Azure Cache For Redis

68
Total Pages
43
Linux-Friendly Pages
25
Pages with Bias
36.8%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

189 issues found
Showing 51-75 of 189 flagged pages
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-managed-identity.md ...ticles/azure-cache-for-redis/cache-managed-identity.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 Missing Linux Example
Summary
The documentation demonstrates a Windows bias by prioritizing Azure PowerShell examples and references, which are most commonly used on Windows. While Azure CLI is mentioned (which is cross-platform), the PowerShell example is given equal prominence, and there are no explicit Linux-specific instructions, screenshots, or terminal examples. The portal instructions and screenshots are also Windows-centric, with no mention of Linux desktop environments or terminal usage. There is no guidance for Linux users regarding prerequisites, environment setup, or troubleshooting.
Recommendations
  • Add explicit Linux terminal examples, such as Bash commands and screenshots from Linux environments.
  • Clarify that Azure CLI is cross-platform and provide instructions for installing and using it on Linux.
  • Deprioritize or supplement PowerShell examples with Bash equivalents, especially for tasks that can be performed with Azure CLI.
  • Include troubleshooting steps or notes relevant to Linux users (e.g., file permissions, environment variables).
  • Ensure screenshots and UI references are not Windows-specific, or provide alternative views for Linux users where relevant.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-administration.md ...articles/azure-cache-for-redis/cache-administration.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 Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by exclusively referencing PowerShell cmdlets for management tasks such as rebooting and scheduling updates. No examples or instructions are provided for Linux users (e.g., Bash, Azure CLI, or REST API), and Windows/PowerShell tooling is mentioned first and exclusively in relevant sections. This limits accessibility and parity for users on Linux or macOS platforms.
Recommendations
  • Add equivalent Azure CLI commands for all management tasks (reboot, flush, schedule updates) alongside PowerShell examples.
  • Include Bash shell examples and REST API usage where applicable.
  • Explicitly mention cross-platform support and clarify which tools work on Linux/macOS.
  • Reorder sections or provide parallel instructions so that Linux-friendly tools (Azure CLI, REST API) are presented alongside or before Windows/PowerShell tools.
  • Provide links to official Azure CLI documentation for Redis management.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-upgrade.md ...articles/azure-cache-for-redis/cache-how-to-upgrade.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page demonstrates a Windows bias by providing upgrade instructions using Windows-centric tools such as PowerShell and the Azure portal (which is most commonly accessed from Windows environments). The PowerShell example is given explicitly, and there are no equivalent Linux shell (bash) or cross-platform scripting examples. The CLI examples use Azure CLI, which is cross-platform, but the presence of PowerShell instructions and the lack of Linux-specific guidance or parity in examples suggest a bias towards Windows users. Additionally, the documentation refers to the Azure portal UI navigation, which is more familiar to Windows users, and does not mention Linux desktop alternatives or command-line-only workflows.
Recommendations
  • Add Linux shell (bash) examples for upgrading Redis, especially using Azure CLI from a Linux terminal.
  • Include instructions for using cross-platform tools (e.g., Azure CLI) as the primary example, and move PowerShell examples to a dedicated section for Windows users.
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, and provide sample commands for Linux environments.
  • Consider adding screenshots or descriptions for Linux desktop environments if UI navigation is relevant.
  • Ensure that any references to tools or workflows are presented in a platform-neutral way, or provide parallel instructions for both Windows and Linux users.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-scale.md ...n/articles/azure-cache-for-redis/cache-how-to-scale.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 First 🔧 Windows Tools
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is consistently presented as a primary tool for scaling operations, with detailed examples and references. In most sections, PowerShell instructions precede Azure CLI instructions, and the documentation refers to PowerShell-specific cmdlets. There is no mention of Linux-native tools or shell scripting (e.g., Bash), nor are there examples using Linux command-line environments. The page assumes familiarity with PowerShell, which is traditionally a Windows-centric tool, even though Azure CLI is cross-platform.
