Cloud Services Extended Support

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 176-200 of 234 flagged pages
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/enable-wad.md ...articles/cloud-services-extended-support/enable-wad.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
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 commands for applying the Azure diagnostics extension. All command-line examples use PowerShell, with no mention of Bash, Azure CLI, or Linux-native tooling. The configuration file examples reference Windows-style performance counters and patterns. There are no Linux-specific instructions, examples, or troubleshooting notes, and the documentation does not address how to perform these tasks from a Linux or cross-platform environment.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell commands, as Azure CLI is cross-platform and widely used on Linux.
  • Include Bash shell script examples for downloading and managing configuration files.
  • Document any differences or considerations when applying the diagnostics extension to Linux-based cloud service roles, if supported.
  • Mention and link to Linux tools or documentation where relevant, such as using curl/wget for file downloads or jq for JSON manipulation.
  • Ensure that references to performance counters or monitoring patterns include Linux equivalents (e.g., CPU/memory metrics as reported by Linux).
  • Clearly state platform limitations or differences if the extension or process is Windows-only.
GitHub Create Pull Request
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/extensions.md ...articles/cloud-services-extended-support/extensions.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows-centric bias by focusing on Windows-specific tools (such as PowerShell and Windows Defender), mentioning Windows Server versions, and omitting Linux equivalents or examples. All extension descriptions and configuration instructions assume a Windows environment, with no guidance for Linux-based cloud service roles or alternative tools for Linux users.
Recommendations
  • Provide equivalent instructions and examples for Linux-based roles, including how to configure and use extensions on Linux VMs.
  • Mention and link to Linux-compatible monitoring and security tools (e.g., Azure Monitor Agent, Linux antivirus solutions) where applicable.
  • Include Linux command-line examples (such as Azure CLI or bash scripts) alongside or before PowerShell examples.
  • Clarify which extensions and features are Windows-only and which are cross-platform, and provide guidance for Linux users where features are not available.
  • Avoid assuming the use of Visual Studio or Windows-specific deployment tools; mention cross-platform alternatives like VS Code or ARM/Bicep templates.
GitHub Create Pull Request
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/in-place-migration-overview.md ...rvices-extended-support/in-place-migration-overview.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias in several ways: PowerShell is the only command-line example shown, and PowerShell is mentioned before CLI in the provider registration step. Visual Studio is listed as a deployment tool, but no Linux-native tools or workflows are highlighted. There are no explicit Linux/Unix shell (bash/az CLI) examples, and the documentation assumes familiarity with Windows-centric tools and patterns.
Recommendations
  • Provide Azure CLI (az) command examples alongside or before PowerShell for all command-line operations, especially for resource provider registration and status checking.
  • Include deployment instructions and examples using cross-platform tools such as Azure CLI, ARM templates, and VS Code, not just Visual Studio.
  • Explicitly mention Linux/macOS compatibility and provide guidance for users on those platforms.
  • Balance the order of tool presentation (e.g., list CLI before or alongside PowerShell) to avoid implying Windows is the default or preferred platform.
  • Where possible, add bash shell script examples or references for common migration tasks.
GitHub Create Pull Request
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/in-place-migration-technical-details.md ...tended-support/in-place-migration-technical-details.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing PowerShell as the primary or sole scripting interface for management tasks (e.g., retrieving deployments, retrying operations, abort/commit actions). There are no explicit Linux or cross-platform CLI examples, and PowerShell is mentioned before or instead of Azure CLI in most cases. This may make the documentation less accessible or immediately actionable for Linux or cross-platform users.
Recommendations
  • Provide Azure CLI examples alongside or before PowerShell examples for all management tasks, especially for operations like retrieving deployments, aborting/committing migrations, and interacting with Key Vault.
  • Explicitly mention that Azure CLI is cross-platform and supported on Linux, macOS, and Windows.
  • Where PowerShell is referenced, add equivalent Bash/Azure CLI command snippets and links to relevant Azure CLI documentation.
  • Avoid language that implies PowerShell is the default or only supported tool; use neutral phrasing such as 'using Azure CLI or PowerShell'.
  • Add a section or callout for Linux/macOS users, highlighting any platform-specific considerations or tools.
