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 76-100 of 189 flagged pages
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: 2025-08-31 00:01
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 introduces PowerShell examples immediately after CLI, and does not mention or provide any Linux shell (bash) or scripting examples. PowerShell is a Windows-centric tool, and its inclusion without equivalent Linux-native scripting (e.g., bash, shell scripts) may disadvantage Linux users. There is also no mention of Linux-specific considerations or tools, and the CLI examples do not explicitly show usage in a Linux environment.
Recommendations
  • Add explicit bash/shell script examples alongside Azure CLI commands to demonstrate usage in Linux environments.
  • Clarify that Azure CLI commands are cross-platform and can be run in Linux, macOS, and Windows, possibly providing terminal screenshots or notes for Linux users.
  • Balance the order of examples: alternate between CLI and PowerShell, or group by platform (Windows vs. Linux/macOS), rather than presenting PowerShell immediately after CLI.
  • Mention any Linux-specific prerequisites or considerations, such as package installation or environment setup for Azure CLI on Linux.
  • If possible, provide automation examples using common Linux tools (e.g., curl, jq) for REST API calls, in addition to Azure CLI.
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: 2025-08-31 00:01
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation demonstrates a mild Windows bias. Windows-specific tools and patterns (such as WSL and Windows Terminal) are mentioned prominently, and Azure PowerShell is listed alongside Azure CLI as a primary method for retrieving keys. The installation instructions for Windows focus on using WSL rather than native Windows binaries or alternatives, and references to Windows tooling appear before or alongside Linux equivalents. 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 binaries for Windows, if available, rather than only recommending WSL.
  • List Azure CLI as the primary method for retrieving keys, with PowerShell as an alternative, to reflect cross-platform parity.
  • When mentioning Windows-specific tools (like Windows Terminal), also mention popular Linux/macOS terminal options for balance.
  • Ensure that all examples and instructions are clearly marked as cross-platform where applicable, and avoid implying that Windows is the default or preferred environment.
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
High Priority View Details →
Scanned: 2025-08-31 00:01
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation demonstrates a mild Windows bias. Command-line examples are consistently presented in 'dos' code blocks, which are typically associated with Windows CMD or PowerShell, even though the redis-benchmark tool is cross-platform and most commonly used from Linux shells. There are no explicit Linux shell examples for redis-benchmark, and the code block syntax may confuse Linux users. The documentation refers to 'client VMs' generically, but does not provide Linux-specific installation or usage guidance, nor does it mention Linux tools or patterns. However, the memtier-benchmark section does use 'bash' code blocks, which is more Linux-friendly.
Recommendations
  • Provide redis-benchmark command examples in both Windows (CMD/PowerShell) and Linux (bash/sh) syntax, using appropriate code block annotations.
  • Include explicit instructions or links for installing redis-benchmark on Linux distributions, not just a generic link to Redis documentation.
  • Clarify that redis-benchmark is available and commonly used on Linux, and provide parity in troubleshooting or usage notes for both platforms.
  • Where 'dos' code blocks are used, add a parallel 'bash' tab or section for Linux users.
  • Mention Linux as a first-class platform for running Redis benchmarks, and avoid defaulting to Windows-centric terminology or code block syntax.
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: 2025-08-29 00:01
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 PowerShell examples for configuring active geo-replication, but PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI, and no explicit Linux shell or Bash examples are provided. The CLI examples use the Azure CLI, which is cross-platform, but there is no mention of Linux-specific considerations, nor are there Bash script samples or references to Linux tools. PowerShell is presented as a primary automation option, which may suggest a Windows bias.
Recommendations
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, and provide example invocations in Bash or other common Linux shells.
  • Add a section or note for Linux users, highlighting any OS-specific considerations or prerequisites (such as installing Azure CLI on Linux).
  • If possible, provide Bash script examples for automation, or at least show the CLI commands in a Linux terminal context.
  • Clarify that PowerShell Core is cross-platform, but also acknowledge that many Linux users may prefer Bash or other shells.
  • Avoid presenting PowerShell as the only scripting/automation alternative to Azure CLI; mention Bash scripting as a peer option.
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: 2025-08-29 00:01
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-specific tools and patterns are mentioned prominently, 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 in some places, Windows-specific instructions precede or are more detailed than Linux equivalents. While Linux is covered, Windows-centric approaches are emphasized, and native Linux workflows are sometimes only accessible via Windows (through WSL).
