Cost Management Billing

286
Total Pages
255
Linux-Friendly Pages
31
Pages with Bias
10.8%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues (35)

https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/protect-tenants-subscriptions.md [View Details]
Scanned: 2025-07-16 00:00 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation page demonstrates a subtle Windows bias by referencing Microsoft-specific tools and admin centers (such as Microsoft 365 Admin Center and Azure portal) without mentioning cross-platform or Linux-native alternatives. There are no command-line examples (PowerShell or otherwise), but where command-line is referenced (in related links), it defaults to Azure PowerShell tabs. No Linux CLI or Azure CLI examples or guidance are provided, and the workflow assumes use of Microsoft portals and tools, which are more familiar to Windows users.
Recommendations:
  • Include Azure CLI examples alongside or instead of Azure PowerShell, as Azure CLI is cross-platform and widely used on Linux.
  • When referencing admin centers or portals, mention that these are web-based and accessible from any OS, or provide equivalent command-line instructions.
  • In related links, ensure that documentation pages default to or include Linux/CLI tabs, not just Azure PowerShell.
  • Explicitly state that actions can be performed from any OS, and provide parity in instructions for Linux/macOS users.
  • Where possible, avoid assuming familiarity with Microsoft-specific tools and provide context or alternatives for users from non-Windows backgrounds.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/link-partner-id.md [View Details]
Scanned: 2025-07-16 00:00 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools Missing Linux Example
Summary:
The documentation demonstrates a Windows bias by presenting all command-line examples (both PowerShell and Azure CLI) with Windows-style prompts (C:\>), referencing PowerShell modules and workflows first, and omitting explicit Linux/macOS instructions or examples. There is no mention of Linux-specific shell usage, installation, or file paths, and the CLI examples use Windows conventions exclusively.
Recommendations:
  • Provide both Windows and Linux/macOS command-line examples, using appropriate prompts (e.g., $ for bash, C:\> for Windows).
  • Include installation instructions for PowerShell and Azure CLI on Linux/macOS, or link to relevant cross-platform guides.
  • Avoid using Windows-specific file paths or prompts in CLI examples unless specifically targeting Windows users.
  • Clarify that both PowerShell and Azure CLI are cross-platform, and provide usage notes for different operating systems.
  • If screenshots are included, consider showing both Windows and Linux/macOS interfaces where relevant.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/link-partner-id-power-apps-accounts.md [View Details]
Scanned: 2025-07-16 00:00 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows First Windows Tools Missing Linux Example
Summary:
The documentation demonstrates a Windows bias by prioritizing PowerShell (a Windows-centric tool) in both instructions and tooling tables, frequently referencing PowerShell cmdlets before or instead of cross-platform alternatives. The Azure portal (GUI) and PowerShell are emphasized for key operations, with the Azure CLI (which is more cross-platform) only mentioned later and with less detail. There are no explicit Linux/macOS-specific instructions or examples, and no mention of platform-specific considerations for non-Windows users.
Recommendations:
  • Ensure all PowerShell examples are paired with equivalent Azure CLI examples, and present both side-by-side or in parallel sections.
  • Explicitly state that Azure CLI is cross-platform and provide installation and usage notes for Linux/macOS users.
  • Where GUI instructions are given, clarify that the Azure portal is accessible from any OS with a modern browser.
  • Review all tooling tables to include and highlight cross-platform tools (e.g., Azure CLI, PP CLI) equally with PowerShell.
  • Add a section or notes addressing any platform-specific differences or limitations for Linux/macOS users.
  • Avoid assuming PowerShell is the default scripting environment; clarify when a step is Windows-specific or provide alternatives.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/troubleshoot-subscription/troubleshoot-sign-in-issue.md [View Details]
Scanned: 2025-07-16 00:00 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation provides browser troubleshooting steps that reference Edge and Chrome (and Safari), but omits Linux-specific browsers (such as Firefox) and does not mention Linux-specific instructions for clearing cache or cookies. The order of browser instructions consistently lists Edge (a Microsoft product) first, which may reinforce a Windows-centric perspective. There are no command-line or OS-specific instructions, but the lack of Linux browser examples and the prioritization of Edge indicate a subtle Windows bias.
Recommendations:
  • Include instructions for Firefox, which is widely used on Linux, for clearing cache/cookies and private browsing.
  • Add a note or section for Linux users, clarifying that steps for Chrome/Firefox apply to Linux as well, and specify any differences if present.
  • Rotate the order of browser instructions or use alphabetical order to avoid consistently prioritizing Edge.
