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 126-150 of 189 flagged pages
Azure Cache For Redis Best practices for memory management ...he-for-redis/cache-best-practices-memory-management.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation mentions Azure PowerShell before Azure CLI and REST API when describing programmatic cache scaling, which subtly prioritizes Windows-centric tooling. No Linux-specific examples or tools are provided, and the ordering of tools may reinforce a Windows-first perspective.
Recommendations
  • List Azure CLI before Azure PowerShell when mentioning cross-platform tools, or alternate the order to avoid implicit prioritization.
  • Explicitly state that both Azure CLI and PowerShell are cross-platform, and provide links or examples for both.
  • Include Linux-specific guidance or examples where relevant, such as using Bash scripts or Linux monitoring tools.
  • Review related documentation to ensure parity in examples and tool coverage for both Windows and Linux environments.
GitHub Create Pull Request
Azure Cache For Redis Configure a virtual network - Premium-tier Azure Cache for Redis instance ...les/azure-cache-for-redis/cache-how-to-premium-vnet.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page provides a connectivity verification example using the Windows-only tcping.exe tool, without mentioning Linux alternatives or providing Linux-specific instructions. The example command is for Windows, and there is no mention of how to perform equivalent checks on Linux systems. No PowerShell-specific commands or Windows-only tools are otherwise referenced, but the lack of Linux parity in examples and troubleshooting steps indicates a Windows-first bias.
Recommendations
  • Include Linux equivalent commands and tools for connectivity verification, such as using 'nc', 'telnet', or 'tcping' (available via package managers) on Linux.
  • Provide example commands for both Windows and Linux environments when demonstrating connectivity or troubleshooting steps.
  • Explicitly mention cross-platform tools and their installation instructions for both operating systems.
  • Where a tool is Windows-only (e.g., tcping.exe), suggest open-source or native alternatives for Linux users.
GitHub Create Pull Request
Azure Cache For Redis What's New in Azure Cache for Redis ...main/articles/azure-cache-for-redis/cache-whats-new.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation page demonstrates mild Windows bias by referencing Windows-specific tools (PowerShell) and listing them before cross-platform alternatives (Azure CLI, REST API, SDKs) when discussing how to create Redis instances or specify Redis versions. There are no explicit Linux-only examples or Linux-first instructions, and no PowerShell-heavy command examples, but Windows tooling is mentioned first in key artifact tables.
Recommendations
  • List cross-platform tools (such as Azure CLI) before Windows-specific tools (such as PowerShell) in tables and instructions.
  • Provide explicit Linux usage examples or mention Linux shell equivalents where PowerShell is referenced.
  • Add examples or references for Linux-native workflows (e.g., bash, shell scripts, systemd integration) where appropriate.
  • Ensure that documentation for command-line operations includes both Windows and Linux instructions, or uses platform-neutral tools by default.
GitHub Create Pull Request
Azure Cache For Redis Azure Cache for Redis Event Grid Overview ...ain/articles/azure-cache-for-redis/cache-event-grid.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation lists PowerShell (a Windows-centric tool) as a primary method for interacting with Azure Cache for Redis events, both in the quickstart table and in the 'Next steps' section. PowerShell is mentioned before Azure CLI, which is more cross-platform. There are no explicit Linux-specific examples or mentions of Linux tools, and the documentation does not clarify parity or differences between platforms.
Recommendations
  • Ensure Azure CLI examples are presented before or alongside PowerShell to emphasize cross-platform support.
  • Add explicit notes or examples for Linux users, such as bash scripts or Linux-specific instructions.
  • Clarify that Azure CLI is available on Windows, Linux, and macOS, and is recommended for cross-platform automation.
  • Consider including a section on platform compatibility for each tool mentioned.
  • If PowerShell is referenced, mention that PowerShell Core is available on Linux and macOS, or link to relevant installation guides.
GitHub Create Pull Request
Azure Cache For Redis Configure a virtual network - Premium-tier Azure Cache for Redis instance ...les/azure-cache-for-redis/cache-how-to-premium-vnet.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation provides a connectivity verification example using 'tcping.exe', a Windows-only tool, and does not mention Linux equivalents or provide Linux-specific instructions. The example is given in Windows syntax, and no Linux command-line alternatives (such as 'tcping' for Linux, 'nc', or 'nmap') are referenced. This demonstrates a Windows-first approach and omits Linux parity in practical guidance.
Recommendations
  • Include Linux equivalents for connectivity verification, such as 'tcping' (available via package managers), 'nc' (netcat), or 'nmap' commands.
