Redis

69
Total Pages
42
Linux-Friendly Pages
27
Pages with Bias
39.1%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

144 issues found
Showing 1-25 of 144 flagged pages
Redis Create an ASP.NET web app with an Azure Redis cache ...e-docs/blob/main/articles/redis/web-app-cache-howto.md
High Priority View Details →
Scanned: 2026-01-14 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 is heavily oriented toward Windows users, specifically those using Visual Studio on Windows. All instructions and examples assume the use of Visual Studio 2019, IIS Express, and Windows-centric workflows. There are no examples or guidance for Linux/macOS users, such as using VS Code, .NET Core cross-platform tooling, or alternative local hosting methods. This creates friction for non-Windows users attempting to follow the quickstart.
Recommendations
  • Add instructions for setting up and running the ASP.NET app using VS Code or JetBrains Rider on Linux/macOS.
  • Include examples for running the app locally using Kestrel (cross-platform .NET web server) instead of IIS Express.
  • Provide guidance for installing necessary .NET SDKs and dependencies on Linux/macOS.
  • Offer alternative publishing steps using the 'dotnet publish' and Azure CLI for deployment, rather than relying solely on Visual Studio's GUI.
  • Clarify which steps are Windows-specific and provide parity for Linux/macOS users where possible.
GitHub Create Pull Request
Redis Create an ASP.NET web app with an Azure Redis cache ...e-docs/blob/main/articles/redis/web-app-cache-howto.md
High Priority View Details →
Scanned: 2026-01-13 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 is heavily oriented towards Windows development environments, specifically Visual Studio and IIS Express. All instructions and examples assume the use of Visual Studio on Windows, with no mention of Linux/macOS alternatives such as VS Code, JetBrains Rider, or .NET CLI. There are no examples for running or deploying the app from Linux/macOS, nor guidance for equivalent workflows (e.g., using Kestrel, Docker, or Azure CLI). This creates friction for non-Windows users and may prevent them from completing the quickstart without significant adaptation.
Recommendations
  • Add instructions for creating and running the ASP.NET app using .NET CLI, which works cross-platform.
  • Include examples for using VS Code or JetBrains Rider on Linux/macOS.
  • Document how to run the app locally using Kestrel (cross-platform) instead of IIS Express.
  • Provide guidance for publishing to Azure using Azure CLI or GitHub Actions, not just Visual Studio.
  • Explicitly mention Linux/macOS prerequisites and supported workflows.
  • Add screenshots and step-by-step instructions for Linux/macOS environments.
GitHub Create Pull Request
Redis Best practices for development for Azure Managed Redis ...blob/main/articles/redis/best-practices-development.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page demonstrates mild Windows bias, particularly in the section about data export, where PowerShell is mentioned as a tool for triggering exports before mentioning CLI or SDK tools. There is no explicit Linux example or mention of Linux-specific tools, and the ordering of tools places PowerShell before CLI, which is more cross-platform. No Linux shell commands or patterns are provided, and the documentation does not reference Linux-specific guidance or tools.
Recommendations
  • When listing tools for operations (such as data export), mention cross-platform options (e.g., Azure CLI) before platform-specific ones like PowerShell.
  • Provide explicit Linux shell examples (e.g., bash commands using Azure CLI) alongside or before Windows/PowerShell examples.
  • Include references to Linux-specific documentation or troubleshooting guides where relevant.
  • Ensure that all examples and tool recommendations are clearly marked as cross-platform or specify their platform compatibility.
  • Consider adding a section or note about developing and operating Azure Managed Redis from Linux environments, including common patterns and tools.
GitHub Create Pull Request
Redis Quickstart: Use an Azure Redis cache in .NET Framework .../articles/redis/dotnet-how-to-use-azure-redis-cache.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Windows tools (Visual Studio), providing instructions only for Windows workflows (such as using Visual Studio's GUI for NuGet package management), and omitting any Linux or cross-platform alternatives for development, configuration, or running the sample. There are no examples or instructions for Linux users, such as using the .NET CLI, VS Code, or command-line NuGet installation.