  • Explicitly mention that the instructions are applicable across operating systems where possible, or provide OS-specific notes as needed.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/reservations/manage-reserved-vm-instance.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Missing Linux Example Windows Tools
Summary:
The documentation page demonstrates a Windows bias by providing only PowerShell examples for splitting reservations, with no equivalent Azure CLI (cross-platform) or Bash examples. The exclusive use of PowerShell commands assumes a Windows environment and omits guidance for Linux or macOS users. There is also a lack of mention or prioritization of cross-platform tools where applicable.
Recommendations:
  • For every PowerShell example, provide an equivalent Azure CLI example, which is cross-platform and works on Windows, Linux, and macOS.
  • Explicitly mention that the Azure CLI can be used for these operations and provide sample CLI commands.
  • Where possible, include Bash script examples or note that the CLI commands can be run in Bash or other shells.
  • Add a section or note clarifying tool availability and platform compatibility (e.g., 'The following examples use PowerShell, but you can also use Azure CLI on any platform').
  • Review for other sections where Windows-specific tools or patterns are referenced and ensure Linux/macOS parity.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/microsoft-customer-agreement/onboard-microsoft-customer-agreement.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows Tools Missing Linux Example
Summary:
The documentation is heavily oriented around Microsoft-specific tools and portals (Azure portal, Microsoft Admin Center, Power BI, Microsoft 365 admin center) and does not provide any platform-specific command-line examples or automation instructions. There are no references to Windows-only scripting (e.g., PowerShell), but the documentation assumes use of web-based Microsoft portals and tools, which are most commonly associated with Windows environments. There are no Linux-specific instructions, CLI examples, or cross-platform automation guidance, and all video and tutorial links focus on the GUI experience.
Recommendations:
  • Add examples and guidance for using the Azure CLI and Azure REST APIs for onboarding and managing MCA, including sample commands that work on Linux, macOS, and Windows.
  • Include automation examples using cross-platform tools such as Azure CLI, Bash scripts, or Python, not just references to the Azure portal or Microsoft Admin Center.
  • Explicitly mention that the Azure portal and Admin Center are accessible from any modern browser on any OS, to clarify cross-platform compatibility.
  • Provide links to documentation or tutorials that cover command-line and programmatic approaches to MCA management, not just GUI/video resources.
  • If possible, include sample workflows for onboarding and billing management that can be performed from Linux or macOS environments.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/savings-plan/software-costs-not-included.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation page focuses exclusively on Windows VM software costs and related meters, without mentioning Linux or other operating systems. There are no examples or explanations for Linux VM scenarios, nor is there any discussion of software costs or meters that might apply to non-Windows environments. This creates a Windows-first perspective and omits information relevant to Linux users.
Recommendations:
  • Add a section explicitly addressing software costs for Linux VMs, even if to state that there are no additional software meters for standard Linux distributions.
  • Include a comparative table or statement clarifying how savings plans apply to both Windows and Linux VMs.
  • If there are software costs for Linux (e.g., for premium distributions or third-party software), list those meters as well.
  • Use inclusive language throughout, such as 'Windows and Linux VMs', rather than only referencing Windows.
  • Provide links to documentation about licensing and costs for Linux and other non-Windows OSes in Azure.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/automate/automation-ingest-usage-details-overview.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation page shows subtle Windows bias by mentioning Microsoft Excel as the example spreadsheet application for opening CSV files, without naming any Linux alternatives. There are no command-line examples or automation scripts, but when tools are mentioned, they are Windows-centric or Microsoft-branded. No Linux-specific tools, workflows, or examples are provided, and the documentation does not address cross-platform considerations for data ingestion or analysis.
Recommendations:
  • When mentioning spreadsheet applications, include cross-platform options such as LibreOffice Calc or Google Sheets alongside Microsoft Excel.
  • If providing examples for downloading or processing CSV files, include both Windows (PowerShell, Excel) and Linux (bash, awk, LibreOffice) workflows.
  • Explicitly state that the APIs and exported CSV files can be used on any platform, and provide sample scripts or command-line instructions for both Windows and Linux environments.
  • Reference open-source or platform-agnostic tools where possible, and avoid implying that Microsoft tools are required.
  • Add a section or note about cross-platform compatibility for cost data analysis and ingestion.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/costs/analyze-cost-data-azure-cost-management-power-bi-template-app.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows Tools Missing Linux Example Windows First
Summary:
The documentation is heavily focused on the Power BI app and Power BI Desktop, which are primarily Windows-based tools. There are no examples or instructions for Linux users, nor are alternative cross-platform tools or methods mentioned. The only operating system-specific reference is to Windows Server AHB usage, with no mention of Linux VM equivalents. The documentation assumes the reader is using Windows and does not provide parity for Linux environments.