GitHub Create Pull Request
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: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation page references 'PowerShell deployments' as a method for specifying reserved IP allocation, but does not mention or provide examples for Linux-based tools or workflows (such as Azure CLI or ARM templates used from Linux). There are no Linux-specific examples or parity in tooling references, and the only deployment tool mentioned is PowerShell, which is primarily associated with Windows environments.
Recommendations
  • Include references and examples for Azure CLI commands, which are cross-platform and commonly used on Linux.
  • When mentioning PowerShell, also mention Azure CLI or Bash scripting as alternatives for Linux users.
  • Provide at least one example of configuring the NetworkConfiguration schema using Linux-friendly tools or workflows.
  • Avoid implying that PowerShell is the only or primary way to deploy or configure these settings; clarify that multiple tools are supported.
  • Add a section or note on how Linux users can achieve the same configuration, possibly linking to relevant Azure CLI or ARM template documentation.
GitHub Create Pull Request
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/non-vnet-migration.md .../cloud-services-extended-support/non-vnet-migration.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page focuses exclusively on the Azure portal for migration steps and, in the 'Next steps' section, lists PowerShell as the only command-line automation example. There are no references to Linux tools, Bash, Azure CLI, or cross-platform scripting options. This presents a Windows-first and PowerShell-heavy bias, with missing Linux or cross-platform examples.
Recommendations
  • Include Azure CLI examples alongside or before PowerShell in the 'Next steps' section, as Azure CLI is cross-platform and widely used on Linux.
  • Add explicit instructions or links for performing the migration using Bash or shell scripting where possible.
  • Ensure that screenshots and UI references clarify that the Azure portal is platform-agnostic, and consider mentioning that all steps can be performed from any OS.
  • Where automation is discussed, provide parity between PowerShell and Azure CLI/Bash examples to support Linux users.
GitHub Create Pull Request
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/overview.md ...n/articles/cloud-services-extended-support/overview.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
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 prioritizing Windows-centric tools and workflows. Deployment methods are listed as PowerShell, Portal, and Visual Studio, all of which are primarily Windows-based, with no mention of Azure CLI, Bash, or Linux-native tooling. There are no Linux or cross-platform examples or instructions, and PowerShell is referenced as the primary scripting method. This may make it less accessible or intuitive for Linux users or those working in cross-platform environments.
Recommendations
  • Include Azure CLI examples and instructions alongside or before PowerShell, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Mention and provide examples for deploying Cloud Services (extended support) using Bash scripts or shell environments common on Linux.
  • List deployment options in a neutral or cross-platform order (e.g., Azure CLI, PowerShell, Portal, Visual Studio) rather than Windows-first.
  • Reference cross-platform tools and editors (such as VS Code) in addition to Visual Studio.
  • Explicitly state Linux support where applicable and provide parity in documentation for both Windows and Linux users.
GitHub Create Pull Request
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/post-migration-changes.md ...ud-services-extended-support/post-migration-changes.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
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 Visual Studio in its examples and instructions. PowerShell is mentioned as a primary tool for retrieving deployment files and managing updates, with no explicit mention or examples of equivalent Bash, Azure CLI, or Linux-native workflows. Visual Studio, a Windows-centric IDE, is referenced for update processes, and there is a lack of Linux-specific guidance or parity in automation/script examples. Azure CLI is mentioned once, but not as prominently as PowerShell.
Recommendations
  • Provide explicit Azure CLI and Bash examples alongside PowerShell for all operations, especially for retrieving deployment files and managing updates.
  • Include instructions or references for using cross-platform tools (e.g., Azure CLI, REST API via curl) for Linux and macOS users.
  • Add a section or callouts for Linux users, highlighting any differences or additional steps required.
  • When mentioning Visual Studio, also reference cross-platform alternatives (e.g., VS Code, command-line deployment) and provide guidance for non-Windows environments.
  • Ensure that all automation and scripting recommendations are platform-agnostic or have clear Linux equivalents.
GitHub Create Pull Request
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/schema-cscfg-file.md ...s/cloud-services-extended-support/schema-cscfg-file.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing only Windows file paths (e.g., 'C:\Program Files\Microsoft SDKs\Windows Azure\.NET SDK'), mentioning Visual Studio and .NET SDK tools without Linux equivalents, and omitting any Linux-specific instructions or examples. There are no references to Linux file paths, tools, or usage patterns, and no guidance for users working on non-Windows platforms.