Recommendations
  • Provide native redis-cli installation instructions for Windows (e.g., via pre-built binaries or third-party packages), not just via WSL.
  • When listing tools for retrieving cache keys, present Azure CLI (cross-platform) before Azure PowerShell (Windows-centric), or give equal prominence.
  • Avoid assuming Windows users must use WSL; clarify that redis-cli can be run natively on Linux, macOS, and (with some effort) Windows.
  • Where Windows-specific tools (like Windows Terminal) are mentioned, also mention Linux/macOS equivalents (e.g., GNOME Terminal, iTerm2).
  • Ensure that all example commands and workflows are presented in a cross-platform manner, and explicitly note any platform-specific differences.
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: 2025-08-28 00:01
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is presented as a primary automation tool alongside Azure CLI, with PowerShell examples consistently given before Azure CLI examples. There are no Linux-specific shell or scripting examples (e.g., Bash), and the documentation refers to Windows-centric tools and patterns (PowerShell cmdlets) without mentioning Linux-native alternatives. While Azure CLI is cross-platform, the absence of explicit Linux/Bash examples and the prioritization of PowerShell may make Linux users feel secondary.
Recommendations
  • Add explicit Bash shell examples for all CLI commands, showing how to run them in a typical Linux environment.
  • When listing automation options, mention Bash scripting and Linux shell environments alongside PowerShell.
  • Alternate the order of PowerShell and CLI examples, or present them in parallel tabs, to avoid always putting Windows/PowerShell first.
  • Include notes or links for Linux users regarding installation and usage of Azure CLI and any relevant differences.
  • Where possible, provide examples using native Linux tools (e.g., curl for REST API calls) in addition to PowerShell and Azure CLI.
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: 2025-08-25 00:01
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation shows a mild Windows bias: Windows-specific tools and patterns are mentioned prominently, such as recommending WSL for Windows users and referencing Windows Terminal. Azure PowerShell is listed alongside Azure CLI for retrieving cache keys, and in some places, Windows-specific terminology (e.g., 'console', 'terminal') is used before Linux equivalents. However, Linux installation and usage are well covered, and most command-line examples are cross-platform.
Recommendations
  • When listing methods to retrieve cache keys, mention Azure CLI before Azure PowerShell, or provide both examples together with equal prominence.
  • In installation instructions, clarify that redis-cli runs natively on Linux and macOS, and that Windows users can use WSL or native Windows builds (if available), rather than implying WSL is the only way.
  • When referencing terminals or shells, use neutral language (e.g., 'open a terminal or command prompt') and provide equivalent instructions for Linux, macOS, and Windows.
  • For alternative tools, clarify platform support for each tool and avoid listing Windows-specific tools or patterns first.
  • Consider providing explicit Linux/macOS command examples for retrieving cache keys (e.g., using Azure CLI), not just referencing PowerShell.
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: 2025-08-24 00:00
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation demonstrates a mild Windows bias. Windows-specific patterns and tools (such as WSL and Windows Terminal) are mentioned prominently, sometimes before or instead of native Linux alternatives. Azure PowerShell is referenced alongside Azure CLI, and in some cases, Windows-specific instructions are more detailed than their Linux counterparts.
Recommendations
  • Provide native Linux and macOS installation and usage instructions with equal prominence to Windows/WSL instructions.
  • When listing ways to retrieve cache keys, list Azure CLI (cross-platform) before Azure PowerShell (Windows-centric), and consider including REST API or SDK options.
  • Avoid assuming Windows as the default environment; clarify that redis-cli runs natively on Linux and macOS, and only mention WSL as a workaround for Windows users.
  • When referencing terminals, mention cross-platform options (e.g., GNOME Terminal, iTerm2, Windows Terminal) equally.
  • Ensure all examples and troubleshooting steps are applicable and clearly described for both Linux and Windows users.
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
High Priority View Details →
Scanned: 2025-08-24 00:00
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a subtle Windows bias. All command-line examples are shown using the `dos` code block, which implies Windows Command Prompt usage, and there are no explicit Linux/bash shell examples for redis-benchmark. While the tools discussed (redis-benchmark, memtier-benchmark) are cross-platform, the documentation does not provide Linux-specific guidance or parity in example commands. There is also a lack of mention of Linux-specific considerations or instructions, and the code block language choice may mislead Linux users.