Recommendations:
  • Explicitly state the platform requirements for Power BI App and Power BI Desktop, including any limitations for Linux or Mac users.
  • If possible, provide alternative instructions or tools for Linux users, such as using Power BI on the web or exporting data for analysis in cross-platform BI tools (e.g., Tableau, Apache Superset, or Jupyter Notebooks).
  • Include a section addressing Linux users, clarifying what is and isn't supported, and suggest workarounds or equivalent workflows.
  • When referencing VM usage (e.g., Windows Server AHB Usage), also mention Linux VM cost management features or reports, if available, to provide parity.
  • Ensure troubleshooting and authentication steps note any OS-specific differences, especially for authentication dialogs or file downloads.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/costs/billing-tags.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example Windows First
Summary:
The documentation exclusively describes how to apply billing tags using the Azure portal, which is a web-based interface accessible from any OS. However, there are no examples or references to command-line or automation methods (such as Azure CLI, PowerShell, or REST API), which are often used in cross-platform or Linux environments. If automation were discussed, there is a risk that only Windows/PowerShell examples would be provided first or exclusively, but in this case, the omission itself is a form of bias as it does not address Linux users' needs for automation or scripting.
Recommendations:
  • Add examples for applying billing tags using Azure CLI, which is cross-platform and widely used on Linux.
  • If PowerShell examples are added, ensure Azure CLI or REST API examples are also provided and presented first or alongside PowerShell.
  • Explicitly mention that all operations can be performed from any OS via the portal, but also provide automation options for Linux users.
  • Include links to relevant Azure CLI and REST API documentation for managing billing tags.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/costs/cost-analysis-common-uses.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example
Summary:
The documentation page exclusively describes cost analysis tasks using the Azure portal UI, with all navigation and examples tailored to the web interface. There are no command-line examples, scripts, or references to platform-specific tools (such as PowerShell, Azure CLI, or Bash). However, the absence of any CLI examples means that Linux users (who may prefer Azure CLI or Bash) are not served, while Windows users (who may prefer PowerShell) are also not directly addressed. The lack of parity is most evident in the omission of Azure CLI/Bash examples, which are commonly used in Linux environments.
Recommendations:
  • Add Azure CLI examples for each major cost analysis task, showing equivalent commands for Linux/macOS users.
  • Where relevant, provide PowerShell examples for Windows users, but ensure Azure CLI/Bash examples are always present and given equal prominence.
  • Explicitly mention that all tasks can be performed via the Azure CLI or REST API, and link to relevant cross-platform documentation.
  • Include notes or callouts highlighting any differences in experience or capabilities between the portal, CLI, and PowerShell.
  • Consider adding a 'Command-line alternatives' section for each scenario, with both Azure CLI and PowerShell scripts.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/avoid-unused-subscriptions.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example
Summary:
The documentation page does not provide any platform-specific examples or instructions, but it references only the Azure portal and support request process without mentioning command-line alternatives such as Azure CLI, PowerShell, or Bash. This omission may disadvantage Linux users who prefer or require CLI-based workflows, as no Linux-friendly (or cross-platform) instructions are provided.
Recommendations:
  • Include instructions for unblocking subscriptions using Azure CLI, which is cross-platform and widely used on Linux.
  • If PowerShell examples are relevant, ensure equivalent Azure CLI or Bash examples are provided.
  • Mention that the Azure portal is accessible from any modern browser, including those on Linux, to clarify platform neutrality.
  • Provide links to documentation for both GUI and CLI-based support request creation, ensuring Linux users have clear guidance.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/costs/ingest-azure-usage-at-scale.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools Powershell Heavy
Summary:
The documentation demonstrates a Windows bias by describing performance tests and sample applications exclusively on Windows 10, using .NET and the Azure Data Movement Library (DML), which are Windows-centric technologies. There are no examples or mentions of Linux or cross-platform alternatives for copying blobs or automating exports. The test environment, tooling, and code samples are all Windows-focused, and Linux users are not provided with equivalent guidance or tooling references.
Recommendations:
  • Include equivalent Linux-based examples for copying large Azure storage blobs, such as using AzCopy, Azure CLI, or Python SDK scripts.
  • Mention and provide sample commands for cross-platform tools (e.g., AzCopy, Azure CLI) before or alongside Windows/.NET examples.
  • Describe performance testing or usage on Linux environments, including any differences or considerations.
  • Reference and link to documentation or guides for Linux users on automating exports and handling large blob transfers.
