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 101-125 of 189 flagged pages
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: 2026-01-27 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides detailed Azure portal instructions (which are cross-platform via browser), but when it comes to scripting, it presents full PowerShell examples before Azure CLI equivalents. PowerShell is Windows-centric, while Azure CLI is cross-platform. There are no Linux/macOS-specific examples or notes, and the FAQ and troubleshooting sections reference commands (e.g., nslookup) that are available on both platforms but do not clarify Linux/macOS usage. There are no explicit Linux/macOS instructions or screenshots.
Recommendations
  • Present Azure CLI examples before PowerShell, or side-by-side, to emphasize cross-platform support.
  • Add explicit notes clarifying that Azure CLI commands work on Linux/macOS and Windows, while PowerShell is primarily for Windows.
  • Include Linux/macOS screenshots or terminal examples where appropriate (e.g., for DNS verification).
  • Add troubleshooting steps or verification commands (such as nslookup) with sample outputs from both Windows and Linux/macOS terminals.
  • Mention that all portal steps are OS-agnostic, but scripting options may differ by platform.
GitHub Create Pull Request
Azure Cache For Redis Migrate from VNet injection caches to Private Link caches ...articles/azure-cache-for-redis/cache-vnet-migration.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page demonstrates a moderate Windows bias, particularly in the 'Export data to an RDB file and import it into Azure Cache for Redis' section. PowerShell cmdlets are referenced for export/import tasks, and AzCopy (a Microsoft tool primarily used on Windows) is suggested for file transfer. No Linux/macOS CLI or scripting alternatives (such as Bash, Azure CLI, or SCP) are provided, and Windows tools are mentioned first and exclusively in key migration steps.
Recommendations
  • Add equivalent Linux/macOS instructions for exporting/importing RDB files, such as using Azure CLI or REST API instead of PowerShell.
  • Provide examples using Bash scripts or Linux-native tools (e.g., SCP, rsync) for copying RDB files to Azure Storage.
  • Mention cross-platform alternatives to AzCopy, and clarify AzCopy is available for Linux/macOS as well.
  • Ensure that migration steps do not assume PowerShell or Windows environments; include platform-neutral or platform-specific guidance as appropriate.
  • Where PowerShell is referenced, also provide Azure CLI commands or REST API examples.
GitHub Create Pull Request
Azure Cache For Redis Remove TLS 1.0 and 1.1 from use with Azure Cache for Redis ...ticles/azure-cache-for-redis/cache-remove-tls-10-11.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page provides PowerShell scripts and examples for checking and configuring TLS settings on Azure Cache for Redis, but does not offer equivalent Linux/macOS shell commands or examples. Windows tools and patterns (PowerShell, Azure portal) are mentioned first and exclusively, creating friction for Linux/macOS users who may not have access to PowerShell or prefer Bash/CLI workflows.
Recommendations
  • Provide Bash or shell script equivalents for the PowerShell TLS check, using tools like openssl or curl.
  • Include Azure CLI examples for checking and setting Minimum TLS Version, especially for existing caches.
  • Explicitly mention how Linux/macOS users can perform the same checks and configuration steps, and in what environments.
  • Reorder examples so that cross-platform or CLI solutions are presented before or alongside Windows/PowerShell solutions.
GitHub Create Pull Request
Azure Cache For Redis Reboot, Flush, and Schedule Updates Azure Cache for Redis ...articles/azure-cache-for-redis/cache-administration.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a notable Windows bias by exclusively referencing PowerShell cmdlets for command-line management tasks (rebooting, scheduling updates), with no mention of equivalent Azure CLI commands or Linux/macOS shell usage. All automation and scripting examples are PowerShell-centric, and Windows tools are referenced before any cross-platform alternatives. There are no Linux/macOS-specific instructions or examples, which may hinder non-Windows users.
Recommendations
  • Add Azure CLI examples alongside PowerShell for all management tasks (reboot, flush, schedule updates), as Azure CLI is cross-platform.
  • Explicitly mention that Azure CLI and REST API can be used from Linux/macOS and provide sample commands.
  • Reorder sections so that cross-platform tools (Azure CLI, REST API) are presented before or alongside PowerShell.
  • Include notes or links to documentation for Linux/macOS users, clarifying how to perform these tasks without PowerShell.