  • Provide example commands for both Windows and Linux environments when demonstrating network testing or cache client setup.
  • Explicitly mention cross-platform tools or note differences in usage between Windows and Linux.
  • Where a tool is Windows-only, suggest installation or usage alternatives for Linux users.
GitHub Create Pull Request
Azure Cache For Redis What is Azure Cache for Redis? .../main/articles/azure-cache-for-redis/cache-overview.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Aspnet Heavy
Summary
The documentation page shows mild Windows bias by highlighting ASP.NET and .NET usage scenarios before mentioning other platforms. The 'Content cache' pattern specifically references the Redis Output Cache Provider for ASP.NET, and the related content section lists .NET/ASP.NET examples before Node.js, Java, and Python. There are no explicit PowerShell or Windows-only tool references, but the ordering and emphasis suggest a Windows-first perspective.
Recommendations
  • In the 'Content cache' pattern, mention equivalent solutions for popular Linux web frameworks (e.g., Django, Flask, Express) and how they can leverage Azure Cache for Redis.
  • In the related content section, alternate or randomize the order of platform-specific quickstarts to avoid Windows/.NET-first ordering.
  • Add explicit examples or references for Linux-based deployment and usage patterns, such as integration with NGINX, Apache, or Linux-based application stacks.
  • Ensure that any tooling or configuration instructions (in related docs) include both Windows and Linux command-line examples (e.g., Bash, CLI, not just PowerShell).
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-best-practices-memory-management.md ...he-for-redis/cache-best-practices-memory-management.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation references Azure PowerShell before Azure CLI and REST API when discussing programmatic cache scaling, which subtly prioritizes Windows-centric tooling. No explicit Linux examples or Linux-specific tools are mentioned, and PowerShell (primarily associated with Windows) is listed first, suggesting a Windows-first approach.
Recommendations
  • List Azure CLI before Azure PowerShell when mentioning programmatic operations, as CLI is cross-platform and widely used on Linux.
  • Provide explicit Linux usage examples or mention Linux-native tools where relevant.
  • Clarify that both Azure CLI and PowerShell are cross-platform, and provide links or guidance for Linux users.
  • Ensure that documentation examples and tool references are balanced between Windows and Linux environments.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-event-grid.md ...ain/articles/azure-cache-for-redis/cache-event-grid.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation lists PowerShell (a Windows-centric tool) as one of the three main quickstart options for interacting with Azure Cache for Redis events, and it is mentioned before Azure CLI (which is more cross-platform). There is no explicit mention of Linux-specific tools or workflows, nor are there examples tailored for Linux users. The documentation implicitly prioritizes Windows/PowerShell by listing it before Azure CLI and omitting Linux shell examples.
Recommendations
  • Add explicit Linux/Bash examples or quickstarts alongside PowerShell, demonstrating equivalent workflows for Linux users.
  • Ensure Azure CLI examples are clearly marked as cross-platform and provide sample commands in Bash syntax.
  • Consider listing Azure CLI before PowerShell in tables and 'Next steps' sections to avoid implicit Windows-first ordering.
  • Mention that Azure CLI and REST API approaches work on Linux, macOS, and Windows, and provide links to Linux-specific guidance where appropriate.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-private-link.md ...n/articles/azure-cache-for-redis/cache-private-link.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation page demonstrates a moderate Windows bias. Azure PowerShell examples are presented before Azure CLI examples, and scripting instructions are primarily given in PowerShell syntax. There are no Linux-specific shell examples (e.g., Bash), nor is there mention of Linux tools or workflows. The portal-based instructions are platform-neutral, but command-line guidance leans toward Windows/PowerShell users.
Recommendations
  • Present Azure CLI (cross-platform) examples before or alongside PowerShell examples to avoid Windows-first ordering.
  • Include Bash shell script examples for Linux users, especially for tasks like DNS resolution (e.g., using 'dig' or 'host' in addition to 'nslookup').
  • Explicitly mention that Azure CLI works on Linux, macOS, and Windows, and provide installation links for all platforms.
  • Where PowerShell is referenced, clarify that PowerShell Core is available cross-platform, or provide alternative commands for Linux users.
  • Add troubleshooting and verification steps using Linux-native tools (e.g., 'curl', 'ping', 'dig') in relevant sections.