Recommendations
  • Add explicit Bash shell examples for Azure CLI commands, showing usage in Linux/macOS terminals.
  • Clarify that Azure CLI commands are cross-platform and can be run on Linux, macOS, and Windows.
  • Where PowerShell is mentioned, note that Azure PowerShell is available on Linux and macOS, but also provide Bash alternatives.
  • Consider reordering examples so that Azure CLI (the most cross-platform tool) is presented before PowerShell.
  • Add a short section or note about scaling using REST API calls or SDKs, which are platform-neutral.
  • Avoid language that implies PowerShell is the default or preferred method, and instead present both PowerShell and CLI as equal options.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-configure.md ...main/articles/azure-cache-for-redis/cache-configure.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 First Missing Linux Example
Summary
The documentation page for configuring Azure Cache for Redis demonstrates a Windows bias primarily through the use of PowerShell as the only example for configuring certain settings (e.g., 'databases' during cache creation). There is a lack of Linux-specific examples or parity in command-line instructions, and Windows/PowerShell tools are mentioned before or instead of Linux equivalents. This may make it less accessible for Linux users or those who prefer cross-platform CLI tools.
Recommendations
  • Provide equivalent Azure CLI examples alongside PowerShell instructions for all configuration tasks, especially for settings like 'databases' during cache creation.
  • Explicitly mention cross-platform tools (e.g., Azure CLI, REST API) before or alongside Windows/PowerShell tools.
  • Include Linux-specific instructions or screenshots where relevant, such as using bash or shell scripting for automation.
  • Ensure that all examples and references to management clients are balanced between Windows and Linux environments.
  • Add a section or note clarifying that all operations can be performed from Linux, macOS, and Windows, and link to cross-platform guides.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-premium-vnet.md ...les/azure-cache-for-redis/cache-how-to-premium-vnet.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates Windows bias primarily in the section on verifying cache connectivity, where only the Windows-specific tcping.exe tool is mentioned and shown in an example. No Linux alternatives or cross-platform instructions are provided for this connectivity test. Additionally, the use of Windows-centric terminology and tools (e.g., .exe extension, StackExchange.Redis example without platform context) may implicitly prioritize Windows users and workflows.
Recommendations
  • Include Linux equivalents for connectivity testing, such as using 'nc' (netcat), 'telnet', or 'tcping' for Linux (available via package managers).
  • Provide example commands for both Windows and Linux platforms when demonstrating network tests or client connectivity.
  • Explicitly mention cross-platform tools or provide links to installation instructions for Linux users.
  • Avoid using only Windows-specific tools in examples; if a tool is cross-platform, clarify its usage on both Windows and Linux.
  • Where sample client applications are referenced, clarify that they can be run on both Windows and Linux VMs, and provide instructions or code samples for both environments.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-retired-features.md ...ticles/azure-cache-for-redis/cache-retired-features.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 mentions PowerShell as a way to trigger the Redis version upgrade, but does not provide equivalent Linux-specific examples (such as Bash or shell commands). It lists PowerShell alongside REST API and Azure CLI, but does not clarify cross-platform usage or provide parity in examples for Linux users. There is also a lack of explicit mention of Linux tools or patterns, and no examples for Linux users are given.
Recommendations
  • Add explicit Bash or shell command examples for triggering upgrades via Azure CLI on Linux.
  • Clarify that Azure CLI and REST API are cross-platform and provide usage examples for both Windows (PowerShell) and Linux (Bash).
  • Avoid listing PowerShell before Linux-friendly options unless both are given equal prominence.
  • Include notes or links for Linux users on how to perform the same actions using their preferred tools.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-migration-guide.md ...rticles/azure-cache-for-redis/cache-migration-guide.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 Windows bias by referencing Windows-specific tools (AzCopy), providing PowerShell cmdlet examples (Import-AzRedisCache, Export-AzRedisCache), and omitting equivalent Linux/Unix command-line instructions. Windows tools and patterns are mentioned before any cross-platform or Linux alternatives, and there are no explicit Linux shell or CLI examples for migration steps.