  • Where screenshots show PowerShell or Windows UI, consider adding CLI or portal screenshots from Linux/macOS environments.
GitHub Create Pull Request
Azure Cache For Redis Best practices for scaling ...es/azure-cache-for-redis/cache-best-practices-scale.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation mentions PowerShell cmdlets as a primary method for programmatically scaling Azure Cache for Redis, listing it before Azure CLI and REST API. PowerShell is a Windows-centric tool, and its prominence may suggest a Windows-first approach. There are no explicit Linux/macOS examples or tool recommendations, and no mention of Bash or shell scripting alternatives.
Recommendations
  • Provide explicit examples for Azure CLI usage on Linux/macOS alongside PowerShell examples.
  • List cross-platform tools (Azure CLI, REST API) before Windows-specific tools like PowerShell.
  • Clarify that Azure CLI and REST API are fully supported and provide sample commands for these platforms.
  • Mention that PowerShell Core is available on Linux/macOS if referencing PowerShell, 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: 2026-01-14 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/macOS alternatives. The only explicit command-line example is for Windows, and there is no guidance for Linux users on equivalent tools or commands. This creates friction for non-Windows users attempting to follow the instructions.
Recommendations
  • Include Linux/macOS equivalents for 'tcping.exe', such as 'tcping' (available via package managers), 'nc' (netcat), or 'telnet', with example commands.
  • Present cross-platform instructions side-by-side or indicate platform-specific steps clearly.
  • Add notes or links to installation instructions for Linux/macOS tools.
  • Avoid using Windows-only tools in examples unless alternatives are provided.
GitHub Create Pull Request
Azure Cache For Redis How to configure Azure Cache for Redis ...main/articles/azure-cache-for-redis/cache-configure.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page shows a moderate Windows bias. Where command-line examples are referenced (such as configuring the number of databases during cache creation), only PowerShell is mentioned and linked, with no equivalent Azure CLI or Linux/macOS example. The documentation references PowerShell before CLI or other management clients, and the only explicit example for configuring settings is a PowerShell command. There are no Linux/macOS-specific instructions or screenshots, and the documentation does not provide parity in command-line tooling guidance.
Recommendations
  • Provide Azure CLI examples alongside PowerShell for all command-line configuration tasks, especially for settings like 'databases' that can only be set at creation.
  • When referencing management clients, list Azure CLI and cross-platform tools before or alongside PowerShell to avoid implying Windows is preferred.
  • Include explicit notes or links to Linux/macOS usage, such as how to perform tasks in Bash or with the Azure CLI.
  • Where screenshots or UI instructions are given, clarify that the Azure portal is cross-platform and accessible from any OS.
  • Audit for other places where only Windows tools or patterns are mentioned, and add Linux/macOS equivalents.
GitHub Create Pull Request
Azure Cache For Redis Configure active geo-replication for Enterprise Azure Cache for Redis instances ...cache-for-redis/cache-how-to-active-geo-replication.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides both Azure CLI and PowerShell examples for configuring active geo-replication, but PowerShell is given equal prominence to CLI, and no explicit Linux/macOS shell examples are provided. The CLI examples are generic, but PowerShell is a Windows-specific tool, and its inclusion without Bash or other Linux-native alternatives may create friction for non-Windows users. Additionally, the documentation refers to the Azure portal for many operations, which is cross-platform, but command-line automation is shown only via CLI and PowerShell, with no Linux/macOS-specific guidance or troubleshooting.
Recommendations
  • Add explicit Bash or shell script examples for Linux/macOS users where CLI is used.
  • Clarify that Azure CLI commands work identically on Linux, macOS, and Windows, and provide installation links for non-Windows platforms.
  • Consider removing or de-emphasizing PowerShell examples, or at least provide parity with Linux-native scripting options.
  • Add troubleshooting notes or tips for Linux/macOS users, such as common permission or environment issues.
  • Ensure that any references to command-line tools mention cross-platform compatibility.