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
Medium Priority View Details →
Scanned: 2025-09-01 00:00
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation provides examples for scaling Azure Cache for Redis using the Azure portal, Azure PowerShell, and Azure CLI. However, PowerShell examples are consistently presented before Azure CLI examples, and there is a notable emphasis on PowerShell cmdlets throughout the document. There are no explicit Linux-specific tools or shell examples (such as Bash), and the CLI examples are not contextualized for Linux users. This ordering and focus may implicitly favor Windows users and workflows.
Recommendations
  • Alternate the order of PowerShell and Azure CLI examples, or present Azure CLI examples first to avoid implicit prioritization of Windows tools.
  • Explicitly mention that Azure CLI commands work cross-platform (Windows, Linux, macOS) and provide Bash shell context where appropriate.
  • Add Linux/Bash-specific example blocks or notes, especially for common scenarios such as scripting or automation.
  • Consider including a table or section summarizing tool availability and usage across different operating systems.
  • Where PowerShell is referenced, clarify that PowerShell Core is available cross-platform, or provide equivalent Bash commands if possible.
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
Medium Priority View Details →
Scanned: 2025-09-01 00:00
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First 🔧 Windows Tools
Summary
The documentation demonstrates a mild Windows bias. While installation instructions are provided for both Linux and Windows, the Windows section directs users to install WSL (Windows Subsystem for Linux) rather than providing a native Windows redis-cli solution or mentioning third-party Windows builds. Additionally, throughout the document, references to Windows tools (such as Windows Terminal and WSL) are made, and the Azure PowerShell method is mentioned alongside the Azure CLI for retrieving cache keys, which may reinforce a Windows-centric workflow.
Recommendations
  • Provide explicit instructions or references for native Windows redis-cli binaries or trusted third-party builds, if available, rather than only recommending WSL.
  • Present Linux and Windows installation instructions with equal detail and prominence, possibly side-by-side.
  • When listing methods to retrieve cache keys, mention Azure CLI (cross-platform) before Azure PowerShell (Windows-centric), or clarify that both are available on all major platforms.
  • When referencing terminals, mention cross-platform options (e.g., Windows Terminal, GNOME Terminal, macOS Terminal) rather than focusing on Windows tools.
  • Explicitly state that redis-cli commands are the same across platforms to reinforce parity.
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
Medium Priority View Details →
Scanned: 2025-08-31 00:01
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation provides both Azure PowerShell and Azure CLI examples for scaling Azure Cache for Redis, but PowerShell examples are consistently presented before Azure CLI. This ordering, along with the prominence of PowerShell (a Windows-centric tool), may suggest a Windows-first bias. However, the presence of Azure CLI examples ensures Linux users are not excluded. There are no examples or instructions that are strictly Windows-only, and no exclusive mention of Windows tools or patterns. No Linux-specific tools or shell examples (e.g., Bash scripts) are provided.
Recommendations
  • Alternate the order of PowerShell and Azure CLI examples, or present Azure CLI examples first to better reflect cross-platform parity.
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows to reinforce cross-platform support.
  • Consider adding Bash shell script examples or notes for Linux users where appropriate.
  • Where possible, provide links to documentation or quickstarts for both Windows and Linux environments.
  • Avoid language that implies PowerShell is the default or preferred automation tool.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-best-practices-performance.md ...re-cache-for-redis/cache-best-practices-performance.md
Medium Priority View Details →
Scanned: 2025-08-30 00:01
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First 🔧 Windows Tools
Summary
The documentation page demonstrates a mild Windows bias by using the `dos` code block annotation for all redis-benchmark command examples, which implies a Windows Command Prompt environment. There are no explicit Linux shell (bash/sh) examples for redis-benchmark, and the documentation does not mention Linux-specific command-line nuances or provide parity in example formatting. However, the tools discussed (redis-benchmark, memtier-benchmark) are cross-platform, and there is no exclusive mention of Windows-only tools or PowerShell scripts.
Recommendations
  • Provide redis-benchmark examples using both Windows (cmd) and Linux (bash/sh) syntax, clearly labeled with appropriate code block annotations (e.g., `cmd`, `bash`).
  • Mention that redis-benchmark and memtier-benchmark are cross-platform and can be run from both Windows and Linux environments.
  • Include any Linux-specific installation or usage notes for redis-benchmark (e.g., package manager commands, differences in quoting or environment variables).
  • Where relevant, add guidance for running commands in PowerShell, Command Prompt, and Bash to ensure parity.