Recommendations
  • Provide all redis-benchmark examples in both Windows (cmd) and Linux (bash/sh) formats, using appropriate code block annotations (e.g., ```bash for Linux, ```cmd for Windows).
  • Include explicit instructions or notes for Linux users, such as installation steps, command syntax differences, and environment-specific considerations.
  • Mention that redis-benchmark and memtier-benchmark are cross-platform and clarify any OS-specific behaviors or requirements.
  • Avoid using only 'dos' code blocks for CLI examples; use 'bash' or 'sh' for Linux and 'cmd' or 'powershell' for Windows, or provide both side by side.
  • Add a section or callout for Linux users to ensure parity and inclusivity.
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: 2025-08-20 00:01
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation demonstrates a mild Windows bias by referencing Windows-specific tools and workflows (such as WSL and Windows Terminal) before or more prominently than native Linux equivalents. Azure PowerShell is mentioned alongside Azure CLI, but with a slight preference in ordering and visibility. The installation instructions for redis-cli on Windows rely on WSL, which is a Windows-specific solution to run Linux tools, rather than suggesting native Windows binaries or cross-platform alternatives. Linux is well-represented in installation and usage examples, but Windows users are directed to emulate Linux environments rather than use native Windows solutions.
Recommendations
  • Provide explicit instructions for installing redis-cli natively on Windows (e.g., using precompiled binaries or via package managers like Chocolatey or Scoop), if available, rather than only via WSL.
  • When listing methods to retrieve cache keys, present Azure CLI and Azure PowerShell in a neutral or alternating order, or explicitly note that both are cross-platform.
  • Include example commands or screenshots from both Linux and Windows environments (e.g., Command Prompt or PowerShell) where possible.
  • Mention that redis-cli commands are the same across platforms, but clarify any platform-specific nuances or limitations.
  • When referencing tools like Windows Terminal, also mention equivalent terminal applications on Linux and macOS for parity.
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
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page exhibits a subtle Windows bias. Command-line examples are consistently shown using the Windows (DOS) command prompt format (e.g., code blocks labeled as 'dos'), and no explicit Linux/bash shell examples are provided for redis-benchmark, despite the tool being cross-platform. The documentation refers to 'client VMs' generically, but the example commands and code formatting implicitly prioritize Windows users. While memtier-benchmark examples use bash syntax, redis-benchmark examples do not, and there is no mention of Linux-specific setup or usage patterns. There are also no references to Linux-native tools or package managers (e.g., apt, yum) for installing Redis, nor are there any PowerShell-specific commands, but the overall example and formatting order suggest a Windows-first approach.
Recommendations
  • Provide both Windows (cmd/PowerShell) and Linux (bash/sh) command examples for redis-benchmark, using appropriate code block labels.
  • Explicitly mention installation steps for redis-benchmark on both Windows and Linux, including references to package managers (e.g., apt-get, yum, brew).
  • When referring to 'client VMs', clarify that both Windows and Linux VMs are supported and provide any OS-specific considerations.
  • Balance the order of examples so that Linux/bash examples are given equal prominence to Windows/cmd examples.
  • If referencing tools like stunnel, note installation and usage differences between Windows and Linux.
  • Consider adding a section or callout for common troubleshooting steps or environment setup for both Windows and Linux users.
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-premium-persistence.md ...re-cache-for-redis/cache-how-to-premium-persistence.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation demonstrates a moderate Windows bias. While it mentions both Azure PowerShell and Azure CLI for configuring data persistence, the PowerShell instructions and references are presented before the CLI ones, and the CLI section is less detailed. There are no explicit Linux-specific examples or guidance, and the PowerShell environment is highlighted (including in prerequisites and Cloud Shell references) without equivalent emphasis on Linux-native tools or scripting. No Linux shell (bash) or OS-specific instructions/examples are provided outside of Azure CLI, and no mention is made of Linux-specific considerations or troubleshooting.
Recommendations
  • Present Azure CLI (cross-platform) instructions before or alongside PowerShell instructions to avoid Windows-first ordering.
  • Add explicit bash/Linux shell script examples for common persistence management tasks, especially for automation scenarios.
  • Include notes or troubleshooting tips relevant to Linux environments (e.g., file permissions, CLI installation on Linux, integration with Linux-based automation tools).
  • Clarify that Azure CLI is cross-platform and can be used on Linux, macOS, and Windows, and provide installation links for all platforms.