GitHub Create Pull Request
Azure Cache For Redis Scale an Azure Cache for Redis instance ...n/articles/azure-cache-for-redis/cache-how-to-scale.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is consistently presented as a primary automation tool for scaling Azure Cache for Redis, with explicit PowerShell examples and references throughout. PowerShell instructions are given before Azure CLI in most sections, and PowerShell is a Windows-centric tool. There is no mention of Linux/macOS-specific shell examples (e.g., Bash), nor are there references to Linux-native tools or patterns. However, Azure CLI examples are provided, which are cross-platform, and the portal instructions are platform-neutral.
Recommendations
  • Add explicit Bash/shell examples for scaling operations using Azure CLI, demonstrating usage on Linux/macOS.
  • Clarify that Azure CLI commands work on all platforms and highlight any platform-specific considerations (e.g., authentication, environment setup).
  • Consider reordering examples so that Azure CLI (cross-platform) instructions appear before PowerShell, or present both side-by-side.
  • Mention that PowerShell Core is available on Linux/macOS, but provide guidance for users who prefer native shells.
  • Review for any implicit assumptions about Windows environments (e.g., file paths, tool availability) and address them for Linux/macOS users.
GitHub Create Pull Request
Azure Cache For Redis Managed identity for storage accounts ...ticles/azure-cache-for-redis/cache-managed-identity.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. While it mentions both Azure CLI and Azure PowerShell for enabling managed identity, the PowerShell example is provided in detail and with syntax highlighting, whereas the Azure CLI example is brief and lacks parity in explanation. There are no Linux/macOS-specific instructions or screenshots, and the portal instructions assume a Windows-centric user interface. No mention is made of Linux shell environments, nor are alternative tools or patterns for Linux/macOS users discussed.
Recommendations
  • Provide equally detailed Azure CLI examples alongside PowerShell, including syntax highlighting and step-by-step instructions.
  • Explicitly mention that Azure CLI works cross-platform (Windows, Linux, macOS) and provide guidance for Linux/macOS users where relevant.
  • Include screenshots or notes that clarify any differences in the Azure portal experience for non-Windows users, if applicable.
  • Add a note or section on using Bash or other Linux-native tools for automation, where possible.
  • Ensure that command-line examples are not Windows-centric (e.g., avoid backslashes for line continuation in CLI examples; use standard Bash syntax).
GitHub Create Pull Request
Azure Cache For Redis Troubleshoot connectivity ...ure-cache-for-redis/cache-troubleshoot-connectivity.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
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 PSPING in Azure PowerShell as an alternative to redis-cli, without mentioning or providing equivalent Linux/macOS tools or examples. PSPING is a Windows-only utility, and the use of Azure PowerShell is also Windows-centric. No Linux/macOS alternatives (such as netcat, telnet, or nmap) are suggested, and the Windows tool is presented before any Linux troubleshooting options.
Recommendations
  • Provide Linux/macOS equivalents for PSPING, such as netcat (nc), telnet, or nmap, with example commands.
  • Explicitly mention cross-platform tools and show examples for both Windows and Linux/macOS users.
  • Avoid presenting Windows-only tools as the default or sole alternative; ensure parity in troubleshooting steps.
  • Add a table or section summarizing connectivity test commands for all major platforms.
GitHub Create Pull Request
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: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates a moderate Windows bias. The step-by-step instructions for creating resources are exclusively via the Azure portal GUI, which is platform-agnostic but visually and conceptually aligns more with Windows users. When scripting is introduced, PowerShell examples are presented first and in greater detail, followed by Azure CLI examples. There are no Linux/macOS-specific notes, nor are there Bash or shell script examples. The FAQ and troubleshooting sections reference Windows-centric tools (e.g., nslookup) without mentioning Linux/macOS alternatives.
Recommendations
  • Present Azure CLI and PowerShell examples side-by-side, or alternate which is shown first.
  • Include Bash/shell script examples for common tasks, especially for Linux/macOS users.
  • Add notes or troubleshooting steps using Linux/macOS tools (e.g., dig for DNS checks).
  • Clarify that Azure CLI commands work cross-platform and highlight any OS-specific considerations.
  • Consider adding screenshots or instructions for Azure portal usage on macOS/Linux browsers if relevant.
GitHub Create Pull Request
Azure Cache For Redis Migrate to Azure Cache for Redis ...rticles/azure-cache-for-redis/cache-migration-guide.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page demonstrates moderate Windows bias by referencing Windows-specific tools (AzCopy, PowerShell cmdlets) for critical migration steps, such as copying RDB files and importing/exporting cache data. These tools are mentioned without Linux/macOS alternatives, and PowerShell commands are highlighted before any cross-platform options. There are no explicit Linux/macOS examples or guidance for equivalent workflows.