  • Avoid assuming the reader is using Windows by default; clarify that the .NET/DML approach is one of several options.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/assign-roles-azure-service-principals.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows Tools Windows First Missing Linux Example
Summary:
The documentation demonstrates a Windows bias by prioritizing PowerShell for automation and GUID generation, referencing Windows-centric tools (Visual Studio, PowerShell), and omitting Linux-specific or cross-platform command-line examples for key tasks. While curl is mentioned, the primary automation flow and examples assume a Windows/PowerShell environment, with no Linux shell or CLI parity.
Recommendations:
  • Provide equivalent Linux/bash command-line examples for all PowerShell commands (e.g., show how to generate a GUID with uuidgen or openssl).
  • List cross-platform tools (curl, httpie, Postman, etc.) before or alongside Windows-specific tools like PowerShell and Visual Studio.
  • Include Linux/macOS authentication and scripting guidance (e.g., Azure CLI usage, bash scripts) alongside PowerShell.
  • Clarify that all REST API examples are platform-agnostic and provide sample requests using curl or httpie.
  • Avoid assuming the user is on Windows; use neutral language and tool ordering.
  • Where screenshots or instructions reference Windows UI, note any differences for Linux/macOS users or provide alternative instructions if needed.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/create-subscription.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example
Summary:
The documentation page exclusively describes how to create a Microsoft Customer Agreement subscription using the Azure portal UI, with no mention of command-line tools or platform-specific instructions. There are no examples or references to Windows-specific tools (such as PowerShell), nor are there any Linux-specific examples (such as Azure CLI commands). However, the absence of any command-line examples at all means Linux users do not see parity with Windows users who might expect PowerShell guidance. This constitutes a 'missing_linux_example' bias, as Linux users are not shown how to perform these actions outside the portal.
Recommendations:
  • Add examples for creating subscriptions using Azure CLI, which is cross-platform and commonly used on Linux.
  • If relevant, provide PowerShell examples alongside Azure CLI, but ensure Azure CLI appears first or is given equal prominence.
  • Explicitly mention that the Azure portal is platform-agnostic, but provide links or sections for users who prefer automation or command-line approaches.
  • Include a table or section comparing different methods (Portal, Azure CLI, PowerShell, REST API) for creating subscriptions, with links to relevant documentation.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/link-partner-id.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools
Summary:
The documentation exhibits a Windows bias by consistently presenting command-line examples with Windows-style prompts (C:\>), listing PowerShell instructions before Azure CLI, and referencing PowerShell modules and workflows. There is no mention of Linux or macOS environments, and all CLI examples use Windows paths and conventions, which may confuse or alienate Linux/macOS users.
Recommendations:
  • Provide command-line examples using both Windows (PowerShell/CMD) and Linux/macOS (bash) syntax, including appropriate prompts (e.g., $ for bash).
  • Avoid using Windows-specific paths (C:\>) in Azure CLI examples; use generic or cross-platform prompts (e.g., $ or az ...).
  • Explicitly mention that the Azure CLI and PowerShell modules are cross-platform, and provide installation or usage notes for Linux/macOS where relevant.
  • Ensure that instructions for installing tools (like Azure CLI extensions) include Linux/macOS commands and package managers.
  • Consider reordering sections so that cross-platform tools (like Azure CLI) are presented before or alongside PowerShell.
  • Add a note or section addressing any platform-specific differences or requirements.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/mca-role-migration.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Missing Linux Example Windows Tools Windows First
Summary:
The documentation exclusively provides a PowerShell script and instructs users to use PowerShell in Azure Cloud Shell, with no mention of Bash, Linux shell scripting, or cross-platform alternatives. The instructions and screenshots prioritize PowerShell, and there are no examples or guidance for users on Linux or macOS who may prefer Bash or other scripting environments.
Recommendations:
  • Provide equivalent Bash or Azure CLI script examples for Linux/macOS users.
  • Explicitly mention that Azure Cloud Shell supports both Bash and PowerShell, and clarify if the process can be performed in Bash.
  • Include notes or links to cross-platform tools or scripts where possible.
  • If PowerShell is required due to specific module support, explain why and provide installation instructions for PowerShell Core on Linux/macOS.
  • Add a section addressing Linux/macOS users, outlining any differences or additional steps needed.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/mca-setup-account.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation is heavily oriented around the Azure portal web interface, with all instructions and screenshots assuming use of a graphical browser. There are no command-line examples or automation options provided (e.g., Azure CLI, PowerShell, or REST API), and no mention of Linux or cross-platform tooling. The only tool mentioned for automation is Terraform, but even that is referenced as a link rather than an integrated example. This approach implicitly favors Windows users, who are more likely to use the Azure portal and PowerShell, and does not address the needs of Linux users or those who prefer command-line or automated workflows.