Recommendations
  • Include Linux/Unix command-line examples for copying RDB files, such as using 'scp', 'rsync', or Azure CLI ('az storage blob upload').
  • Provide Bash shell examples for importing and exporting Redis data, alongside PowerShell cmdlets.
  • Mention cross-platform tools and clarify which steps are OS-agnostic.
  • Add explicit instructions for performing migration tasks from Linux environments, ensuring parity with Windows guidance.
  • List both Windows and Linux options when referencing tools (e.g., 'You can use AzCopy (Windows) or Azure CLI (Linux/Mac) for this task').
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-troubleshoot-connectivity.md ...ure-cache-for-redis/cache-troubleshoot-connectivity.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias in the 'Test connectivity' section by recommending the use of PSPING in Azure PowerShell to test connectivity, without providing an equivalent Linux example or tool. Windows-specific tools and patterns are mentioned exclusively and before any Linux alternatives, despite the presence of a section on Linux-based client applications elsewhere in the document.
Recommendations
  • Provide Linux equivalents for connectivity testing, such as using 'nc' (netcat), 'telnet', or 'redis-cli' with appropriate flags.
  • When introducing troubleshooting steps, present both Windows and Linux options side-by-side, or at least mention Linux alternatives immediately after Windows examples.
  • Avoid recommending Windows-only tools (like PSPING) without noting cross-platform alternatives.
  • Include explicit Linux command-line examples for common troubleshooting tasks, especially in sections where Windows tools are referenced.
  • Review other sections to ensure parity in tool recommendations and troubleshooting steps for both platforms.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-remove-tls-10-11.md ...ticles/azure-cache-for-redis/cache-remove-tls-10-11.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 First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by providing only PowerShell scripts and examples for checking and configuring TLS settings on Azure Cache for Redis. There are no equivalent Linux or cross-platform command-line examples (e.g., Bash, OpenSSL, curl, or Azure CLI for existing caches). Windows-specific tools and patterns (PowerShell, .NET Framework references) are mentioned first and exclusively, while Linux workflows and tools are omitted.
Recommendations
  • Provide equivalent Linux/Bash scripts for checking TLS support, using tools like openssl or curl.
  • Include Azure CLI examples for checking and configuring TLS settings, especially for existing caches.
  • Add instructions for using cross-platform tools (e.g., Python scripts, Bash) to verify TLS versions.
  • Ensure that examples and instructions are presented for both Windows and Linux environments, or use platform-neutral approaches where possible.
  • Reference Linux-specific considerations for .NET Core and other client libraries, especially where OS-level TLS defaults differ.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-overview.md .../main/articles/azure-cache-for-redis/cache-overview.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page for Azure Cache for Redis demonstrates a subtle Windows bias. It references Windows-centric technologies (such as ASP.NET and Output Cache Provider) as primary examples for content caching, and the 'Related content' section lists multiple .NET/ASP.NET guides before other languages. There are no explicit Linux or cross-platform examples for key scenarios like content caching, and Linux-specific tools or deployment patterns are not mentioned.
Recommendations
  • Add examples and references for Linux-based web frameworks (e.g., Django, Flask, Express) in the content caching scenario.
  • Mention cross-platform or Linux-native tools and patterns for integrating Azure Cache for Redis, such as NGINX, Apache, or other popular Linux web servers.
  • Balance the 'Related content' section by listing Linux/OSS framework guides (Node.js, Python, Java) before or alongside Windows/.NET guides.
  • Clarify that Azure Cache for Redis is equally suitable for Linux-based applications and provide links to Linux deployment guides.