Recommendations
  • Include Linux file path examples for schema locations, such as '/usr/local/share/azure-sdks/schemas' or similar, alongside Windows paths.
  • Mention cross-platform tools (e.g., Azure CLI, VS Code) and provide instructions for both Windows and Linux environments.
  • Clarify whether the .cscfg schema and related SDKs are available and supported on Linux, and if so, provide installation and usage guidance for Linux users.
  • Avoid assuming Visual Studio or .NET SDK usage is exclusive to Windows; reference cross-platform alternatives where possible.
  • Add explicit Linux examples or notes in sections discussing file locations, tools, or configuration steps.
GitHub Create Pull Request
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/schema-csdef-file.md ...s/cloud-services-extended-support/schema-csdef-file.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates Windows bias by referencing only the Windows file path for the Azure Diagnostics configuration schema file location (C:\Program Files\Microsoft SDKs\Windows Azure\.NET SDK\<version>\schemas) and does not mention Linux or cross-platform equivalents. There are no Linux or macOS-specific instructions or examples, and the documentation implicitly assumes a Windows development environment.
Recommendations
  • Include the equivalent file path or installation instructions for Linux and macOS environments, if available.
  • Explicitly state whether the Azure SDK and related tools are supported on non-Windows platforms, and provide relevant guidance.
  • Add cross-platform notes or examples to ensure parity for developers using Linux or macOS.
  • Avoid referencing only Windows-specific tools or locations unless absolutely necessary; if so, provide alternatives or clarifications for other platforms.
GitHub Create Pull Request
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/schema-csdef-webrole.md ...loud-services-extended-support/schema-csdef-webrole.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation for Azure Cloud Services (extended support) WebRole schema demonstrates a Windows bias. It exclusively references Windows technologies (IIS 7, ASP.NET, .NET Framework), Windows file paths and environment variables (e.g., %ROLEROOT%), and Windows-centric configuration concepts (certificate stores, CMD scripts). There are no examples or mentions of Linux-based web roles, alternative web servers, or cross-platform scripting. All examples and descriptions assume a Windows environment.
Recommendations
  • Add explicit statements about Linux support or lack thereof for Cloud Services (extended support) web roles. If Linux is unsupported, clarify this early in the documentation.
  • If Linux support exists, provide parallel examples and schema explanations for Linux-based web roles, including references to Linux web servers (e.g., Apache, Nginx), Linux file paths, and environment variables.
  • Include information about how startup tasks and scripts should be formatted and executed on Linux (e.g., using shell scripts instead of CMD files).
  • Mention Linux certificate storage and management equivalents if applicable.
  • Where possible, use neutral or dual-platform terminology and examples (e.g., 'web server' instead of 'IIS', or provide both IIS and Nginx/Apache scenarios).
GitHub Create Pull Request
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/schema-csdef-workerrole.md ...d-services-extended-support/schema-csdef-workerrole.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows bias by referencing Windows-specific concepts and tools (such as certificate store locations like 'CurrentUser' and 'LocalMachine', store names like 'My', 'Root', etc., and the use of CMD/batch files for startup tasks) without mentioning Linux equivalents or alternatives. There are no examples or guidance for Linux-based deployments, and terminology assumes a Windows environment (e.g., .NET Framework, environment variables like %ROLEROOT%).
Recommendations
  • Add explicit documentation or notes for Linux-based worker roles, including how certificates, environment variables, and startup tasks are handled on Linux.
  • Provide Linux-specific examples for startup tasks (e.g., using shell scripts instead of CMD files) and clarify file encoding requirements for Linux.
  • Document how certificate management works on Linux (e.g., using PEM files or Linux certificate stores), and provide equivalent instructions.
  • Clarify whether environment variables like %ROLEROOT% are available or mapped differently on Linux, and provide examples using $ROLEROOT or similar syntax.
  • Include guidance for cross-platform compatibility, highlighting any differences or limitations when deploying worker roles on Linux VMs.
GitHub Create Pull Request
Cloud Services Extended Support About Azure Cloud Services (extended support) ...n/articles/cloud-services-extended-support/overview.md
Medium Priority View Details →
Scanned: 2026-01-26 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation references Windows-centric tools (PowerShell, Visual Studio) as primary deployment options, listing them before platform-neutral alternatives like ARM templates and the Azure Portal. There are no explicit Linux/macOS CLI examples or mentions of cross-platform tools such as Azure CLI, which may create friction for non-Windows users.