Recommendations
  • Include Linux/macOS equivalents for AzCopy usage, such as CLI examples for AzCopy on Linux/macOS, or alternatives like Azure CLI commands.
  • Provide cross-platform instructions for importing/exporting RDB files, including REST API or Azure CLI methods.
  • Add explicit examples for Linux/macOS users, such as shell commands for copying files and managing Redis.
  • Clarify that AzCopy and PowerShell are available on multiple platforms, or link to installation guides for non-Windows systems.
  • Reorder examples so that cross-platform or OS-neutral methods are presented before Windows-specific tools.
GitHub Create Pull Request
Azure Cache For Redis Migrate from VNet injection caches to Private Link caches ...articles/azure-cache-for-redis/cache-vnet-migration.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page shows moderate Windows bias, especially in the 'Export data to an RDB file and import it into Azure Cache for Redis' section. PowerShell cmdlets are mentioned for export/import tasks, and AzCopy is referenced as the tool for transferring files to Azure Storage, both of which are primarily Windows-centric. There are no explicit Linux/macOS CLI or scripting examples, and Windows tools are mentioned before any cross-platform alternatives.
Recommendations
  • Provide equivalent Azure CLI commands for export/import operations alongside PowerShell examples.
  • Mention cross-platform tools (e.g., Azure CLI, REST API, or Python SDK) for managing Azure Cache for Redis and transferring files to Azure Storage.
  • Explicitly state that AzCopy is available on Linux/macOS and provide installation/use instructions for those platforms.
  • Include example commands for Linux/macOS environments (e.g., shell scripts, bash commands) where relevant.
  • Clarify that the migration steps can be performed from any OS, not just Windows.
GitHub Create Pull Request
Azure Cache For Redis Remove TLS 1.0 and 1.1 from use with Azure Cache for Redis ...ticles/azure-cache-for-redis/cache-remove-tls-10-11.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page provides PowerShell scripts and instructions for checking and configuring TLS settings for Azure Cache for Redis, with no equivalent Linux/macOS shell or CLI examples. Windows/PowerShell tools are mentioned first and exclusively for critical verification and configuration steps, creating friction for Linux/macOS users.
Recommendations
  • Add equivalent Bash or shell scripts for checking TLS versions from Linux/macOS environments.
  • Provide Azure CLI examples for both checking and configuring Minimum TLS Version, including guidance for Linux/macOS users.
  • Explicitly mention cross-platform alternatives and clarify which instructions apply to non-Windows systems.
  • Reorder examples so that CLI or cross-platform methods are shown before or alongside PowerShell/Windows-specific instructions.
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: 2026-01-13 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, without mentioning Linux/macOS alternatives. The example is given in Windows syntax and no Linux equivalent (such as 'tcping' for Linux, 'nc', or 'telnet') is suggested. This creates friction for Linux/macOS users attempting to follow the verification steps.
Recommendations
  • Include Linux/macOS equivalents for connectivity testing, such as 'nc', 'telnet', or the Linux version of 'tcping'.
  • Provide example commands for both Windows and Linux/macOS platforms side-by-side.
  • Explicitly state that 'tcping.exe' is for Windows and suggest alternatives for other operating systems.
  • Add notes or links to cross-platform tools for network troubleshooting.
GitHub Create Pull Request
Azure Cache For Redis Reboot, Flush, and Schedule Updates Azure Cache for Redis ...articles/azure-cache-for-redis/cache-administration.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by exclusively providing PowerShell examples and references for management tasks such as rebooting and scheduling updates. There are no CLI (az), Bash, or Linux/macOS-specific instructions or examples. PowerShell is mentioned as the primary tool for automation and configuration, with no parity for Linux users. This creates friction for users on non-Windows platforms who may prefer or require cross-platform tools.
Recommendations
  • Add equivalent Azure CLI (az) commands for all PowerShell examples, including rebooting and scheduling updates.
  • Provide Bash script examples or instructions for Linux/macOS users.
  • Mention cross-platform management options (e.g., Azure CLI, REST API) before or alongside PowerShell.