  • Include examples of configuring Redis caching in popular Linux environments or containers.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-vnet-migration.md ...articles/azure-cache-for-redis/cache-vnet-migration.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 Windows First
Summary
The documentation page exhibits Windows bias in several ways: PowerShell cmdlets are referenced for export/import operations before mentioning general instructions, and AzCopy (a Microsoft tool commonly used on Windows) is suggested for file transfers without mentioning Linux alternatives. No Linux shell or CLI examples are provided, and the migration steps prioritize Windows-centric tooling and patterns.
Recommendations
  • Provide equivalent Linux CLI examples (e.g., Azure CLI, Bash scripts) alongside PowerShell cmdlets for export/import operations.
  • Mention and demonstrate cross-platform tools for file transfers, such as Azure CLI's 'az storage blob upload' or 'azcopy' usage on Linux/macOS.
  • Explicitly state that all migration steps can be performed on Linux, macOS, and Windows, and provide sample commands for each platform.
  • Avoid referencing Windows tools or patterns first; present platform-neutral instructions or alternate between platforms.
  • Add notes or links to documentation for Linux/macOS users where applicable.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-best-practices-scale.md ...es/azure-cache-for-redis/cache-best-practices-scale.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page references PowerShell cmdlets as a primary method for programmatic scaling, which is a Windows-centric tool. While Azure CLI and REST API are mentioned, PowerShell is listed first, and no explicit Linux shell or command-line examples are provided. There is no mention of Linux-specific tools or workflows, and the examples and instructions do not demonstrate parity for Linux users.
Recommendations
  • Provide explicit Linux shell (bash) examples for scaling operations using Azure CLI.
  • List Azure CLI before PowerShell when describing cross-platform options to avoid Windows-first bias.
  • Clarify that Azure CLI and REST API are fully supported on Linux and macOS, and provide example commands for those platforms.
  • Include notes or links to documentation for Linux users on installing and using Azure CLI.
  • Avoid referencing PowerShell as the default or primary method unless it is truly platform-agnostic.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-troubleshoot-connectivity.md ...ure-cache-for-redis/cache-troubleshoot-connectivity.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias in the 'Test connectivity' section, where the use of the Windows-only 'psping' tool in Azure PowerShell is suggested as the alternative to redis-cli, without providing an equivalent Linux command or tool. The Windows tool is mentioned first and exclusively, and there is no example for Linux users on how to perform the same connectivity test. Other sections mention Linux (e.g., TCP settings), but do not provide parity in troubleshooting commands or tools.
Recommendations
  • Provide Linux equivalents for all troubleshooting commands, such as using 'nc' (netcat), 'telnet', or 'nmap' for connectivity testing.
  • When suggesting tools, mention cross-platform options first or side-by-side, rather than Windows-only tools.
  • Add explicit Linux command examples for connectivity testing, e.g., 'nc <cachename> <port>' or 'telnet <cachename> <port>'.
  • Clarify which tools are platform-specific and offer alternatives for other platforms.
  • Review all troubleshooting steps to ensure Linux users have clear, actionable guidance matching Windows users.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-retired-features.md ...ticles/azure-cache-for-redis/cache-retired-features.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation references PowerShell as a method to trigger the Redis version upgrade, and mentions Azure CLI and REST API. However, it does not provide explicit Linux-oriented examples or mention Linux-specific tools or shell commands. The order of tools listed (REST API, Azure CLI, PowerShell) is neutral, but PowerShell is highlighted as a command-line option without clarifying cross-platform usage. There are no Linux shell (bash) examples or references to Linux environments.
Recommendations
  • Add explicit bash or Linux shell command examples for triggering Redis upgrades using Azure CLI.
  • Clarify that PowerShell is available cross-platform, or provide equivalent bash commands for Linux users.
  • Include references to Linux environments and tools where applicable, ensuring parity in instructions and examples.
  • Consider adding a section or note for Linux users on how to perform common tasks described in the documentation.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-vnet-migration.md ...articles/azure-cache-for-redis/cache-vnet-migration.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page exhibits a moderate Windows bias. PowerShell cmdlets are mentioned as primary options for exporting and importing RDB files, and AzCopy (a Microsoft tool often associated with Windows) is recommended for file transfer. No Linux-specific CLI examples (such as Bash, Azure CLI, or Linux file transfer tools) are provided, and Windows-oriented tools are referenced before any cross-platform or Linux alternatives.