Recommendations
  • Add explicit instructions and examples for deploying Cloud Services (extended support) using Azure CLI, which is cross-platform.
  • List platform-neutral options (ARM templates, Azure Portal, Azure CLI) before Windows-specific tools (PowerShell, Visual Studio) when describing deployment methods.
  • Clarify that PowerShell and Visual Studio are Windows-centric, and provide equivalent steps for Linux/macOS users.
  • Include links to Azure CLI documentation for relevant deployment scenarios.
GitHub Create Pull Request
Cloud Services Extended Support About Azure Cloud Services (extended support) ...n/articles/cloud-services-extended-support/overview.md
Medium Priority View Details →
Scanned: 2026-01-24 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation references deployment methods using PowerShell and Visual Studio, which are primarily Windows-centric tools, and lists them before mentioning more cross-platform options like ARM templates and the Azure Portal. There are no explicit Linux/macOS CLI examples or mentions of Azure CLI or Bash scripting, which are common on non-Windows platforms. This creates a subtle bias toward Windows users, though the core service itself is not Windows-only.
Recommendations
  • Add explicit examples and links for deploying Cloud Services (extended support) using Azure CLI and Bash scripts, which are cross-platform.
  • Clarify that ARM templates can be deployed using Azure CLI or other cross-platform tools, not just PowerShell.
  • Reorder deployment method lists to start with platform-neutral options (ARM template, Azure Portal, Azure CLI) before Windows-specific tools (PowerShell, Visual Studio).
  • Provide guidance or links for Linux/macOS users on how to perform common tasks (deployment, migration) using their preferred tools.
GitHub Create Pull Request
Cloud Services Extended Support About Azure Cloud Services (extended support) ...n/articles/cloud-services-extended-support/overview.md
Medium Priority View Details →
Scanned: 2026-01-23 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation mentions Windows-centric tools (PowerShell, Visual Studio) as primary deployment options, and lists them before cross-platform alternatives like ARM templates and the Azure Portal. There are no explicit Linux/macOS examples or CLI references, which may create friction for non-Windows users.
Recommendations
  • Include Azure CLI examples for deployment, as it is cross-platform and widely used on Linux/macOS.
  • List cross-platform options (ARM templates, Azure Portal, Azure CLI) before Windows-specific tools (PowerShell, Visual Studio) when describing deployment methods.
  • Clarify which deployment tools are available on which platforms, and provide links to relevant documentation for Linux/macOS users.
  • Add explicit Linux/macOS guidance or examples where possible, especially in sections about scripting or automation.
GitHub Create Pull Request
Cloud Services Extended Support Prerequisites for deploying Cloud Services (extended support) ...cloud-services-extended-support/deploy-prerequisite.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is repeatedly mentioned as a primary automation tool, and Visual Studio (a Windows-only IDE) is referenced for deployment scenarios. In several sections, PowerShell is listed before the Azure CLI, and Linux-native tooling or workflows are not highlighted or explained in detail. There are no explicit Linux/macOS command examples or guidance, and the documentation assumes familiarity with Windows-centric tools.
Recommendations
  • Provide equivalent Azure CLI examples alongside or before PowerShell examples, especially for key tasks like creating virtual networks and key vaults.
  • Mention cross-platform tools (e.g., Azure CLI, ARM templates) first, or at least equally, before Windows-specific tools like PowerShell and Visual Studio.
  • Explicitly state that Azure CLI and ARM templates are fully supported on Linux/macOS and provide links to relevant documentation.
  • Include notes or sections for Linux/macOS users, clarifying any differences or limitations in the deployment process.
  • Where Visual Studio is mentioned, suggest cross-platform alternatives or clarify that it is Windows-only.
GitHub Create Pull Request
Cloud Services Extended Support Migrate cloud services not in a virtual network to a virtual network .../cloud-services-extended-support/non-vnet-migration.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page focuses exclusively on Azure portal-based migration steps and references PowerShell for further migration, without mentioning Linux/macOS command-line alternatives (such as Azure CLI or Bash). The 'Next steps' section lists PowerShell before any Linux-friendly tooling, and there are no examples or guidance for Linux/macOS users who may prefer CLI or scripting approaches.