Recommendations
  • Add instructions for installing the required .NET packages using the .NET CLI (e.g., `dotnet add package`) for Linux and cross-platform users.
  • Include guidance for using cross-platform editors like Visual Studio Code, with relevant setup steps.
  • Provide steps to run the sample from the command line (e.g., `dotnet run`) instead of only referencing Visual Studio's Ctrl+F5 shortcut.
  • Mention how to edit configuration files and run the app on Linux/macOS, including any platform-specific considerations.
  • Ensure screenshots and examples are not Windows-specific, or provide alternatives for other platforms.
GitHub Create Pull Request
Redis How to configure Azure Managed Redis ...tDocs/azure-docs/blob/main/articles/redis/configure.md
High Priority View Details →
Scanned: 2026-01-11 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 a Windows bias by referencing PowerShell and Windows-centric tools (e.g., 'Deploy resources with Azure Resource Manager templates' linking to PowerShell instructions) without providing equivalent Linux or cross-platform CLI examples. There are no explicit Linux commands, shell scripts, or mentions of Linux tools, and Windows/PowerShell patterns are referenced first or exclusively. This may hinder parity and accessibility for Linux users.
Recommendations
  • Add Azure CLI and Bash examples alongside PowerShell instructions, especially for resource deployment and automation tasks.
  • Where PowerShell is mentioned, include equivalent Linux shell commands or scripts.
  • Reference cross-platform tools (e.g., Azure CLI, Terraform) before or alongside Windows-specific tools.
  • Ensure screenshots and UI instructions are platform-neutral or provide Linux-specific guidance where relevant.
  • Explicitly mention Linux support and provide links to Linux documentation or guides.
GitHub Create Pull Request
Redis Use Microsoft Entra for cache authentication with Azure Managed Redis ...s/blob/main/articles/redis/entra-for-authentication.md
High Priority View Details →
Scanned: 2026-01-11 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 exhibits Windows bias primarily by providing only a PowerShell script for troubleshooting Microsoft Entra ID authentication issues, with no equivalent Bash or Linux shell example. The troubleshooting section references PowerShell as the sole diagnostic tool, implicitly prioritizing Windows environments. There are no explicit Linux or cross-platform alternatives mentioned for token validation or troubleshooting, and the order of presentation (PowerShell first and only) reinforces a Windows-first approach.
Recommendations
  • Provide equivalent troubleshooting scripts or instructions for Linux/macOS users, such as Bash or Python alternatives for token validation.
  • Explicitly mention cross-platform options for diagnostic tools, including how to run them on Linux and macOS.
  • When referencing tools or scripts, avoid assuming PowerShell is the default and offer parity for non-Windows platforms.
  • Include examples or notes for using the Azure CLI or other platform-agnostic tools where possible.
  • Review and update documentation to ensure that Linux users are not disadvantaged or required to adapt Windows-centric instructions.
GitHub Create Pull Request
Redis Import and Export data in Azure Managed Redis .../blob/main/articles/redis/how-to-import-export-data.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page exhibits mild Windows bias. While it mentions that Redis servers can run on Linux or Windows, the automation section lists PowerShell instructions before Azure CLI, and does not provide explicit Linux shell or bash examples. There are no Linux-specific tools or workflows discussed, and the only code sample referenced is for page blob upload, which does not specify platform. The documentation does not provide parity in example scripts or command-line usage for Linux users.
Recommendations
  • Add explicit bash or Linux shell examples for import/export automation, alongside PowerShell.
  • Present Azure CLI instructions before or alongside PowerShell, emphasizing cross-platform usage.
  • Reference Linux tools (e.g., azcopy, curl) where appropriate for blob uploads and downloads.
  • Clarify that all automation steps can be performed on Linux, and provide sample scripts.