Recommendations
  • Add Azure CLI examples for exporting and importing Redis cache data, alongside PowerShell.
  • Include Linux/Bash command-line instructions for copying RDB files, such as using 'scp', 'rsync', or 'curl' in addition to AzCopy.
  • Explicitly mention that AzCopy is cross-platform and provide installation/use instructions for Linux/macOS.
  • Provide sample migration steps using Linux VMs and native Linux tools, not just generic VM creation.
  • Ensure that all tooling references (PowerShell, AzCopy) are balanced with Linux equivalents or alternatives.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-premium-vnet.md ...les/azure-cache-for-redis/cache-how-to-premium-vnet.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates Windows bias primarily by providing only Windows-specific tooling and examples (e.g., 'tcping.exe'), omitting equivalent Linux commands or tools. The example for verifying connectivity uses a Windows executable without mentioning Linux alternatives. No PowerShell scripts are present, but the documentation assumes a Windows environment for connectivity checks and troubleshooting, and does not provide parity for Linux users.
Recommendations
  • Include Linux equivalents for all Windows-only tools mentioned (e.g., suggest 'nc', 'nmap', or 'tcping' for Linux when discussing connectivity checks).
  • Provide example commands for both Windows and Linux environments when demonstrating how to verify connectivity or troubleshoot network issues.
  • Explicitly mention cross-platform compatibility for client applications and diagnostic tools.
  • Where a tool is Windows-specific, add a note or table listing alternatives for Linux/macOS users.
  • Review all examples and instructions to ensure they do not assume a Windows-only environment and offer guidance for users on other platforms.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-migration-guide.md ...rticles/azure-cache-for-redis/cache-migration-guide.md
High Priority View Details →
Scanned: 2026-01-08 00:53
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 referencing Windows-specific tools (AzCopy, PowerShell cmdlets) for migration tasks, mentioning them before or instead of Linux alternatives. No Linux CLI or cross-platform examples are provided for steps like copying RDB files or importing/exporting data, and instructions for PowerShell are given without Bash or shell equivalents.
Recommendations
  • Provide Linux and macOS equivalents for all migration steps, such as using 'curl', 'wget', or 'Azure CLI' for copying files instead of only AzCopy.
  • Include Bash or shell script examples alongside PowerShell cmdlets for import/export operations.
  • Mention cross-platform tools and patterns first, or at least in parallel with Windows-specific ones.
  • Clarify that AzCopy and PowerShell are available on Linux/macOS, or suggest alternatives if not.
  • Add explicit Linux-focused migration walkthroughs, including file path conventions and command-line usage.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-overview.md .../main/articles/azure-cache-for-redis/cache-overview.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a subtle Windows bias. It references ASP.NET and the Redis Output Cache Provider, which are Windows-centric technologies, in the content caching pattern section. These are mentioned before any Linux or cross-platform equivalents. There are no explicit examples or instructions for Linux tools or deployment patterns, and no mention of Linux-specific integration, even though Redis is widely used on Linux. The related content section lists .NET Framework and ASP.NET guides before cross-platform languages, reinforcing a Windows-first approach. There are no PowerShell-heavy examples, but the overall framing and examples favor Windows technologies.
Recommendations
  • Add examples and references for Linux-based web frameworks (e.g., Django, Flask, Express.js) in the content caching and session store sections.
  • Mention and link to Linux deployment guides or CLI usage (e.g., Bash, systemd integration) alongside Windows/ASP.NET examples.
  • Ensure parity in related content by listing cross-platform and Linux-first guides (Node.js, Python, Java) before or alongside Windows/.NET guides.
  • Highlight Redis usage patterns and integration for both Windows and Linux environments, including containerization (Docker) and orchestration (Kubernetes).