  • Where PowerShell is mentioned, also mention bash or other Linux-native scripting environments as alternatives.
  • Ensure screenshots and UI walkthroughs do not assume a Windows environment (e.g., avoid PowerShell-only Cloud Shell tabs).
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: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by exclusively referencing PowerShell cmdlets and management instructions, without providing equivalent Azure CLI (cross-platform) or Bash examples. All automation and scripting guidance is centered on PowerShell, which is traditionally associated with Windows environments. There is no mention of Linux-native tools or cross-platform command-line alternatives, and PowerShell is presented as the primary or sole automation method.
Recommendations
  • Provide equivalent Azure CLI examples for all PowerShell instructions, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • When referencing management tools, mention both PowerShell and Azure CLI, and present them in parallel or alternate the order to avoid 'windows_first' bias.
  • Include Bash scripting examples where relevant, especially for automation scenarios.
  • Explicitly state that PowerShell Core is cross-platform if recommending it, and clarify if the instructions work on Linux/macOS as well as Windows.
  • Add links to Azure CLI documentation for managing Azure Cache for Redis, and ensure parity of coverage between PowerShell and CLI.
  • Consider including screenshots or terminal output from Linux environments, not just Windows/PowerShell.
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: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is presented as a primary automation tool for scaling, with explicit PowerShell examples and references. Azure CLI is also covered, but PowerShell instructions and links are consistently given before Azure CLI, and there are no explicit Linux/bash shell examples or references to Linux-specific tooling or patterns. There is no mention of Linux environments, nor are there any bash or shell script equivalents, which may make the documentation less approachable for Linux users.
Recommendations
  • Provide bash/shell script equivalents for all PowerShell examples, especially for Azure CLI commands, to demonstrate usage in Linux/macOS environments.
  • When presenting automation options, alternate the order of PowerShell and Azure CLI, or present Azure CLI first to avoid implicit prioritization of Windows tools.
  • Explicitly mention that Azure CLI commands work cross-platform (Windows, Linux, macOS) and can be run in bash or other shells.
  • Include screenshots or terminal snippets from Linux environments where appropriate, not just from the Azure portal.
  • Add a section or note clarifying that all features and instructions are applicable to both Windows and Linux users, and provide links to Linux-specific setup guides for Azure CLI and PowerShell if needed.
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: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation exhibits a Windows bias by providing a connectivity verification example using the Windows-only 'tcping.exe' tool, without mentioning Linux alternatives. The only explicit command-line example is for Windows, and there is no parity example or tool recommendation for Linux users. Additionally, the documentation refers to PowerShell as a creation method before mentioning Azure CLI, which may subtly prioritize Windows-native tooling.
Recommendations
  • Provide Linux-equivalent examples for connectivity verification, such as using 'nc' (netcat), 'nmap', or 'tcping' for Linux.
  • When listing creation methods, mention cross-platform tools (Azure CLI, ARM templates) before or alongside PowerShell to avoid implying a Windows-first workflow.
  • Explicitly state that the instructions and tools are applicable to both Windows and Linux, or provide separate sections/examples for each platform where relevant.
  • For any tool recommendations (like 'tcping'), include links or installation instructions for both Windows and Linux versions, or suggest platform-agnostic alternatives.
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: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by referencing Windows-specific tools (AzCopy, PowerShell cmdlets) for key migration steps without mentioning Linux equivalents or alternatives. PowerShell is presented as the primary scripting interface for import/export operations, and no Linux command-line or cross-platform examples are provided. This may hinder users on Linux or macOS from following the migration steps easily.
Recommendations
  • For every mention of PowerShell cmdlets (e.g., Import-AzRedisCache, Export-AzRedisCache), provide equivalent Azure CLI commands or REST API examples, which are cross-platform.
  • When referencing AzCopy, clarify that it is available for Linux and macOS as well, and provide example commands for those platforms.
  • Include Linux shell (bash) examples for file operations and cache management tasks, not just Windows/PowerShell.
  • Explicitly mention that all steps can be performed from Linux/macOS and provide links or references to relevant documentation.
  • Where possible, avoid presenting Windows tools or patterns first; instead, present cross-platform solutions or provide both Windows and Linux/macOS options side by side.