  • Include screenshots or walkthroughs using Linux environments (e.g., Azure Cloud Shell, Ubuntu terminal) in addition to Azure Portal.
GitHub Create Pull Request
Redis Configure data persistence - Azure Managed Redis ...re-docs/blob/main/articles/redis/how-to-persistence.md
High Priority View Details →
Scanned: 2026-01-11 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 providing PowerShell examples before Azure CLI, referencing PowerShell scripting for automation, and omitting explicit Linux shell (bash) examples. There is no mention of Linux-specific tools or scripting patterns, and the CLI examples are generic without OS context.
Recommendations
  • Add explicit bash shell examples alongside PowerShell and Azure CLI, showing how to use az commands in a Linux environment.
  • Include instructions or references for automating exports using bash scripts and cron jobs, not just PowerShell.
  • When mentioning scripting for automation, refer to both PowerShell and bash/Linux shell scripting equally.
  • Ensure that CLI examples clarify cross-platform compatibility and provide any necessary Linux-specific notes (e.g., environment variables, file paths).
  • Consider adding a section or note on using these features from macOS and Linux environments, including any prerequisites or differences.
GitHub Create Pull Request
Redis Scale an Azure Managed Redis instance ...cs/azure-docs/blob/main/articles/redis/how-to-scale.md
High Priority View Details →
Scanned: 2026-01-11 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 presenting PowerShell instructions before Azure CLI, and by providing only PowerShell and Azure CLI examples for scaling Azure Managed Redis instances. There are no explicit Linux shell (bash) examples, nor any mention of Linux-specific tools or workflows. The page implicitly assumes familiarity with PowerShell, which is most commonly used on Windows, and does not address Linux users directly.
Recommendations
  • Provide explicit bash examples for Azure CLI commands, including typical Linux shell usage and environment setup.
  • Add notes or sections addressing Linux users, such as installation prerequisites for Azure CLI on Linux and any OS-specific considerations.
  • Ensure parity by alternating the order of PowerShell and CLI examples, or presenting them side-by-side.
  • Mention cross-platform compatibility of Azure CLI and PowerShell, clarifying that both can be used on Linux, macOS, and Windows.
  • Include troubleshooting tips or links for common issues encountered on Linux systems.
GitHub Create Pull Request
Redis Move from Basic, Standard, Premium, and Enterprise tiers to Azure Managed Redis ...s/blob/main/articles/redis/migrate/migrate-overview.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page shows evidence of Windows bias primarily through the explicit mention and recommendation of PowerShell cmdlets for export/import operations, with no equivalent Linux or cross-platform CLI examples provided. Windows tools (PowerShell) are referenced before any mention of open-source or Linux-compatible alternatives. The documentation does not provide parity for Linux users in migration steps, especially in the 'Export data to an RDB file and import it into Azure Managed Redis' section.
Recommendations
  • Add Azure CLI examples for export/import operations alongside PowerShell cmdlets.
  • Include Linux shell (bash) commands or scripts for common migration tasks.
  • Reference cross-platform tools (e.g., redis-cli, Azure CLI) before or alongside Windows-specific tools.
  • Explicitly state platform compatibility for all migration tools and steps.
  • Ensure screenshots and UI instructions are not Windows-centric (e.g., avoid showing only Windows UI if applicable).
GitHub Create Pull Request
Redis Deploy Azure Cache for Redis by using Azure Resource Manager template .../blob/main/articles/redis/redis-cache-arm-provision.md
High Priority View Details →
Scanned: 2026-01-11 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 a Windows bias by presenting Azure PowerShell examples alongside Azure CLI, but consistently lists PowerShell first. The cleanup instructions use only PowerShell, omitting equivalent Azure CLI or bash commands. There are no explicit Linux shell examples for resource cleanup, and the overall flow assumes familiarity with Windows-centric tooling and patterns.
Recommendations
  • Provide Linux/bash/Azure CLI examples for all deployment and cleanup steps, especially where only PowerShell is shown.