  • Ensure that code block annotations match the actual shell syntax to avoid confusion for 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-redis-cli-tool.md ...s/azure-cache-for-redis/cache-how-to-redis-cli-tool.md
Medium Priority View Details →
Scanned: 2025-08-28 00:01
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First 🔧 Windows Tools
Summary
The documentation demonstrates a mild Windows bias by referencing Windows-specific tools and workflows before or more prominently than Linux equivalents. For example, it suggests using Windows Subsystem for Linux (WSL) as the primary way to use redis-cli on Windows, and references Windows Terminal. Additionally, Azure PowerShell is mentioned alongside Azure CLI for retrieving cache keys, which may not be as relevant for Linux users.
Recommendations
  • Provide native redis-cli installation instructions for Windows (e.g., via pre-built binaries or Chocolatey), not only via WSL.
  • When listing methods to retrieve cache keys, list Azure CLI first (as it is cross-platform), and clarify that Azure PowerShell is optional or for users already using PowerShell.
  • Avoid referencing Windows Terminal as the default terminal for WSL; mention that any terminal emulator can be used.
  • Ensure that all examples and instructions are equally accessible and clear for Linux, macOS, and Windows users, with platform-specific notes where necessary.
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
Medium Priority View Details →
Scanned: 2025-08-27 00:01
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First 🔧 Windows Tools
Summary
The documentation demonstrates mild Windows bias by prioritizing Windows-specific patterns and tools. Windows is mentioned first in several contexts (e.g., use of WSL, Windows Terminal), and PowerShell is referenced alongside Azure CLI for key retrieval. However, Linux installation and usage are well covered, and redis-cli commands are platform-agnostic.
Recommendations
  • Provide explicit Linux and macOS instructions for retrieving cache keys (e.g., using Azure CLI), not just Azure PowerShell and portal.
  • Avoid framing Windows as the default or primary platform (e.g., do not suggest WSL as the 'best way' for Windows users without also mentioning native Linux/macOS usage).
  • When referencing tools like Windows Terminal, also mention common Linux/macOS terminal applications.
  • Ensure all examples and instructions are presented in a platform-neutral order, or alternate which OS is mentioned first.
  • Add a section or note clarifying that redis-cli usage is identical across platforms once installed.
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
Medium Priority View Details →
Scanned: 2025-08-26 00:00
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First 🔧 Windows Tools
Summary
The documentation demonstrates mild Windows bias by emphasizing Windows-specific patterns and tools. For example, the Windows installation section recommends using Windows Subsystem for Linux (WSL) rather than providing native Windows redis-cli installation guidance or alternatives. Additionally, Windows tools like Windows Terminal are mentioned, and Azure PowerShell is listed alongside Azure CLI, sometimes before or equally with Linux-native tools. However, Linux installation and usage are well covered, and most command examples are cross-platform.
Recommendations
  • Provide explicit instructions or references for native redis-cli installation on Windows (e.g., using precompiled binaries or third-party distributions), not just via WSL.
  • When listing ways to retrieve cache keys, mention Azure CLI (cross-platform) before Azure PowerShell (Windows-centric), or present both equally with clear cross-platform notes.
  • When referencing terminals, mention cross-platform options (e.g., Windows Terminal, macOS Terminal, GNOME Terminal) rather than focusing on Windows Terminal.
  • Ensure that all alternative tools and workflows are described with equal clarity for both Linux and Windows users.
  • Consider adding a troubleshooting section for common issues on both Linux and Windows platforms.
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
Medium Priority View Details →
Scanned: 2025-08-23 00:00
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First 🔧 Windows Tools
Summary
The documentation demonstrates a mild Windows bias by prioritizing Windows-specific guidance and tools. Windows is mentioned first in several contexts, and the installation instructions for Windows rely on the use of WSL (Windows Subsystem for Linux), which is a Windows-only technology. Additionally, Azure PowerShell is referenced alongside Azure CLI, but no Linux-native alternatives are highlighted. However, Linux installation and usage are covered, and most examples are cross-platform.
Recommendations
  • Provide native Windows redis-cli installation instructions or clarify if WSL is the only supported method.
  • When listing methods to retrieve cache keys, present Azure CLI (cross-platform) before Azure PowerShell (Windows-centric), or clarify parity.
  • Explicitly mention that all redis-cli commands and examples work identically on Linux, macOS, and Windows (via WSL or otherwise).
  • If possible, link to or describe redis-cli binaries or installers for Windows without requiring WSL, or clarify the lack thereof.
  • Ensure that Linux and macOS are mentioned equally in all tool and usage sections, not just in installation.