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: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation demonstrates a Windows bias by providing PowerShell as the only explicit example for configuring certain settings (such as the 'databases' parameter), mentioning PowerShell and CLI together but only linking to PowerShell examples, and omitting Linux-specific or cross-platform command-line examples. There is no mention of Linux shell commands or parity in scripting, and the documentation does not provide equivalent Bash/Azure CLI walkthroughs where PowerShell is referenced.
Recommendations
  • Provide Azure CLI (az) command examples alongside or before PowerShell examples for all configuration tasks, especially for settings like 'databases' during cache creation.
  • Include explicit Bash/Linux shell command examples where scripting or automation is discussed.
  • Ensure that links to management client documentation include both PowerShell and Azure CLI (and, where relevant, REST API) guides.
  • When referencing command-line management, avoid listing PowerShell first by default; alternate or list CLI first to balance perceived platform preference.
  • Add a section or callout for Linux/macOS users, clarifying that all features are available cross-platform and showing parity in tooling.
  • Audit all screenshots and UI instructions to ensure they do not assume a Windows environment.
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
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by prioritizing Azure Portal (GUI) and Azure PowerShell instructions before Azure CLI, and by providing only PowerShell scripting examples for automation before CLI equivalents. There are no explicit Linux shell or cross-platform scripting examples (e.g., Bash), and the workflow assumes familiarity with Windows-centric tools and patterns.
Recommendations
  • Provide Azure CLI and Bash scripting examples alongside or before PowerShell examples to ensure parity for Linux and cross-platform users.
  • Explicitly mention that Azure CLI commands work on Windows, Linux, and macOS, and provide guidance for running them in Bash or other common Linux shells.
  • Where automation is discussed, include both PowerShell and Bash/CLI scripts, and clarify any OS-specific prerequisites or differences.
  • Consider including screenshots or walkthroughs for Azure CLI in Cloud Shell (which is cross-platform) in addition to Azure Portal.
  • Review terminology and instructions to ensure they are not implicitly Windows-centric (e.g., avoid assuming use of PowerShell or Windows file paths).
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: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias in its troubleshooting guidance. While it mentions the cross-platform redis-cli tool, it provides a connectivity test example using PSPING in Azure PowerShell (a Windows-specific tool) without offering a Linux equivalent. The order of presentation also places the Windows tool example before any Linux alternatives, and no Linux-native command (such as nc or telnet) is suggested for connectivity testing.
Recommendations
  • Provide Linux-native command examples (e.g., using nc or telnet) alongside or before Windows-specific tools like PSPING.
  • Clearly indicate which tools/commands are platform-specific and offer parity in troubleshooting steps for both Windows and Linux users.
  • Consider reordering examples so that cross-platform or Linux tools are not always presented after Windows tools.
  • Include a table or section summarizing equivalent commands for Windows, Linux, and macOS environments.
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: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation references PowerShell explicitly as a method to trigger the Redis version upgrade, and does not provide Linux-specific command-line examples or mention Linux tools. The ordering of upgrade methods (REST API, Azure CLI, PowerShell) puts PowerShell before any Linux-specific shell or scripting environment. There are no examples or instructions tailored for Linux users.
Recommendations
  • Include explicit Linux shell (bash) examples for triggering the upgrade, alongside PowerShell.
  • Clarify that Azure CLI is cross-platform and provide sample commands for both Windows (PowerShell) and Linux (bash).
  • Avoid listing PowerShell before Linux equivalents unless there is a technical reason; consider rotating or randomizing order, or grouping by platform.
  • Add notes or links to Linux-specific documentation or troubleshooting where relevant.
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: 2025-07-13 21:37
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 consistently lists PowerShell after CLI and does not provide any Linux- or macOS-specific instructions or examples. There are no references to Linux-native tools, Bash scripts, or cross-platform shell usage. The focus on PowerShell, which is traditionally associated with Windows, and the absence of explicit Linux/Bash examples or notes about cross-platform usage, indicate a mild Windows bias.
Recommendations
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, and provide example shell prompts (e.g., $ for Bash, PS> for PowerShell) to clarify cross-platform compatibility.
  • Add Bash-specific examples or notes where appropriate, especially for scripting or automation scenarios.
  • Where PowerShell is referenced, clarify that PowerShell Core is available cross-platform, or provide equivalent Bash/Unix shell commands if possible.
  • Include a section or note about running these commands on Linux/macOS, including any prerequisites or differences (e.g., installation of Azure CLI or PowerShell Core).