  • Alternate the order of CLI and PowerShell examples, or present CLI first to avoid implicit prioritization of Windows tools.
  • Explicitly mention cross-platform compatibility and provide guidance for Linux/macOS users.
  • Add notes or tabs for Linux-specific instructions, such as using bash scripts or terminal commands.
  • Ensure all steps (including resource deletion) have both CLI and PowerShell examples, or indicate parity.
GitHub Create Pull Request
Redis Using Redis modules with Azure Managed Redis ...s/azure-docs/blob/main/articles/redis/redis-modules.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page references Windows-specific tools such as PowerShell and lists it before Linux equivalents (REST API, Azure CLI, PowerShell). There are no Linux-specific examples or explicit mentions of Linux shell commands or patterns. The only command-line tooling mentioned is PowerShell, which is Windows-centric, and there is no parity shown for Linux users.
Recommendations
  • Provide explicit Linux shell (bash) examples alongside PowerShell, especially for module configuration and management.
  • Mention and demonstrate the use of Azure CLI with Linux environments, including installation and usage notes for Linux users.
  • Ensure REST API examples include curl commands or other Linux-friendly tooling.
  • Avoid listing PowerShell before cross-platform tools like Azure CLI or REST API unless contextually necessary.
  • Add a section or notes clarifying cross-platform support and any differences in usage between Windows and Linux.
GitHub Create Pull Request
Redis Troubleshoot connectivity in Azure Managed Redis .../blob/main/articles/redis/troubleshoot-connectivity.md
High Priority View Details →
Scanned: 2026-01-11 00:00
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 Windows bias by providing a PowerShell/PSPING example for connectivity testing, mentioning PSPING (a Windows tool) without offering a Linux equivalent, and referencing Windows-centric troubleshooting steps before Linux alternatives. There is no explicit Linux command-line example for connectivity testing (e.g., using netcat, telnet, or nmap), and the use of PowerShell is presented as the default method.
Recommendations
  • Add Linux equivalents for connectivity testing, such as examples using 'nc', 'telnet', or 'nmap' alongside PSPING.
  • Present both Windows and Linux troubleshooting steps in parallel, or clearly label them for each platform.
  • Avoid assuming PowerShell/Windows tools as the default; mention platform-specific tools equally.
  • Include example commands for common Linux shells (bash, sh) where relevant.
  • Ensure that any references to platform-specific tools (like PSPING) are accompanied by alternatives for other platforms.
GitHub Create Pull Request
Redis Create an ASP.NET web app with an Azure Redis cache ...e-docs/blob/main/articles/redis/web-app-cache-howto.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a strong Windows bias by exclusively referencing Visual Studio (Windows-only), IIS Express (Windows-only), and workflows typical for Windows development environments. There are no instructions or examples for developing, running, or deploying the ASP.NET app on Linux or macOS platforms. All steps assume the user is on Windows, and Linux alternatives (such as VS Code, .NET Core CLI, or Kestrel) are not mentioned.
Recommendations
  • Add instructions for developing and running the ASP.NET app using cross-platform tools such as Visual Studio Code and the .NET CLI.
  • Include examples for running the app locally with Kestrel (the cross-platform ASP.NET server) instead of IIS Express.
  • Provide deployment steps using Azure CLI or GitHub Actions, which work on Linux, macOS, and Windows.
  • Mention .NET Core/ASP.NET Core as alternatives to .NET Framework, highlighting their cross-platform capabilities.
  • Clarify prerequisites for Linux/macOS users, including installation steps for .NET SDK and any required dependencies.
  • Show how to edit configuration files and manage packages using cross-platform editors and tools.