Recommendations:
  • Add equivalent instructions and examples for managing billing accounts using the Azure CLI (az), which is cross-platform and widely used on Linux.
  • Where possible, provide REST API examples (with curl or similar tools) for key operations, to support automation and scripting on any OS.
  • If PowerShell is referenced, ensure Azure CLI or bash alternatives are given equal prominence and appear before or alongside PowerShell examples.
  • Explicitly mention that all portal-based steps can be performed from any OS with a supported browser, but highlight CLI/API options for users who prefer or require non-GUI workflows.
  • Include links to Azure CLI and REST API documentation for billing/account management tasks.
  • Consider adding a section or callout for Linux/macOS users, summarizing available tools and approaches for managing billing outside the Azure portal.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/protect-tenants-subscriptions.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows Tools Missing Linux Example
Summary:
The documentation page references deletion of resource groups and resources with a link that includes an 'azure-powershell' tab, suggesting a preference for Windows tooling. There are no explicit Linux or cross-platform CLI examples or references, and the documentation does not mention or provide parity for Linux users or tools such as Azure CLI or Bash scripts.
Recommendations:
  • Include examples and references for cross-platform tools such as Azure CLI and Bash scripts alongside or instead of PowerShell.
  • Ensure that linked articles and code samples provide both PowerShell and Azure CLI (or REST API) instructions, and make this explicit in the main documentation.
  • Avoid defaulting to Windows-centric tooling in links or examples; if PowerShell is mentioned, provide equivalent Linux-friendly alternatives.
  • Add a section or note clarifying that all actions can be performed from any OS using cross-platform tools, and provide links to relevant documentation.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/scope-level/overview-azure-hybrid-benefit-scope.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation page demonstrates a Windows-first bias by exclusively referencing Windows Server and SQL Server on Windows, with no mention of Linux-based SQL Server deployments or examples. All references to SQL Server VMs and IaaS extensions point to Windows-specific documentation. There are no examples or guidance for users running SQL Server on Linux VMs in Azure, nor are Linux tools or management patterns discussed.
Recommendations:
  • Include explicit references to SQL Server on Linux, clarifying whether Azure Hybrid Benefit applies equally to Linux-based SQL Server VMs.
  • Provide parallel documentation links and examples for registering SQL Server on Linux VMs with the SQL IaaS Agent extension.
  • Mention any differences (or confirm parity) in license assignment, management, and monitoring for SQL Server on Linux versus Windows.
  • If certain features or extensions are Windows-only, clearly state this and provide alternative guidance for Linux users.
  • Ensure that all screenshots, walkthroughs, and step-by-step instructions are inclusive of both Windows and Linux scenarios where applicable.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/understand-ea-roles.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example Windows Tools
Summary:
The documentation page focuses exclusively on the Azure portal (a web interface) and does not provide any command-line examples or automation guidance. There is no mention of PowerShell, Windows-specific tools, or scripts, but there is also a complete absence of Linux CLI tools (such as Azure CLI) or cross-platform automation methods. All instructions and examples assume use of the Azure portal, which is accessible from any OS, but the lack of parity in mentioning or demonstrating CLI-based management (which is common for Linux users) creates a subtle bias by omission.
Recommendations:
  • Add examples for managing EA roles using Azure CLI commands, which are cross-platform and widely used by Linux users.
  • Include references to REST API usage with curl or other Linux-native tools for automation.
  • Where possible, provide both portal-based and CLI/API-based instructions for all administrative tasks.
  • Explicitly mention that all tasks can be performed from any OS via the portal, but highlight automation options for Linux users.
  • Ensure that links to further documentation include both PowerShell and Azure CLI where applicable.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/reservations/understand-reserved-instance-usage.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a Windows bias by exclusively using Windows-based VM examples (Standard_DS1_v2 Windows virtual machine) and referencing Windows software costs. There are no examples or mentions of Linux VMs or Linux-specific considerations, and the only software cost discussion is for Windows. This may give the impression that reservations are primarily or only relevant for Windows workloads, and omits guidance for Linux users.
Recommendations:
  • Include parallel examples using a popular Linux VM SKU (e.g., Standard_DS1_v2 running Ubuntu or another Linux distribution) alongside the Windows example.
  • Discuss how reservation usage and software costs apply to Linux VMs, including any differences (such as the absence of extra OS licensing charges for most Linux distributions).
  • Reference Linux-specific documentation or considerations where relevant, such as Azure Hybrid Benefit for Linux or BYOL (Bring Your Own License) scenarios.
  • Ensure that screenshots and CSV file examples include both Windows and Linux VM reservations to illustrate parity.