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
Medium Priority View Details →
Scanned: 2025-08-22 00:01
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First 🔧 Windows Tools
Summary
The documentation demonstrates a mild Windows bias by prioritizing Windows-specific tools and guidance. For example, in the installation section, Windows users are directed to use WSL (Windows Subsystem for Linux) rather than providing a native Windows redis-cli solution or mentioning third-party Windows builds. Additionally, Azure PowerShell is mentioned alongside Azure CLI for retrieving cache keys, and Windows Terminal is referenced as a way to access the Linux command line on Windows. Linux instructions are present and clear, but Windows users are consistently guided to use Linux tooling via WSL, which may not be ideal for all users.
Recommendations
  • Provide information about native redis-cli builds for Windows, such as third-party binaries or official recommendations, if available.
  • Include explicit command examples for both Linux/macOS and Windows (native or via WSL), clarifying when WSL is required and when native tools can be used.
  • When listing methods to retrieve cache keys, present Azure CLI and Azure portal before Azure PowerShell, or group them without order bias.
  • Mention cross-platform alternatives (such as RedisInsight) earlier and emphasize their parity across operating systems.
  • Avoid referencing Windows-specific tools (like Windows Terminal) unless also mentioning equivalents for Linux/macOS.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-best-practices-performance.md ...re-cache-for-redis/cache-best-practices-performance.md
Medium Priority View Details →
Scanned: 2025-08-22 00:01
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First 🔧 Windows Tools
Summary
The documentation shows a mild Windows bias by using DOS-style code blocks (```dos) for all redis-benchmark command examples, which may imply a Windows command prompt context. There is no explicit mention of Linux or Bash environments in the redis-benchmark sections, and no Linux-specific guidance or examples are provided. However, the tools discussed (redis-benchmark, memtier-benchmark) are cross-platform, and the memtier-benchmark section uses Bash code blocks. No PowerShell-specific commands or Windows-only tools are present, but the ordering and code block types suggest a Windows-first perspective.
Recommendations
  • Provide both Windows (CMD/PowerShell) and Linux (Bash) command examples for redis-benchmark usage.
  • Use neutral code block types (e.g., ```sh or ```bash) for redis-benchmark commands, or provide tabs for both environments.
  • Explicitly mention that redis-benchmark and memtier-benchmark are available on both Windows and Linux, and provide installation instructions or links for both platforms.
  • Add notes or troubleshooting tips for common Linux environments (e.g., Ubuntu, CentOS) alongside any Windows-specific advice.
  • Ensure that any references to CLI or shell usage clarify that both Windows and Linux shells are supported.
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
Medium Priority View Details →
Scanned: 2025-08-21 00:01
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation demonstrates mild Windows bias by referencing Windows tools and patterns before Linux equivalents in several places. For example, when describing how to install redis-cli on Windows, the documentation recommends using WSL (Windows Subsystem for Linux) and Windows Terminal, and provides links to Windows-specific resources. Additionally, when discussing how to retrieve cache keys, Azure PowerShell is mentioned alongside Azure CLI, and PowerShell is referenced in both the main instructions and the related content section. Linux examples are present and accurate, but Windows-specific tooling and patterns are often mentioned first or with more detail.
Recommendations
  • Provide Linux-native instructions and examples with equal prominence to Windows instructions.
  • When listing methods to retrieve cache keys, mention Azure CLI before Azure PowerShell, or present both together without preference.
  • Include explicit Linux and macOS terminal usage instructions, not just Windows/WSL.
  • Avoid framing Windows tools (WSL, Windows Terminal) as the default or preferred way to use redis-cli on Windows; mention cross-platform alternatives equally.
  • Ensure that references to PowerShell are balanced with Bash or other Linux shell equivalents.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-best-practices-connection.md ...ure-cache-for-redis/cache-best-practices-connection.md
Medium Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation provides detailed guidance for Linux TCP settings in one section, but the majority of code and client library examples focus on .NET/ASP.NET and the StackExchange.Redis library, which are primarily associated with Windows development. There are no explicit Linux or cross-platform code samples, and the only client library-specific recommendations are for Microsoft-centric technologies. There are no PowerShell or Windows tool references, but the guidance implicitly assumes a Windows/.NET environment by default.
Recommendations
  • Include equivalent examples and recommendations for popular Linux/Unix Redis client libraries (e.g., redis-py for Python, Jedis for Java, node-redis for Node.js) alongside StackExchange.Redis.
  • Provide cross-platform code samples or explicitly mention how the patterns apply to non-.NET environments.