GitHub Create Pull Request
Redis Configure active geo-replication for Azure Managed Redis instances ...b/main/articles/redis/how-to-active-geo-replication.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation provides both Azure CLI and PowerShell examples for configuring active geo-replication, but does not include any Linux-specific shell (e.g., Bash) examples or mention Linux tools. PowerShell, which is traditionally associated with Windows, is given equal prominence to Azure CLI, and there are no explicit Linux or cross-platform command-line instructions beyond Azure CLI. There are no references to Linux-specific environments, patterns, or troubleshooting steps. The documentation assumes the use of the Azure Portal, Azure CLI, or PowerShell, with no mention of Linux-native scripting or tools.
Recommendations
  • Explicitly state that Azure CLI commands are cross-platform and can be run on Linux, macOS, and Windows.
  • Provide example Bash scripts or command-line usage in a Linux terminal context, especially for automation scenarios.
  • Mention installation instructions or prerequisites for Azure CLI and PowerShell on Linux systems.
  • Include troubleshooting steps or notes relevant to Linux environments (e.g., file permissions, environment variables).
  • Where PowerShell is shown, consider providing equivalent Bash or shell script snippets for parity.
  • Clarify that all features are available and supported on Linux as well as Windows, if applicable.
GitHub Create Pull Request
Redis Migrate to Azure Managed Redis ...cs/blob/main/articles/redis/migrate/migration-guide.md
High Priority View Details →
Scanned: 2026-01-11 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 Windows bias by referencing PowerShell cmdlets for exporting and importing Redis data, mentioning AzCopy (a Microsoft tool commonly used on Windows), and providing no Linux or cross-platform CLI examples. Windows tools and patterns are mentioned first and exclusively, with no parity for Linux users or alternative commands (e.g., Bash, Linux CLI, or cross-platform Azure CLI).
Recommendations
  • Provide equivalent Linux and macOS examples for exporting and importing Redis data, such as using Azure CLI or REST API instead of only PowerShell.
  • Mention cross-platform tools for copying files to Azure Storage, such as Azure CLI's 'az storage blob upload', or document how to use AzCopy on Linux/macOS.
  • Include Bash shell commands and instructions for Linux environments alongside PowerShell examples.
  • Clarify that PowerShell cmdlets can be run on Linux/macOS, or provide explicit instructions for those platforms.
  • Avoid referencing Windows tools exclusively or first; present cross-platform options together or in parallel sections.
GitHub Create Pull Request
Redis Azure Managed Redis with Azure Private Link ...cs/azure-docs/blob/main/articles/redis/private-link.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by presenting Azure PowerShell examples before Azure CLI examples, and by providing detailed PowerShell scripts for resource management tasks. The use of PowerShell is closely associated with Windows environments, and the documentation does not mention or provide parity for Linux-native tools or workflows (e.g., Bash, shell scripting, or Linux-specific guidance). The Azure portal instructions are platform-neutral, but the command-line automation sections prioritize Windows-centric tools and patterns.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Explicitly mention that Azure CLI commands work natively on Linux, macOS, and Windows, while PowerShell is primarily Windows-centric (though available cross-platform).
  • Provide Bash script examples for automation tasks, especially for Linux users.
  • Include notes or sections on Linux-specific considerations, such as package installation for Azure CLI, environment setup, and troubleshooting.
  • Avoid referring to PowerShell as the default or primary automation tool; instead, present both CLI and PowerShell as options.
  • Where possible, link to Linux-focused documentation or tutorials for Azure networking and Redis management.
GitHub Create Pull Request
Redis Scale an Azure Managed Redis instance ...cs/azure-docs/blob/main/articles/redis/how-to-scale.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 presenting PowerShell instructions before Azure CLI, referencing Azure PowerShell as a primary tool, and omitting explicit Linux shell examples. There is no mention of Linux-specific patterns, nor are Bash or shell script examples provided. The CLI examples are generic and do not clarify cross-platform usage.
Recommendations
  • Present Azure CLI instructions before PowerShell, as CLI is cross-platform and more commonly used on Linux and macOS.
  • Explicitly mention that Azure CLI commands can be run in Bash, zsh, or other Linux shells, and provide sample commands in those contexts.