  • Add a section or note explicitly stating that the reservation process and CSV analysis apply equally to Linux VMs, and highlight any differences.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/programmatically-create-subscription-microsoft-customer-agreement-across-tenants.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy
Summary:
The documentation provides both Azure CLI and Azure PowerShell examples for obtaining the service principal ID, but the PowerShell example is presented second. However, the presence of PowerShell (a Windows-centric tool) as a primary scripting example, and the absence of any explicit Linux shell or Bash-specific guidance (beyond the Azure CLI, which is cross-platform), indicates a slight Windows bias. There are no Linux- or Bash-specific examples, and PowerShell is highlighted as an alternative, which may not be as familiar or readily available to Linux users.
Recommendations:
  • Ensure that all command-line examples are provided in both Azure CLI (which is cross-platform) and Bash shell script formats where appropriate.
  • If PowerShell examples are included, clarify that Azure CLI commands work natively on Linux/macOS and Windows, and consider providing Bash script equivalents for automation scenarios.
  • Avoid assuming the use of PowerShell as the default scripting environment; instead, present Azure CLI or REST API examples first, as these are more universally accessible.
  • Explicitly mention that all steps can be performed on Linux, macOS, or Windows, and provide troubleshooting notes for non-Windows environments if needed.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/reservations/reservation-utilization.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows Tools Missing Linux Example
Summary:
The documentation page primarily references Windows-centric tools such as PowerShell and Power BI, without providing equivalent examples or explicit guidance for Linux users. There are no command-line examples for Linux shells, and the focus on Power BI and PowerShell may implicitly favor Windows environments.
Recommendations:
  • Include Azure CLI examples for retrieving reservation utilization, with sample commands that work cross-platform (Linux, macOS, Windows).
  • Mention and provide examples for using Bash or other Linux shells where appropriate.
  • Clarify that Power BI Desktop is only available on Windows, and suggest alternative reporting tools or methods for Linux users (such as using the API with Python or other cross-platform tools).
  • Ensure that references to PowerShell are accompanied by Azure CLI or REST API examples, to provide parity for Linux users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/reservations/calculate-ea-reservations-savings.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation demonstrates a Windows bias by exclusively using Excel for data preparation and calculation steps, with no mention of Linux-compatible spreadsheet tools (such as LibreOffice Calc or Google Sheets) or command-line alternatives. All screenshots and instructions are tailored to Excel, which is primarily a Windows (and Mac) application, and there are no examples or guidance for users on Linux or those preferring open-source tools.
Recommendations:
  • Explicitly mention and provide parallel instructions for Linux-compatible spreadsheet applications such as LibreOffice Calc and Google Sheets.
  • Include screenshots and step-by-step examples using LibreOffice Calc or Google Sheets alongside Excel.
  • Offer a brief section or appendix on how to perform the calculations using command-line tools (e.g., csvkit, awk, pandas in Python) for advanced or Linux-native users.
  • Use more generic terminology (e.g., 'spreadsheet application' instead of 'Excel') throughout the documentation, except where Excel-specific features are referenced.
  • Where possible, provide downloadable example files in open formats and ensure formulas are compatible with non-Excel spreadsheet software.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/reservations/nutanix-bare-metal.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows Tools Missing Linux Example
Summary:
The documentation page exclusively references the Azure portal (a web interface) for all reservation management tasks and does not provide any command-line examples, such as using Azure CLI, PowerShell, or REST APIs. While this avoids explicit Windows/Powershell bias, it implicitly favors GUI-based workflows, which are more familiar to Windows users. There are no examples or guidance for Linux users who may prefer or require command-line or automation-friendly approaches (e.g., Azure CLI on Linux).
Recommendations:
  • Add step-by-step examples for purchasing and managing reservations using the Azure CLI, which is cross-platform and widely used on Linux.
  • Include REST API references or examples for advanced automation scenarios, which are platform-agnostic.
  • If PowerShell examples are added, ensure equivalent Azure CLI examples are provided and presented first or side-by-side.
  • Explicitly mention that all tasks can be performed from Linux, macOS, or Windows using the Azure CLI or REST API, not just the Azure portal.
  • Provide links to Azure CLI and REST API documentation for reservation management.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/manage/link-partner-id-power-apps-accounts.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows First Windows Tools Missing Linux Example
Summary:
The documentation demonstrates a bias toward Windows environments by prioritizing PowerShell-based instructions and tools, referencing Windows-centric patterns, and not providing explicit Linux/macOS guidance or examples. PowerShell is mentioned and exemplified before Azure CLI, and there is no discussion of cross-platform shell usage or Linux-specific considerations. The documentation assumes familiarity with Windows tools and does not address potential differences or requirements for Linux users.