  • Include explicit instructions or notes for Linux users where configuration or integration may differ from Windows.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-scale.md ...n/articles/azure-cache-for-redis/cache-how-to-scale.md
High Priority View Details →
Scanned: 2025-09-07 00:00
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation demonstrates a moderate Windows bias. PowerShell is consistently presented as a primary automation example, often before Azure CLI. All automation examples use either Azure PowerShell or Azure CLI, with no mention of Bash, shell scripting, or Linux-native tools. The documentation refers to PowerShell cmdlets and patterns, which are more familiar to Windows users, and does not provide parity for Linux users beyond the Azure CLI. There are no explicit Linux-specific instructions or examples, and the sample code references (e.g., StackExchange.Redis, ASP.NET) are .NET-centric, further reinforcing a Windows-oriented perspective.
Recommendations
  • Provide Bash or shell script equivalents for all PowerShell examples, especially for common scaling operations.
  • Explicitly mention that Azure CLI commands work cross-platform and, where relevant, show them in a Bash context (e.g., with environment variables or piping).
  • Add a section or callout for Linux users, clarifying that all operations can be performed from Linux/macOS using Azure CLI, and link to Azure CLI installation instructions for those platforms.
  • Include at least one example using a Linux-native tool (e.g., curl with the Azure REST API) for advanced users.
  • Balance .NET/PowerShell sample code with Python or Node.js examples, which are more common in Linux environments.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-active-geo-replication.md ...cache-for-redis/cache-how-to-active-geo-replication.md
High Priority View Details →
Scanned: 2025-09-07 00:00
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for configuring active geo-replication, but it gives equal prominence to PowerShell (a Windows-centric tool) without mentioning Linux-specific tools or workflows. There are no explicit Linux shell (bash) examples, and PowerShell is presented as a primary automation method alongside CLI, which may not be as familiar or available to Linux users. The document also lacks any mention of Linux-specific considerations or parity checks for cross-platform users.
Recommendations
  • Add explicit bash shell examples for all CLI commands, showing usage in a typical Linux environment.
  • Clarify that Azure CLI is fully cross-platform and can be used on Windows, Linux, and macOS, while PowerShell examples are primarily for Windows users (unless PowerShell Core is being targeted).
  • Provide notes or links for installing and using Azure CLI on Linux.
  • If PowerShell Core (cross-platform) is supported, clarify this and provide installation instructions for Linux/macOS users.
  • Consider including a section or callout for Linux/macOS users, highlighting any differences or confirming parity.
  • Ensure screenshots and UI descriptions are not Windows-specific (e.g., avoid showing only Windows-style UI if there are differences).
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-redis-cli-tool.md ...s/azure-cache-for-redis/cache-how-to-redis-cli-tool.md
High Priority View Details →
Scanned: 2025-09-07 00:00
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation demonstrates a moderate Windows bias. Windows is mentioned first or with special emphasis in several sections, such as recommending Windows Subsystem for Linux (WSL) as the primary way to use redis-cli on Windows, and referencing Windows Terminal. Azure PowerShell is listed alongside Azure CLI for retrieving cache keys, and is mentioned before the Azure portal in some places. There are no Linux-specific tools or shell examples beyond the initial installation, and the guidance for Windows users is to use Linux tools via WSL rather than native Windows solutions.
Recommendations
  • Provide native redis-cli installation or usage instructions for Windows without requiring WSL, such as using precompiled binaries or Docker.
  • When listing methods to retrieve cache keys, alternate the order or mention Azure CLI and Azure PowerShell together, and ensure parity in example depth.
  • Include explicit Linux and macOS terminal examples where relevant, not just generic 'console' blocks.
  • Avoid recommending Windows-specific tools (like Windows Terminal) unless also mentioning Linux/macOS equivalents.