  • Ensure screenshots and UI references do not assume a Windows environment.
  • Explicitly state platform compatibility for each management tool.
GitHub Create Pull Request
Azure Cache For Redis How to configure Azure Cache for Redis ...main/articles/azure-cache-for-redis/cache-configure.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a Windows bias primarily by providing PowerShell as the only explicit command-line example for configuring the 'databases' setting during cache creation. There are no equivalent Linux or cross-platform (e.g., Azure CLI) examples, and PowerShell is mentioned before other management clients. This may cause friction for Linux/macOS users who are less likely to use PowerShell.
Recommendations
  • Provide Azure CLI examples alongside or before PowerShell examples for all configuration tasks, especially for creating caches and setting properties.
  • Explicitly mention cross-platform tools (e.g., Azure CLI, REST API) in all sections where PowerShell is referenced.
  • Where possible, use generic or cross-platform language and avoid implying that PowerShell is the primary or only supported method.
  • Add a tabbed example format (PowerShell, Azure CLI, REST API) for all code/configuration snippets.
GitHub Create Pull Request
Azure Cache For Redis Configure active geo-replication for Enterprise Azure Cache for Redis instances ...cache-for-redis/cache-how-to-active-geo-replication.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
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 geo-replication, but PowerShell (a Windows-centric tool) is given equal prominence and detail as Azure CLI. There are no explicit Linux/macOS shell examples (e.g., Bash), and PowerShell is presented as a primary automation option, which may not be available or preferred on Linux/macOS. The ordering of examples is CLI first, then PowerShell, but both are detailed. No Linux-specific tools or instructions are provided, and no mention is made of platform-specific considerations for Linux/macOS users.
Recommendations
  • Add explicit Bash shell examples for Azure CLI usage, demonstrating commands in a typical Linux/macOS terminal environment.
  • Clarify that Azure CLI works cross-platform and is the recommended approach for Linux/macOS users.
  • Note any platform-specific differences, such as authentication or environment setup, for Linux/macOS users.
  • Consider mentioning that PowerShell Core is available cross-platform, but most Linux users will prefer Bash/CLI.
  • Ensure screenshots and UI references are not Windows-specific (e.g., avoid showing Windows-only UI elements).
GitHub Create Pull Request
Azure Cache For Redis Managed identity for storage accounts ...ticles/azure-cache-for-redis/cache-managed-identity.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation demonstrates a moderate Windows bias. While it mentions both Azure CLI and Azure PowerShell for enabling managed identity, the PowerShell example is provided in full, and the CLI example is less prominent and not as detailed. There are no Linux/macOS-specific instructions or screenshots, and the portal instructions and screenshots reflect a Windows-centric UI. No mention is made of Linux-specific shell environments, nor are there examples for Bash or other non-Windows tools. The ordering of examples places PowerShell after CLI, but the PowerShell example is more detailed. There is no explicit guidance for Linux/macOS users, and the documentation assumes familiarity with Windows tools and UI patterns.
Recommendations
  • Provide equivalent Bash shell examples for Azure CLI commands, including syntax for Linux/macOS environments.
  • Clarify that Azure CLI works cross-platform and provide explicit instructions for running CLI commands on Linux/macOS.
  • Add screenshots or notes indicating that the Azure portal UI is accessible from any OS/browser.
  • Ensure parity in example detail between PowerShell and CLI, and consider showing CLI examples first to emphasize cross-platform support.
  • Mention that PowerShell Core is available on Linux/macOS, or provide links to installation instructions for non-Windows users.
GitHub Create Pull Request
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: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation is heavily oriented around the Azure portal and Azure PowerShell, with PowerShell examples presented before Azure CLI. There are no Linux/macOS-specific instructions or screenshots, and the portal workflow assumes a Windows-like UI experience. While Azure CLI commands are provided, there are no explicit Linux/macOS shell examples, nor is there mention of platform-specific differences or requirements. There are no references to Linux tools or patterns, and the documentation does not address parity for Linux users beyond CLI usage.
Recommendations
  • Add explicit Linux/macOS shell examples (e.g., bash/zsh) for Azure CLI usage, including environment variable syntax differences.
  • Include notes or screenshots for Linux/macOS users where portal UI or workflow may differ.