Recommendations
  • Add equivalent Azure CLI commands and examples for migration steps, ensuring Linux/macOS users have clear instructions.
  • In the 'Next steps' section, list Azure CLI documentation alongside or before PowerShell, or provide a comparison table for both.
  • Explicitly mention that the portal and PowerShell steps are cross-platform where applicable, or clarify any platform limitations.
  • Include screenshots or instructions for Linux/macOS environments if there are differences in the portal experience.
GitHub Create Pull Request
Cloud Services Extended Support Technical details and requirements for migrating to Azure Cloud Services (extended support) ...tended-support/in-place-migration-technical-details.md
Medium Priority View Details →
Scanned: 2026-01-14 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 moderate Windows bias. PowerShell is repeatedly referenced as the primary command-line tool for migration operations, with no mention of Linux/macOS equivalents or Azure CLI usage for critical steps. Windows-centric tools and terminology (e.g., PowerShell, .cscfg/.csdef files) are presented first or exclusively, and there are no explicit examples or guidance for Linux/macOS users.
Recommendations
  • Include Azure CLI examples alongside PowerShell for all command-line operations, especially for migration, validation, commit, and abort steps.
  • Explicitly state cross-platform support for migration tools and APIs, and clarify any OS-specific limitations.
  • Add notes or sections for Linux/macOS users, outlining any differences in workflow or tool usage.
  • Where PowerShell is referenced, provide equivalent Azure CLI commands or REST API examples.
  • Ensure troubleshooting steps do not assume PowerShell is available; offer alternatives for non-Windows environments.
GitHub Create Pull Request
Cloud Services Extended Support About Azure Cloud Services (extended support) ...n/articles/cloud-services-extended-support/overview.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page demonstrates a moderate Windows bias. Deployment methods and examples prioritize Windows-centric tools such as PowerShell and Visual Studio, both in the main text and in the 'Next steps' section. Linux-native alternatives (such as Azure CLI or Bicep) are not mentioned, and PowerShell is referenced before other options. This may create friction for Linux/macOS users who do not use PowerShell or Visual Studio.
Recommendations
  • Include Azure CLI deployment instructions and links alongside PowerShell and Visual Studio.
  • Mention cross-platform tools (e.g., Bicep, Terraform) for ARM template deployment.
  • Ensure examples and walkthroughs are provided for both Windows and Linux/macOS environments.
  • Avoid listing Windows-centric tools before cross-platform alternatives unless contextually necessary.
GitHub Create Pull Request
Cloud Services Extended Support Override SKU information over CSCFG/CSDEF for Azure Cloud Services (extended support) ...ticles/cloud-services-extended-support/override-sku.md
Medium Priority View Details →
Scanned: 2026-01-14 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 setting the allowModelOverride property but omits equivalent CLI or shell commands for Linux/macOS users. PowerShell is presented as the only command-line method, and no Bash, Azure CLI, or cross-platform instructions are given. This creates friction for non-Windows users who may not use PowerShell.
Recommendations
  • Add Azure CLI examples for setting allowModelOverride, as Azure CLI is cross-platform and widely used on Linux/macOS.
  • Include Bash or shell script samples where appropriate.
  • Clarify whether PowerShell Core (pwsh) is supported on Linux/macOS, and provide usage notes if so.
  • Present cross-platform examples (e.g., Azure CLI) before or alongside PowerShell to avoid Windows-first bias.
GitHub Create Pull Request
Cloud Services Extended Support Store and use certificates in Azure Cloud Services (extended support) ...ervices-extended-support/certificates-and-key-vault.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by referencing PowerShell as the primary CLI method for creating Key Vaults, omitting equivalent Azure CLI or Bash examples. The certificate format required (.PFX) is more common in Windows environments, and deployment options prioritize Windows-centric tools (PowerShell, Visual Studio) before mentioning platform-neutral options. There are no explicit Linux/macOS instructions or examples, which may create friction for non-Windows users.
Recommendations
  • Add Azure CLI and Bash examples for creating and managing Key Vaults and certificates.
  • Include instructions for converting certificates from PEM to PFX format using OpenSSL, which is standard on Linux/macOS.