  • Consider a dedicated section for each OS (Linux, Windows, macOS) to ensure equal clarity and visibility.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-active-geo-replication.md ...cache-for-redis/cache-how-to-active-geo-replication.md
High Priority View Details →
Scanned: 2025-09-06 00:00
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for configuring active geo-replication, but it demonstrates a Windows bias by including PowerShell examples (which are traditionally Windows-centric) and not mentioning or providing Linux shell (bash) equivalents. The CLI examples are generic, but there is no explicit guidance or examples for Linux users (e.g., bash scripts, shell environment notes). PowerShell is presented equally alongside CLI, which may confuse or disadvantage Linux users who do not use PowerShell. There are no references to Linux-specific tools or workflows, and the document does not clarify cross-platform compatibility for the CLI or PowerShell commands.
Recommendations
  • Explicitly state that Azure CLI commands work cross-platform (Windows, Linux, macOS) and can be run in bash or other shells.
  • Provide bash (Linux shell) script examples alongside PowerShell, or clarify that the CLI examples are intended for use in any shell.
  • If PowerShell is included, clarify that PowerShell Core is available on Linux and macOS, or provide links to installation instructions.
  • Add a note or section for Linux/macOS users, highlighting any differences or confirming parity.
  • Avoid presenting PowerShell examples before or equally with CLI unless there is a clear need, as CLI is more universally accessible.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-redis-cli-tool.md ...s/azure-cache-for-redis/cache-how-to-redis-cli-tool.md
High Priority View Details →
Scanned: 2025-09-05 00:00
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation page demonstrates a mild Windows bias. Windows-specific tools (WSL, Windows Terminal) are mentioned prominently, and instructions for Windows users are detailed, including guidance to use WSL to run Linux commands. Azure PowerShell is referenced alongside Azure CLI for retrieving cache keys, and Windows terminology (e.g., 'console', 'terminal') is used more frequently than Linux equivalents. Linux installation instructions are present, but Windows users are directed to use Linux tools via WSL rather than native Windows alternatives. There are no Linux-specific troubleshooting or usage examples, and Azure PowerShell is mentioned before Azure CLI in some places.
Recommendations
  • Provide native Windows redis-cli installation instructions (e.g., via pre-built binaries or Chocolatey) rather than requiring WSL.
  • Ensure Azure CLI examples are given equal prominence to Azure PowerShell, and consider listing CLI before PowerShell for cross-platform parity.
  • Include Linux-specific troubleshooting or usage examples, such as using redis-cli in a bash shell.
  • Use neutral terminology for shells and terminals (e.g., 'command prompt', 'terminal') and clarify when instructions apply to all platforms.
  • Explicitly mention that redis-cli commands are identical across platforms, and highlight any platform-specific caveats.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-active-geo-replication.md ...cache-for-redis/cache-how-to-active-geo-replication.md
High Priority View Details →
Scanned: 2025-09-01 00:00
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for configuring active geo-replication, but does not include any Linux- or Unix-specific shell examples (e.g., Bash). PowerShell, which is traditionally associated with Windows, is given equal prominence to the Azure CLI, and there are no explicit Linux command-line or scripting examples. The documentation does not mention Linux tools or patterns, and all portal instructions are platform-agnostic, but the scripting focus is on Windows-centric tools.
Recommendations
  • Add explicit Bash shell examples for Azure CLI commands, showing usage in a typical Linux environment (e.g., with environment variables, piping, or jq for output parsing).
  • Clarify that Azure CLI commands are cross-platform and can be run on Linux, macOS, and Windows, possibly providing a note or section on installing and using Azure CLI on Linux.
  • If PowerShell is included, consider mentioning PowerShell Core (pwsh) for cross-platform compatibility, or clarify when examples are for Windows PowerShell vs. PowerShell Core.
  • Include troubleshooting or scripting tips relevant to Linux users (e.g., using shell scripts to automate cache creation or monitoring).
  • Ensure parity in documentation by providing at least one end-to-end example using a Linux shell environment.
GitHub Create Pull Request
← Previous Page 3 of 8 Next →