recovery, without mentioning Linux alternatives or CLI options. The 'Mix operating systems' row lists 'Limited Windows support' for Cloud Services, but does not clarify Linux support. Throughout, there are no explicit Linux-focused examples, tools, or instructions, and Windows terminology (e.g., PowerShell) is used without Linux parity. No Linux-specific tools or patterns are mentioned, and Windows is referenced first in several places.
Recommendations
  • When mentioning PowerShell, also reference Azure CLI or REST API alternatives, especially for Linux users.
  • Clarify Linux support in feature tables, especially for 'Mix operating systems' and backup/recovery features.
  • Add explicit examples or notes for Linux VM management, backup, and recovery workflows.
  • Ensure that instructions and tooling references are cross-platform or provide parallel guidance for Linux environments.
  • Avoid listing Windows tools or terminology first unless there is a technical reason; strive for neutral or parallel presentation.
Cloud Services Extended Support Extensions for Cloud Services (extended support) ...articles/cloud-services-extended-support/extensions.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by primarily referencing Windows-specific tools (PowerShell, Windows Defender, Microsoft Antimalware) and omitting Linux equivalents or examples. All extension descriptions and deployment instructions focus on Windows environments, with no mention of Linux support, Linux-based extensions, or cross-platform usage. The examples and guidance are tailored to Windows administrators, with PowerShell and Visual Studio highlighted as deployment methods, while Linux CLI or automation tools are not discussed.
Recommendations
  • Include examples and instructions for configuring extensions on Linux-based cloud service roles, if supported.
  • Mention Linux-compatible monitoring and security tools (e.g., Linux diagnostics extension, ClamAV, etc.) where relevant.
  • Provide deployment guidance using Azure CLI and ARM templates, which are cross-platform, alongside PowerShell and Visual Studio.
  • Clearly state platform limitations or support (e.g., if extensions are Windows-only, make this explicit; if Linux is supported, document the process).
  • Add troubleshooting and remote access instructions for Linux roles (e.g., SSH configuration) in addition to Remote Desktop for Windows.
Cloud Services Extended Support Migrate Azure Cloud Services (classic) to Azure Cloud Services (extended support) ...rvices-extended-support/in-place-migration-overview.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page exhibits a Windows bias by prioritizing PowerShell and Windows-centric tools for migration tasks, with explicit PowerShell command examples and references to Visual Studio. There is a lack of Linux-specific CLI examples and alternative tooling, and Windows tools are mentioned before or instead of cross-platform options. No Bash or Linux shell examples are provided, and the documentation does not address Linux-specific considerations for migration.
Recommendations
  • Add Azure CLI (az) command examples alongside PowerShell for all migration and resource registration steps, as Azure CLI is cross-platform.
  • Include Bash shell script examples for common operations to support Linux users.
  • Mention Linux-compatible editors and SDKs (e.g., VS Code, JetBrains Rider) in addition to Visual Studio.
  • Explicitly state platform compatibility for all tools and steps, clarifying which are Windows-only and which are cross-platform.
  • Reorder tool lists to present cross-platform options (Azure CLI, SDKs) before Windows-specific tools (PowerShell, Visual Studio).
  • Provide troubleshooting notes or links for Linux environments where migration steps may differ.
Cloud Services Extended Support Technical details and requirements for migrating to Azure Cloud Services (extended support) ...tended-support/in-place-migration-technical-details.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by frequently referencing PowerShell as the primary CLI tool for migration operations and troubleshooting, with no explicit examples or guidance for Linux users (e.g., Bash, shell scripts). PowerShell is mentioned before Azure CLI, and in troubleshooting scenarios, only PowerShell is suggested as an alternative to the portal. There are no Linux-specific instructions or examples, and Windows-centric tools and patterns are assumed throughout.
Recommendations
  • Add explicit Azure CLI and Bash examples alongside PowerShell for all migration operations, especially for abort, commit, and validation steps.