  • Add notes or sections highlighting Linux/macOS usage, including installation and environment setup for Azure CLI.
  • Where PowerShell is referenced, clarify that it is available cross-platform, or provide equivalent Bash examples.
  • Review and update tool references to ensure parity between Windows and Linux, avoiding implicit prioritization of Windows tools.
GitHub Create Pull Request
Redis Quickstart: Use an Azure Redis cache in .NET Framework .../articles/redis/dotnet-how-to-use-azure-redis-cache.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 demonstrates a Windows bias by exclusively referencing Visual Studio (a Windows-centric IDE), providing instructions that assume a Windows environment (e.g., right-clicking in Visual Studio, using Ctrl+F5), and omitting any guidance for Linux or cross-platform development environments. There are no examples or instructions for using .NET on Linux (e.g., with VS Code, JetBrains Rider, or the dotnet CLI), nor are there any terminal-based or cross-platform installation steps.
Recommendations
  • Add instructions for setting up and running the sample using the dotnet CLI, which works on Linux, macOS, and Windows.
  • Include alternative IDEs/editors such as Visual Studio Code or JetBrains Rider, and provide steps for installing NuGet packages via the command line.
  • Explicitly mention that the .NET Framework is Windows-only, and provide .NET (Core/5/6/7/8+) examples that are cross-platform.
  • Show how to edit configuration files and run the app from the terminal on Linux/macOS.
  • Balance screenshots and instructions to include both Windows and Linux environments.
GitHub Create Pull Request
Redis Using Redis modules with Azure Managed Redis ...s/azure-docs/blob/main/articles/redis/redis-modules.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 Windows First
Summary
The documentation page references PowerShell and REST API alongside Azure CLI as management tools for configuring Redis modules, but it lists PowerShell before CLI and does not mention Linux-specific tools or provide Linux command-line examples. The only explicit tooling examples are REST API, Azure CLI, and PowerShell, with PowerShell documentation linked directly, suggesting a Windows-first approach. There are no Linux shell (bash) or cross-platform scripting examples, and no mention of Linux-specific patterns or considerations.
Recommendations
  • Provide explicit bash/Linux shell examples for configuring modules using Azure CLI.
  • Mention that Azure CLI is cross-platform and can be used on Linux, macOS, and Windows.
  • Include links to Azure CLI documentation before or alongside PowerShell documentation.
  • Add a note or section describing how Linux users can perform the same configuration steps, including sample commands.
  • Avoid listing PowerShell before CLI unless there is a technical reason; strive for parity in tool ordering and examples.
GitHub Create Pull Request
Redis How to configure Azure Managed Redis ...tDocs/azure-docs/blob/main/articles/redis/configure.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 for Azure Managed Redis demonstrates a Windows bias primarily through the exclusive mention of PowerShell in the 'Export template' section and by referencing Azure Resource Manager templates with PowerShell as the deployment method. There are no examples or instructions for Linux users (e.g., Bash, Azure CLI, or shell scripting), nor are Linux-specific tools or workflows mentioned. The documentation does not provide parity for Linux environments or alternative cross-platform approaches.
Recommendations
  • Include Azure CLI examples alongside PowerShell for template deployment and other automation tasks.
  • Reference Bash or shell scripting where relevant, especially for import/export or automation operations.
  • Explicitly mention cross-platform compatibility for all tools and workflows, clarifying which steps apply to Linux, macOS, and Windows.
  • Provide screenshots and instructions for both Windows and Linux environments in relevant sections.
  • Add notes or links to Linux-specific documentation or quickstarts where available.
GitHub Create Pull Request
Redis Use Microsoft Entra for cache authentication with Azure Managed Redis ...s/blob/main/articles/redis/entra-for-authentication.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 exhibits Windows bias primarily in the troubleshooting section, where only a PowerShell script is provided for token validation and diagnostics. There are no equivalent Linux or cross-platform command-line examples (such as Bash or shell scripts), nor are alternative tools or instructions for Linux users mentioned. The page assumes familiarity with PowerShell and Windows tooling, potentially excluding users on Linux or macOS platforms.