  • Mention platform-agnostic alternatives to PowerShell, such as Bash scripts, and clarify that Azure CLI works cross-platform.
  • Provide troubleshooting tips for Linux/macOS users, especially around DNS and networking.
  • Ensure that any referenced tools or commands are available and supported on Linux/macOS, and note any differences.
GitHub Create Pull Request
Azure Cache For Redis Troubleshoot connectivity ...ure-cache-for-redis/cache-troubleshoot-connectivity.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
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 PSPING in Azure PowerShell is presented as an alternative to redis-cli, but no Linux/macOS equivalent (such as nc or telnet) is provided. Windows tools and patterns are mentioned exclusively, and Windows-specific instructions appear before any Linux alternatives. This could create friction for Linux/macOS users trying to troubleshoot connectivity.
Recommendations
  • Provide Linux/macOS equivalents for PSPING, such as using 'nc', 'telnet', or 'nmap' to test connectivity.
  • Include example commands for both Windows and Linux/macOS platforms in troubleshooting sections.
  • Clearly label platform-specific instructions and avoid presenting Windows tools as the default or only option.
  • Consider reordering examples so that cross-platform or Linux/macOS instructions are presented alongside or before Windows-specific ones.
GitHub Create Pull Request
Azure Cache For Redis Best practices for memory management ...he-for-redis/cache-best-practices-memory-management.md
Medium Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation references Azure PowerShell as a primary tool for programmatic cache scaling, listing it before Azure CLI and REST API. This ordering and inclusion of PowerShell (a Windows-centric tool) may suggest a Windows-first perspective and a slight bias toward Windows tooling. However, Linux-compatible tools (Azure CLI, REST API) are also mentioned, and there are no exclusive Windows-only examples or commands.
Recommendations
  • List Azure CLI before PowerShell when mentioning cross-platform tools, as CLI is natively supported on both Windows and Linux.
  • Provide explicit examples for both Azure CLI and PowerShell when describing programmatic operations, ensuring parity.
  • Add a note clarifying that all mentioned tools (PowerShell, CLI, REST API) are available on multiple platforms, and link to installation guides for both Windows and Linux.
  • Avoid implying PowerShell is the default or preferred tool for automation unless there is a technical reason.
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: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation page lists PowerShell as a primary tool for quickstarts and next steps, placing it before Azure CLI in some sections. PowerShell is strongly associated with Windows, and its prominence may suggest a Windows-centric approach. While Azure CLI (cross-platform) is included, there are no explicit Linux-specific examples or mentions of Linux tools, and the ordering tends to favor Windows/PowerShell over CLI.
Recommendations
  • Ensure Azure CLI examples are presented before or alongside PowerShell examples to emphasize cross-platform parity.
  • Explicitly mention that Azure CLI is available and supported on Linux and macOS, not just Windows.
  • Add Linux-specific instructions or examples (e.g., using Bash scripts, curl, or other native Linux tools) for subscribing to and handling events.
  • Consider including a table or section that highlights platform compatibility for each tool.
  • Avoid defaulting to PowerShell as the primary automation example; provide equal coverage for Bash/CLI workflows.
GitHub Create Pull Request
Azure Cache For Redis Scale an Azure Cache for Redis instance ...n/articles/azure-cache-for-redis/cache-how-to-scale.md
Medium Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation demonstrates a mild Windows bias. PowerShell examples are provided before Azure CLI examples in all relevant sections, and PowerShell is mentioned as a primary tool for scaling operations. There are no Linux-specific shell examples (e.g., Bash) or explicit references to Linux environments. However, Azure CLI is cross-platform and included throughout, which helps mitigate the bias. No Windows-only tools or patterns are used, and the portal instructions are platform-neutral.
Recommendations
  • Alternate the order of PowerShell and Azure CLI examples, or present Azure CLI first to reflect its cross-platform nature.
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, and provide sample Bash invocation where appropriate.
  • Add a short note or section for Linux users, confirming that all CLI operations are supported on Linux and macOS, and referencing installation instructions for Azure CLI on those platforms.
  • If possible, include example scripts or automation patterns using Bash or other common Linux shells.
  • Avoid implying PowerShell is the default or preferred automation tool; clarify that both PowerShell and Azure CLI are supported equally.
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