  • When referencing command-line tools, mention Azure CLI and Bash first or equally with PowerShell to avoid Windows-first ordering.
  • Include troubleshooting steps for Linux users, such as using Azure CLI commands or REST API calls from Bash.
  • Clarify that all operations can be performed from Linux/macOS environments using Azure CLI, and provide sample commands.
  • Add a section or callout for cross-platform compatibility, ensuring Linux users are aware of supported tools and workflows.
Cloud Services Extended Support Override SKU information over CSCFG/CSDEF for Azure Cloud Services (extended support) ...ticles/cloud-services-extended-support/override-sku.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation provides explicit PowerShell examples for programmatic configuration, but does not offer equivalent CLI or Bash examples for Linux users. The PowerShell example is presented before SDK and portal options, and there is no mention of cross-platform tools such as Azure CLI. This may make the documentation less accessible to Linux users or those who do not use PowerShell.
Recommendations
  • Add Azure CLI examples alongside PowerShell to demonstrate cross-platform usage.
  • Explicitly mention that ARM templates and SDKs are platform-agnostic, and provide sample commands for Linux environments.
  • Reorder examples or clarify that PowerShell is one of several options, not the primary or preferred method.
  • Include Bash or shell script snippets for Linux users where relevant.
  • Note any platform-specific requirements or limitations for each method.
Cloud Services Extended Support Azure Cloud Services (extended support) post-migration changes ...ud-services-extended-support/post-migration-changes.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by prioritizing PowerShell and Windows-centric tools in its examples and guidance. PowerShell is repeatedly referenced as the primary automation and scripting tool, with no mention of Linux shell equivalents or cross-platform alternatives. Examples for retrieving deployment files and managing certificates focus on PowerShell and REST API, omitting Azure CLI or bash script examples. Visual Studio is mentioned as the IDE for updates, further reinforcing the Windows-centric approach. There is a lack of Linux-specific instructions or parity in tooling recommendations.
Recommendations
  • Add Azure CLI examples alongside PowerShell for all resource management operations, especially for retrieving deployment files and managing certificates.
  • Include bash or shell script examples for automation tasks to support Linux users.
  • Mention cross-platform editors (e.g., VS Code) in addition to Visual Studio for deployment file updates.
  • Clarify that REST API and Azure CLI are fully supported on Linux and macOS, and provide links to relevant documentation.
  • Ensure that all instructions and tooling recommendations are presented in a platform-neutral way, or explicitly provide both Windows and Linux alternatives.
Cloud Services Extended Support Azure Cloud Services (extended support) NetworkConfiguration Schema | Microsoft Docs ...-extended-support/schema-cscfg-networkconfiguration.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page references PowerShell and template deployments specifically for reserved IP allocation, which are Windows-centric tools. There are no examples or mentions of Linux-native tools (e.g., Azure CLI, bash scripts), nor are Linux-specific patterns or instructions provided. The documentation implicitly assumes the use of Windows tooling and omits Linux parity in deployment guidance.
Recommendations
  • Add examples using Azure CLI for reserved IP allocation and other schema operations, demonstrating Linux-friendly workflows.
  • Explicitly mention cross-platform tooling (e.g., Azure CLI, REST API) alongside PowerShell and templates.
  • Provide bash script snippets or references for common configuration tasks.
  • Clarify that the configuration schema is platform-agnostic and can be managed from both Windows and Linux environments.
  • Review all deployment instructions to ensure Linux users are not excluded and have clear, equivalent guidance.
Cloud Services Extended Support Azure Cloud Services (extended support) Def. WebRole Schema | Microsoft Docs ...loud-services-extended-support/schema-csdef-webrole.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits Windows bias by exclusively referencing Windows technologies (IIS 7, ASP.NET, .NET Framework), Windows-centric configuration patterns (certificate stores like 'CurrentUser' and 'LocalMachine'), and Windows file formats (CMD, batch files in ANSI). There are no Linux equivalents, examples, or mentions of Linux-based deployment, web servers, or scripting. All examples and schema elements assume a Windows environment, with no guidance for Linux users.