Recommendations
  • Provide equivalent troubleshooting scripts or instructions for Linux/macOS users, such as Bash or Python scripts.
  • Mention cross-platform tools (e.g., Azure CLI, REST API) for diagnostics and token validation, not just PowerShell.
  • Explicitly state platform compatibility for provided scripts and offer alternatives for non-Windows environments.
  • Add examples or links for Linux-based workflows where relevant, especially in troubleshooting and automation sections.
GitHub Create Pull Request
Redis Best practices for development for Azure Managed Redis ...blob/main/articles/redis/best-practices-development.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page for Azure Managed Redis demonstrates a mild Windows bias in the section describing data export operations, where PowerShell is mentioned as a tool for triggering exports before Linux equivalents (such as Azure CLI). There is no explicit Linux example or mention of Linux-specific tools or patterns, and the order of tool listing (portal, CLI, PowerShell, SDK) places PowerShell before SDK and does not clarify parity with Linux environments. No Linux shell commands or examples are provided anywhere in the document.
Recommendations
  • Explicitly mention and provide examples for both Azure CLI (cross-platform) and PowerShell when describing data export/import operations.
  • Ensure that Linux-compatible tools (such as Azure CLI and Bash scripts) are listed before or alongside Windows-specific tools like PowerShell.
  • Add sample Linux shell commands or scripts for common operations, such as exporting data, monitoring metrics, or connecting to Redis.
  • Clarify that all operations can be performed from Linux environments and provide links to relevant Linux documentation.
  • Review other sections for implicit Windows-first assumptions and ensure parity in guidance for Linux and macOS developers.
GitHub Create Pull Request
Redis Import and Export data in Azure Managed Redis .../blob/main/articles/redis/how-to-import-export-data.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 primarily by referencing PowerShell instructions before Azure CLI, and by not providing explicit Linux or cross-platform command examples for import/export automation. The FAQ section lists PowerShell instructions first, and the requirements section links to a .NET-based Azure Blob storage quickstart, which is typically associated with Windows environments. There are no Linux shell or cross-platform scripting examples, nor are Linux-specific tools or workflows mentioned.
Recommendations
  • Provide Linux shell (bash) and cross-platform scripting examples for import/export operations.
  • List Azure CLI instructions before or alongside PowerShell instructions to emphasize cross-platform support.
  • Include links to Azure Blob storage quickstarts for Python, Node.js, or bash, not just .NET.
  • Explicitly mention and demonstrate Linux workflows and tools where relevant.
  • Ensure screenshots and UI descriptions do not assume a Windows environment.
GitHub Create Pull Request
Redis Move from Basic, Standard, Premium, and Enterprise tiers to Azure Managed Redis ...s/blob/main/articles/redis/migrate/migrate-overview.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page exhibits Windows bias primarily through the exclusive mention and prioritization of Windows-centric tools and patterns, such as PowerShell cmdlets for export/import operations. There is no mention of Linux shell equivalents, nor are cross-platform CLI examples provided. The migration instructions reference PowerShell before any other method, and the only explicit tooling guidance for data export/import is Windows-specific. This could disadvantage Linux users or those working in cross-platform environments.
Recommendations
  • Provide equivalent Linux/bash CLI commands (e.g., using Azure CLI or REST API) alongside PowerShell examples for export/import operations.
  • Explicitly mention cross-platform tools and workflows, and ensure that instructions are not limited to Windows environments.
  • Add examples using Linux-native tools (such as az CLI, curl, or bash scripts) for common migration tasks.
  • Clarify which steps are platform-agnostic and which require platform-specific tooling, and offer alternatives where possible.
  • Include guidance for running migration tools (like redis-copy or RIOT) on both Windows and Linux, with example commands for each.
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