Recommendations:
  • Provide explicit Linux/macOS instructions and examples, especially for authentication and environment setup (e.g., clarify that Azure CLI and PowerShell Core are cross-platform, and show usage in bash/zsh).
  • When listing tooling (e.g., PowerShell, Azure CLI), present Azure CLI examples first or in parallel, as it is natively cross-platform.
  • Include notes or sections on any OS-specific prerequisites, such as package managers for installing Azure CLI or PowerShell on Linux/macOS.
  • Where PowerShell cmdlets are referenced, clarify if they require Windows PowerShell or if they work with PowerShell Core on Linux/macOS.
  • Add screenshots or terminal output examples from Linux/macOS environments where applicable.
  • Explicitly state that all command-line steps can be performed on Linux/macOS, and provide troubleshooting tips for non-Windows users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/reservations/view-reservations.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Missing Linux Example Windows Tools
Summary:
The documentation page demonstrates a strong bias toward Windows by exclusively providing Azure PowerShell scripts and instructions for managing Azure reservations. There are no examples or guidance for using cross-platform tools such as Azure CLI, nor are there any references to Linux or macOS environments. The use of PowerShell, which is traditionally associated with Windows (despite now being cross-platform), and the absence of Azure CLI or REST API examples, limits accessibility for Linux and macOS users.
Recommendations:
  • Add equivalent Azure CLI examples for all PowerShell scripts and management tasks, as Azure CLI is widely used on Linux and macOS.
  • Explicitly mention that PowerShell Core is cross-platform, and provide installation instructions for Linux/macOS if PowerShell usage is retained.
  • Include REST API examples or references for advanced users who may prefer scripting without PowerShell.
  • Ensure that all instructions and screenshots (if any) are applicable to users on Linux, macOS, and Windows.
  • Review and update the documentation to use neutral, cross-platform language (e.g., 'command line' instead of 'PowerShell prompt').
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/reservations/prepay-hana-large-instances-reserved-capacity.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows Tools Missing Linux Example Windows First
Summary:
The documentation exclusively provides examples using armclient with PowerShell syntax and Azure PowerShell code blocks. There are no examples or instructions for Linux or cross-platform CLI tools (such as Azure CLI or curl), nor is there mention of how to perform these tasks on non-Windows systems. The use of PowerShell and armclient (which is most commonly used on Windows) is presented as the default and only method, indicating a Windows-first and PowerShell-heavy bias.
Recommendations:
  • Provide equivalent examples using Azure CLI (az) commands, which are cross-platform and commonly used on Linux and macOS.
  • Include REST API call examples using curl or httpie, which are standard tools on Linux.
  • Use generic code blocks (e.g., ```bash or ```sh) for REST API examples, not just ```azurepowershell-interactive.
  • Explicitly mention that the operations can be performed from any OS, and clarify any tool prerequisites for Linux/macOS users.
  • If armclient is required, provide installation and usage instructions for Linux/macOS, or suggest alternatives.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/savings-plan/calculate-ea-savings-plan-savings.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation exclusively references Excel for data preparation and calculation, with all instructions and screenshots based on the Excel interface. There are no examples or guidance for Linux users or those using non-Microsoft spreadsheet tools (such as LibreOffice Calc, Google Sheets, or command-line tools like awk/csvkit). The workflow assumes a Windows-centric environment, implicitly prioritizing Windows tools and patterns.
Recommendations:
  • Include parallel instructions and screenshots for at least one popular Linux-compatible spreadsheet application, such as LibreOffice Calc or Google Sheets.
  • Mention and provide examples for command-line CSV processing tools (e.g., csvkit, awk, pandas) for users who may not use GUI spreadsheet software.
  • Rephrase references to 'Excel' as 'spreadsheet application' throughout, and clarify that the process is applicable to any tool capable of handling CSV files.
  • Where possible, provide downloadable sample data and formulas in formats compatible with both Excel and LibreOffice Calc.
  • Add a note or section specifically addressing Linux/macOS users, outlining alternative tools and any differences in steps or formulas.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/scope-level/transition-existing.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a Windows bias by exclusively referencing PowerShell scripts for license usage analysis, without providing equivalent examples or guidance for Linux users. No mention is made of Bash, Azure CLI, or cross-platform tooling, and the only script linked is a PowerShell script. There are no Linux-specific instructions or examples, and the documentation assumes the use of Windows-centric tools.
Recommendations:
  • Provide equivalent examples using Azure CLI and/or Bash scripts for analyzing SQL license usage, ensuring Linux and macOS users can follow along.