Recommendations
  • Add explicit notes about Linux support or limitations for Azure Cloud Services (extended support) web roles.
  • Include Linux-centric examples, such as deploying web roles using Apache/Nginx, or configuring startup tasks with Bash scripts.
  • Document how certificate management works on Linux VMs, including Linux certificate store paths and conventions.
  • Clarify which schema elements and features are Windows-only and suggest alternatives or workarounds for Linux.
  • Provide parity in documentation by listing Linux tools, patterns, and file formats alongside Windows equivalents.
  • If Linux is unsupported for web roles, state this clearly at the top of the documentation.
Cloud Services Extended Support Azure Cloud Services (extended support) Def. WorkerRole Schema | Microsoft Docs ...d-services-extended-support/schema-csdef-workerrole.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page for Azure Cloud Services (extended support) WorkerRole schema exhibits a Windows bias. It references Windows-specific concepts such as certificate store locations ('CurrentUser', 'LocalMachine'), store names ('My', 'Root', etc.), and environment variables (e.g., '%ROLEROOT%'). Startup tasks are described as running CMD files and batch files in ANSI format, which are Windows-centric. There are no examples or mentions of Linux equivalents, such as shell scripts, Linux certificate stores, or Linux environment variable conventions. All examples and terminology assume a Windows environment, with no guidance for Linux users.
Recommendations
  • Add Linux-specific examples for startup tasks, such as using shell scripts (.sh) and specifying the required file format (UTF-8, etc.).
  • Document how certificate management works on Linux, including where certificates are stored and how to reference them in the schema.
  • Clarify environment variable conventions for Linux, and provide examples using Linux paths and variables.
  • Explicitly state platform differences and provide guidance for both Windows and Linux users in relevant sections.
  • Where environment variables or paths are referenced, show both Windows and Linux formats side by side.
  • Review all examples and terminology to ensure Linux parity and avoid assuming a Windows-only deployment scenario.
Cloud Services Extended Support Swap or switch deployments in Azure Cloud Services (extended support) .../cloud-services-extended-support/swap-cloud-service.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exhibits a Windows bias by referencing Windows PowerShell commands (Get-AzRole) as the only CLI example for checking role status, listing PowerShell and Visual Studio as deployment options before mentioning ARM templates, and omitting equivalent Linux CLI examples (such as Azure CLI or Bash). There is no mention of Linux-native tools or cross-platform command-line instructions, and the only command-line example provided is PowerShell-specific.
Recommendations
  • Add Azure CLI (az) examples for checking role status and swapping deployments, alongside PowerShell examples.
  • Explicitly mention Linux and macOS compatibility for command-line operations.
  • Reorder deployment options to present cross-platform tools (Azure CLI, ARM templates) before Windows-specific tools (PowerShell, Visual Studio).
  • Include Bash script examples where appropriate.
  • Clarify that all operations can be performed from Linux, macOS, and Windows environments, not just Windows.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/cloud-services-model-and-package.md ...s-extended-support/cloud-services-model-and-package.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Windows tools (CSPack.exe, Visual Studio, Azure Compute Emulator), providing only Windows command-line examples, and mentioning Windows-centric workflows (e.g., editing in Visual Studio, running Microsoft Azure Command Prompt) without Linux equivalents. There are no examples or instructions for packaging or deploying cloud services from Linux environments, nor are cross-platform alternatives to Windows tools discussed.
Recommendations
  • Provide equivalent instructions and examples for Linux environments, such as using Azure CLI or cross-platform .NET tools.
  • Mention the availability (or lack thereof) of CSPack and Compute Emulator on Linux, and suggest alternatives if they do not exist.
  • Include Linux shell (bash) command examples for packaging and deploying cloud services.
  • Reference cross-platform editors (e.g., VS Code) for editing configuration files, not just Visual Studio.