  • When discussing configuration or code patterns, avoid focusing solely on ASP.NET or Microsoft.Extensions packages; mention alternatives for other platforms.
  • If referencing platform-specific settings (like Linux TCP settings), consider also mentioning any relevant Windows settings or explicitly state if none are needed.
  • Add a table or section summarizing best practices for different operating systems and client libraries to ensure parity.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-event-grid.md ...ain/articles/azure-cache-for-redis/cache-event-grid.md
Medium Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation lists PowerShell (a Windows-centric tool) before Azure CLI (cross-platform) in both the quickstart table and 'Next steps' section, suggesting a subtle Windows-first bias. There are no explicit Linux-only examples or tools, but the ordering and inclusion of PowerShell may imply a preference for Windows environments.
Recommendations
  • List Azure CLI before PowerShell in tables and 'Next steps' sections, as Azure CLI is cross-platform and more inclusive for Linux users.
  • Explicitly mention that Azure CLI works on Linux, macOS, and Windows to encourage non-Windows users.
  • Consider adding a Linux-specific example or note, such as using Bash or curl for event handling, to further improve Linux parity.
  • If PowerShell is included, clarify that PowerShell Core is available cross-platform, or link to instructions for installing it on Linux.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/includes/cache-entra-access.md ...s/azure-cache-for-redis/includes/cache-entra-access.md
Medium Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page focuses on using the Azure portal UI for configuration, which is platform-agnostic but visually and procedurally most familiar to Windows users. There are no command-line examples (PowerShell or otherwise), but the only CLI reference is a link to Azure CLI documentation, without any direct Linux or cross-platform command examples. There is no mention of Linux-specific workflows or screenshots, and the UI-centric approach may implicitly favor Windows users.
Recommendations
  • Add explicit Azure CLI command examples for enabling and configuring Microsoft Entra ID authentication, demonstrating usage on both Windows and Linux terminals.
  • Include screenshots or terminal output from Linux environments to ensure parity.
  • If PowerShell or Windows-specific tools are referenced in other sections, ensure equivalent Bash or Linux-native instructions are provided.
  • Clarify that the Azure portal is accessible from any OS, and provide guidance for users who prefer CLI or automation.
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Azure Cache For Redis Scale an Azure Cache for Redis instance ...n/articles/azure-cache-for-redis/cache-how-to-scale.md
Low Priority View Details →
Scanned: 2026-02-19 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation provides scaling instructions for Azure Cache for Redis using the Azure portal, Azure PowerShell, and Azure CLI. PowerShell examples are given alongside Azure CLI, and PowerShell is mentioned before CLI in most sections. There are no Linux-specific examples or explicit references to Linux/macOS tools, but Azure CLI is cross-platform and is included throughout. The documentation does not use Windows-only tools (e.g., cmd.exe), but the prominence of PowerShell (which is historically Windows-centric, though now cross-platform) and its placement before CLI may create minor friction for Linux/macOS users.
Recommendations
  • Consider mentioning that Azure CLI is fully cross-platform and preferred for Linux/macOS users.
  • Where PowerShell is referenced, clarify that PowerShell Core is available on Linux/macOS, or provide links to installation instructions.
  • Provide explicit examples or notes for Linux/macOS users, such as shell command equivalents or environment-specific tips.
  • In sections listing both PowerShell and CLI, alternate the order or present CLI first to reduce perceived Windows bias.
GitHub Create Pull Request
Azure Cache For Redis Deploy Azure Cache for Redis using Bicep ...s/azure-cache-for-redis/redis-cache-bicep-provision.md
Low Priority View Details →
Scanned: 2026-02-19 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for deploying and managing Azure Cache for Redis using Bicep. While Azure CLI is cross-platform, Azure PowerShell is Windows-centric, and the documentation presents both options equally. However, PowerShell examples are given alongside CLI in every section, and there is no explicit mention that PowerShell is primarily used on Windows, nor are Linux/macOS-specific instructions or considerations provided. The CLI examples are shown first, which helps mitigate bias, but the presence of PowerShell throughout may confuse Linux/macOS users.
Recommendations
  • Clarify that Azure PowerShell is primarily for Windows users, and recommend Azure CLI for Linux/macOS.
  • Add a note indicating Azure CLI is cross-platform and preferred for non-Windows environments.
  • Consider including bash shell-specific instructions or troubleshooting tips for Linux/macOS users.
  • Ensure that all steps can be completed using Azure CLI alone, and highlight this for Linux/macOS users.
GitHub Create Pull Request
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