  • Ensure screenshots and UI instructions do not assume a Windows environment unless unavoidable.
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: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation demonstrates a mild Windows bias. Windows-specific tools and patterns (such as Azure PowerShell and references to Windows Terminal) are mentioned alongside or before Linux equivalents. The instructions for Windows users focus on using WSL to run Linux tools, rather than providing native Windows redis-cli options. Additionally, Azure PowerShell is highlighted as a method to retrieve cache keys, which is a Windows-centric tool, and is listed before the Azure portal in some places.
Recommendations
  • Provide native redis-cli installation instructions for Windows (e.g., using precompiled binaries or Chocolatey), not just via WSL.
  • Ensure that Linux and macOS instructions are as detailed and prominent as Windows instructions.
  • List cross-platform methods (such as Azure CLI and Azure portal) before platform-specific tools like Azure PowerShell.
  • When referencing tools like Windows Terminal, also mention equivalent terminal options for Linux and macOS.
  • Balance the order of examples and tool mentions so that Windows is not always listed first or given more prominence.
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: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page exhibits a moderate Windows bias, primarily through the exclusive mention of PowerShell cmdlets (Export/Import-AzRedisCache) and the lack of equivalent CLI or Linux-native instructions. AzCopy is referenced without specifying cross-platform usage, and PowerShell is suggested as a primary automation tool. No Linux shell, Azure CLI, or cross-platform scripting examples are provided, and Windows-centric tools are mentioned before any alternatives.
Recommendations
  • Provide Azure CLI equivalents for all PowerShell cmdlets (e.g., az redis export, az redis import) and include them alongside or before PowerShell examples.
  • Explicitly mention that AzCopy is cross-platform and provide example commands for Linux/macOS shells.
  • Include bash or shell script examples for exporting/importing RDB files, especially for users on Linux.
  • Where automation is discussed, reference both PowerShell and bash scripting, or use language-agnostic pseudocode.
  • Add a section or callouts for Linux/macOS users, ensuring parity in tooling and instructions.
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-troubleshoot-timeouts.md ...s/azure-cache-for-redis/cache-troubleshoot-timeouts.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation demonstrates a mild Windows bias. While it is generally cross-platform, it references Windows-specific tools and patterns (such as performance counters and XML configuration for RedisSessionStateProvider) without providing equivalent Linux guidance or examples. The only explicit Linux mention is a brief pointer to another article for TCP settings, with no in-place Linux monitoring or troubleshooting examples. Windows monitoring methods (like performance counters) are mentioned without Linux alternatives, and the order of presentation often assumes Windows as the default environment.
Recommendations
  • Provide Linux equivalents for all monitoring and troubleshooting steps, such as using top, vmstat, free, or sar for CPU and memory monitoring instead of only referencing Windows performance counters.
  • Include Linux configuration examples for Redis client settings, not just XML-based (typically Windows/.NET) examples.
  • When referencing tools or metrics (e.g., performance counters), mention both Windows and Linux approaches side by side.
  • Expand the 'TCP settings for Linux based client applications' section to include concrete troubleshooting steps and examples directly in this document, rather than just linking out.
  • Ensure that troubleshooting steps and examples are presented in a platform-neutral order, or explicitly provide both Windows and Linux options in each relevant section.
Azure Cache For Redis Azure Cache for Redis with Azure Private Link ...n/articles/azure-cache-for-redis/cache-private-link.md
Medium Priority View Details →
Scanned: 2026-02-05 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides step-by-step instructions for creating and managing Azure Cache for Redis with Private Link primarily through the Azure portal UI, which is platform-agnostic. However, in the command-line sections, PowerShell examples are presented first and in greater detail, followed by Azure CLI examples. There are no Linux/macOS-specific shell examples (e.g., Bash), nor are there references to Linux tools or workflows. The FAQ and troubleshooting sections reference generic commands (like nslookup) but do not provide OS-specific guidance.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples, as Azure CLI is cross-platform and preferred by many Linux/macOS users.
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, and provide Bash syntax for variable assignment and usage.
  • Where PowerShell is used, clarify that it is primarily for Windows users and suggest Azure CLI for Linux/macOS users.
  • Add troubleshooting steps or command examples for Linux/macOS (e.g., using dig instead of nslookup, if appropriate).
  • Ensure that all REST API examples are accompanied by curl commands for Linux/macOS users.