  • Explicitly mention that the PowerShell script can be run on PowerShell Core (pwsh) on Linux/macOS, if applicable, or provide guidance for cross-platform compatibility.
  • Include references to cross-platform tools (such as Azure CLI) wherever PowerShell is mentioned, and offer side-by-side examples.
  • Review all instructions and ensure that Linux users are not required to use Windows-specific tools or interfaces.
  • Add a note clarifying platform compatibility for any scripts or tools referenced.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/savings-plan/manage-savings-plan.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation exclusively describes management of Azure savings plans using the Azure Portal GUI, with no mention of command-line tools or automation options. There are no examples using Azure CLI, Bash, or Linux-native workflows, nor are there any references to PowerShell or Windows-specific tools. However, the lack of Linux/CLI examples and the focus on GUI navigation (which is more common in Windows-centric documentation) results in a subtle Windows-first and missing Linux example bias.
Recommendations:
  • Add equivalent instructions for managing savings plans using the Azure CLI, with example commands for common tasks (e.g., changing scope, viewing details, modifying auto-renewal).
  • Include Bash shell examples for Linux users, especially for automation or scripting scenarios.
  • Explicitly mention cross-platform tools (Azure CLI, REST API) and provide links to their documentation.
  • Clarify that all management actions can be performed from any OS using the Azure Portal, but highlight automation options for both Windows and Linux users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/troubleshoot-billing/troubleshoot-customer-agreement-billing-issues-usage-file-pivot-tables.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation exclusively uses Microsoft Excel for all examples and instructions, implicitly assuming a Windows environment. There are no examples or guidance for users on Linux or macOS, such as using LibreOffice Calc or command-line tools (e.g., csvkit, pandas). Keyboard shortcuts and UI references are specific to Excel, and no alternatives are mentioned. This creates a Windows-centric experience and may alienate users on other platforms.
Recommendations:
  • Include parallel instructions and screenshots for at least one cross-platform or Linux-native spreadsheet application, such as LibreOffice Calc or Google Sheets.
  • Mention and provide basic examples for command-line tools (e.g., csvkit, pandas) to manipulate and analyze CSV usage files, especially for large files.
  • Use neutral language when referring to spreadsheet applications (e.g., 'spreadsheet application such as Excel or LibreOffice Calc') and avoid assuming Excel is available.
  • Provide keyboard shortcuts and menu navigation for both Windows and Linux/macOS environments where relevant.
  • Add a section or callout for Linux/macOS users outlining alternative workflows for analyzing large CSV files.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/troubleshoot-subscription/troubleshoot-sign-in-issue.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation provides browser troubleshooting steps that reference Edge and Chrome in detail, with Edge (a Microsoft product) consistently listed first and described in greater detail. There are no Linux-specific instructions or references to Linux browsers or environments. The guidance assumes the use of browsers and settings most common on Windows or macOS, omitting mention of Linux distributions, Firefox (a popular Linux browser), or command-line alternatives for clearing cache/cookies.
Recommendations:
  • Include instructions for Firefox, which is widely used on Linux systems, for private browsing and clearing cache/cookies.
  • Add a note or section addressing Linux users, specifying where browser settings may differ or how to access them on common Linux desktop environments.
  • Consider providing command-line alternatives for clearing browser data on Linux (e.g., using rm to delete browser cache directories).
  • Avoid always listing Edge first; rotate browser order or group instructions by operating system.
  • Explicitly mention that the steps apply to all platforms, and highlight any platform-specific differences where relevant.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cost-management-billing/understand/review-enterprise-agreement-bill.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows Tools Missing Linux Example Windows First
Summary:
The documentation page demonstrates a Windows bias primarily through exclusive references to Microsoft Excel for CSV report handling and troubleshooting. All instructions for importing and formatting CSV files are tailored to Excel, with no mention of Linux-compatible tools (such as LibreOffice Calc or command-line utilities). There are no examples or guidance for users on Linux or macOS platforms, and the documentation assumes the use of Windows-centric workflows and tools throughout.
Recommendations:
  • Include instructions for opening and formatting CSV reports using cross-platform tools such as LibreOffice Calc, Google Sheets, or command-line utilities (e.g., csvkit, awk, pandas).
  • Provide examples or notes for Linux and macOS users, especially in sections related to CSV handling and report downloads.
  • Avoid assuming that users will use Microsoft Excel by default; offer alternative workflows for non-Windows environments.
  • Where screenshots or step-by-step guides are provided, consider adding parallel instructions for at least one major Linux-compatible tool.
  • Explicitly state that the Azure portal is accessible from any modern browser on any OS, and clarify that report downloads are not limited to Windows users.