  • Clarify any platform limitations and offer guidance for Linux users on how to achieve parity with Windows workflows.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/enable-alerts.md ...icles/cloud-services-extended-support/enable-alerts.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates Windows bias primarily in the 'Next steps' section, where deployment options are listed as Azure portal, PowerShell, Template, and Visual Studio. PowerShell and Visual Studio are Windows-centric tools, and PowerShell is mentioned before any Linux-friendly CLI options. There are no Linux-specific examples or references to cross-platform tools like Azure CLI or Bash scripting. The main instructions focus on the Azure portal, which is cross-platform, but the supporting materials and examples favor Windows environments.
Recommendations
  • Add deployment instructions using Azure CLI, which is cross-platform and widely used on Linux.
  • Include Bash or shell scripting examples for automation on Linux systems.
  • Mention Linux-compatible tools and workflows alongside or before Windows-specific ones in the 'Next steps' section.
  • Clarify that PowerShell Core is available on Linux, if relevant, and provide examples for both platforms.
  • Consider adding screenshots or references that demonstrate usage from non-Windows environments.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/schema-cscfg-networkconfiguration.md ...-extended-support/schema-cscfg-networkconfiguration.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits subtle Windows bias. The only tooling mentioned is PowerShell, with reserved IP allocation specifically referencing 'template and PowerShell deployments' and omitting any mention of Linux-native tools or CLI usage. There are no examples or references for Linux or cross-platform command-line tools (such as Azure CLI or Bash), nor is there guidance for Linux users. All examples and instructions are platform-neutral XML, but the supporting text and tooling references are Windows-centric.
Recommendations
  • Add examples and instructions for configuring reserved IPs and network settings using Azure CLI, which is cross-platform and widely used on Linux.
  • Explicitly mention Linux and macOS compatibility where applicable, and provide links to relevant documentation for those platforms.
  • Where PowerShell is referenced, also include equivalent Bash/Azure CLI commands for parity.
  • Review the documentation for other Windows-centric terminology or assumptions, and ensure guidance is inclusive of Linux users.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/deploy-sdk.md ...articles/cloud-services-extended-support/deploy-sdk.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias in several ways: all command-line examples for certificate and key vault management use PowerShell, with no Bash, CLI, or Linux alternatives. Windows-centric tools and patterns (such as PowerShell and references to 'Microsoft.Windows.Azure.Extensions' for RDP) are used exclusively or mentioned first. There are no examples for Linux users (e.g., using Azure CLI or Bash scripts) for key vault, certificate, or deployment steps. The SDK code samples are platform-neutral (C#), but operational steps and extension examples are Windows-focused.
Recommendations
  • Add equivalent Azure CLI or Bash examples for key vault and certificate management steps, ensuring Linux users can follow along.
  • Mention and demonstrate Linux-compatible tools and workflows (e.g., Azure CLI, OpenSSL for certificate creation) alongside PowerShell.
  • Clarify that the SDK steps are cross-platform, and provide guidance for Linux/macOS environments where relevant (e.g., file paths, environment variables).
  • For extension profiles, note Linux alternatives (e.g., SSH extension) and provide examples if supported.
  • In related content, link to Linux-specific deployment guides or samples if available.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/states.md ...ain/articles/cloud-services-extended-support/states.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates Windows bias by listing PowerShell and Visual Studio (Windows-centric tools) as primary deployment options, with PowerShell mentioned before alternatives. There is no explicit mention of Linux-native tools or command-line interfaces (e.g., Azure CLI, Bash), nor are Linux-specific examples provided. The deployment instructions prioritize Windows tools and patterns.
Recommendations
  • Add deployment instructions and examples using Azure CLI, which is cross-platform and widely used on Linux.
  • Include Bash script examples for common operations, alongside PowerShell.
  • Mention Linux-compatible editors (e.g., VS Code) and deployment methods.
  • Ensure that Linux and cross-platform tools are listed before or alongside Windows-specific tools in 'Next steps'.
  • Clarify that all deployment methods are available on both Windows and Linux where applicable.