  • List deployment options in a platform-neutral order (e.g., Azure portal, Azure CLI, Template, PowerShell, Visual Studio).
  • Explicitly mention that all steps can be performed on Linux/macOS and provide links to relevant cross-platform documentation.
GitHub Create Pull Request
Cloud Services Extended Support Guest OS family 2, 3, and 4 retirement notice | Microsoft Docs ...port/cloud-services-guestos-family-2-3-4-retirement.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily Windows-centric, referencing only Windows Server OS families, providing only Azure PowerShell scripts for discovery, and recommending Windows-specific tools (Visual Studio, .NET Framework). There are no Linux or macOS examples, nor any mention of Linux-based guest OS families or migration paths for non-Windows workloads.
Recommendations
  • Include equivalent Azure CLI or Bash examples for discovering affected services, as Azure CLI is cross-platform.
  • Clarify whether Linux guest OS families are affected or not, and provide guidance for Linux-based workloads if applicable.
  • Mention Linux migration paths or alternatives for users running non-Windows workloads.
  • List cross-platform tools (e.g., VS Code, Azure CLI) alongside Windows-specific tools like Visual Studio.
  • Order examples so that cross-platform solutions are presented before or alongside Windows-specific ones.
GitHub Create Pull Request
Cloud Services Extended Support Available sizes for Azure Cloud Services (extended support) ...les/cloud-services-extended-support/available-sizes.md
Medium Priority View Details →
Scanned: 2026-01-14 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 notable Windows bias by exclusively providing PowerShell examples for listing available VM sizes, referencing Windows-centric deployment tools (PowerShell, Visual Studio) before Linux alternatives, and omitting CLI or Bash examples. There is no guidance for Linux/macOS users on how to perform equivalent tasks.
Recommendations
  • Add Azure CLI and Bash examples for listing available VM sizes, alongside PowerShell.
  • Mention cross-platform tools (e.g., Azure CLI, Terraform) equally or before Windows-specific tools.
  • Provide explicit instructions for Linux/macOS users where workflows differ.
  • Ensure deployment options (portal, CLI, template) are presented in a neutral order, not Windows-first.
GitHub Create Pull Request
Cloud Services Extended Support Guest OS family 1 retirement notice | Microsoft Docs ...-support/cloud-services-guestos-family-1-retirement.md
Medium Priority View Details →
Scanned: 2026-01-14 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 notable Windows bias. The only script provided for identifying affected services is written in Azure PowerShell, with no equivalent Bash, Azure CLI, or cross-platform example. All OS family recommendations are for Windows Server versions, and migration instructions reference .NET and Windows-centric SDKs. There is no mention of Linux-based guest OS families, nor guidance for users managing Linux workloads or using non-Windows tooling.
Recommendations
  • Provide equivalent Azure CLI or Bash scripts for identifying affected services, ensuring Linux/macOS users can follow along without PowerShell.
  • Mention or link to documentation about Linux-based guest OS families, if applicable, or clarify if only Windows is supported.
  • Include cross-platform migration steps, or explicitly state platform limitations.
  • Present examples in both Windows and Linux contexts, or note when a step is Windows-only.
GitHub Create Pull Request
Cloud Services Extended Support Deploy Azure Cloud Services (extended support) - SDK ...articles/cloud-services-extended-support/deploy-sdk.md
Medium Priority View Details →
Scanned: 2026-01-14 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 notable Windows bias, particularly in the sections involving Azure Key Vault management and certificate handling, where only PowerShell commands are provided. There are no equivalent Bash, Azure CLI, or cross-platform instructions for Linux/macOS users. Additionally, the use of Remote Desktop Protocol (RDP) and references to 'Microsoft.Windows.Azure.Extensions' reinforce Windows-centric tooling. The order of examples and tools also tends to present Windows/PowerShell options first or exclusively.
Recommendations
  • Provide Azure CLI equivalents for all PowerShell commands, especially for Key Vault and certificate management steps.
  • Include Bash shell examples for file uploads and automation tasks.
  • Clarify cross-platform compatibility for SDK usage and highlight any OS-specific requirements.
  • Mention Linux/macOS alternatives for RDP (such as SSH or xrdp) and provide guidance for those platforms.
  • Ensure that references to Windows-specific extensions/tools are accompanied by notes or alternatives for non-Windows users.
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