41
Total Pages
29
Linux-Friendly Pages
12
Pages with Bias
29.3%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues (17)

Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation page demonstrates a bias toward Windows/Azure environments by focusing exclusively on Azure-specific tools, providers, and workflows, with no mention of Linux-specific tools, shell commands, or parity in examples. All examples and references are centered around Azure CLI, Microsoft Entra ID, and Azure-specific Terraform providers, with no Linux or cross-platform command-line examples or guidance.
Recommendations:
  • Include Linux shell (bash) examples alongside or in place of Azure CLI/PowerShell commands where relevant.
  • Mention and provide parity for Linux-native tools and workflows (e.g., OCI CLI usage on Linux, authentication methods, environment setup).
  • Add explicit notes or sections for Linux users, including installation and configuration steps for Terraform, OCI CLI, and Azure CLI on Linux.
  • Ensure that any scripts or code snippets are cross-platform or provide both Windows and Linux variants.
  • Reference documentation or quickstarts for Linux environments, not just Azure/Windows-focused resources.

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation page demonstrates a subtle Windows/Azure bias by exclusively referencing Microsoft Azure VMs and networking concepts, without mentioning or providing examples for Linux-based environments or tools. All examples and scenarios are framed in terms of Microsoft Azure constructs (such as VNets, NSGs, and Azure VMs), with no mention of Linux-specific troubleshooting steps, tools, or cross-platform considerations.
Recommendations:
  • Include troubleshooting steps and examples that are relevant to Linux-based VMs or environments, such as using Linux command-line tools (e.g., ip, ifconfig, netstat, dig) for network diagnostics.
  • Provide parity in examples by referencing both Windows and Linux VMs when discussing connectivity, configuration, or troubleshooting.
  • Mention Linux-native tools or scripts for managing network rules and DNS settings, alongside Azure/Windows-centric instructions.
  • Clarify whether the procedures apply equally to both Windows and Linux VMs, or note any differences.
  • Add a section or callout for Linux administrators, highlighting any unique considerations or steps.

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation page focuses exclusively on Azure and Microsoft Entra ID integration, with all examples and references centered on Azure tools, modules, and patterns. There are no explicit examples or instructions for Linux environments or non-Windows tooling, and the documentation does not mention or provide parity for Linux-specific workflows or considerations.
Recommendations:
  • Include explicit examples and instructions for Linux environments, such as command-line usage on Bash or Linux terminals.
  • Mention cross-platform compatibility of tools like Terraform, OCI CLI, and Azure CLI, and provide installation or usage notes for Linux.
  • Add references or links to Linux-specific documentation for installing and configuring dependencies.
  • Ensure that any scripts or code snippets are shown in both Windows (PowerShell/Command Prompt) and Linux (Bash) formats where applicable.
  • Highlight any differences or considerations when using the modules or templates on Linux versus Windows.

Page-Level Analysis

Missing Linux Example Windows First
Summary:
The documentation does not provide any platform-specific examples or instructions, but it implicitly assumes use of the Azure portal and Azure tools without mentioning or providing parity for Linux command-line workflows or tools. There are no explicit Windows-only tools mentioned, but the lack of Linux-specific guidance or examples (such as CLI commands or shell scripts) may disadvantage Linux users. The documentation also references the Azure portal and Azure APIs/SDKs generically, which may be more familiar to Windows users.
Recommendations:
  • Add explicit examples for Linux users, such as using Azure CLI or Terraform from a Linux shell.
  • Include sample command-line workflows for provisioning and managing Oracle Database@Azure from Linux environments.
  • Clarify that all Azure APIs, SDKs, and Terraform tools are cross-platform, and provide links or examples for Linux installation and usage.
  • If mentioning the Azure portal, also mention that it is web-based and platform-agnostic to reassure Linux users.

Page-Level Analysis

Powershell Heavy Windows First Missing Linux Example
Summary:
The documentation page demonstrates a Windows bias by providing only PowerShell (Register-AzProviderFeature) commands for required registration steps, without offering equivalent Azure CLI (az) or Bash examples. The use of PowerShell syntax and cmdlets assumes a Windows environment or familiarity with Windows tooling, and there are no Linux-specific instructions or cross-platform alternatives provided. This may hinder users working from Linux or macOS environments.
Recommendations:
  • Provide Azure CLI (az) command equivalents for all PowerShell examples, especially for registration steps. For example, include 'az feature register' commands alongside 'Register-AzProviderFeature'.
  • Explicitly state that both PowerShell and Azure CLI can be used, and clarify any differences in syntax or prerequisites.
  • Add Bash shell examples where appropriate, or clarify that the commands can be run from any OS with the Azure CLI installed.
  • Consider including a table or section that shows both Windows (PowerShell) and Linux/macOS (Bash/Azure CLI) command examples side by side.
  • Review the documentation for other implicit Windows assumptions (such as references to Windows-only tools or terminology) and ensure parity for Linux users.

Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation page demonstrates bias towards Windows/Azure environments by exclusively referencing Azure portal tools and workflows, without providing command-line or Linux-native alternatives. All troubleshooting steps and examples rely on the Azure portal GUI, with no mention of Linux CLI tools, shell commands, or cross-platform approaches. There are no examples or guidance for users who may be operating from Linux systems or prefer automation via CLI.
Recommendations:
  • Provide equivalent instructions using Azure CLI and/or PowerShell, and ensure Azure CLI examples are prioritized or at least presented alongside portal-based steps.
  • Include Linux shell command examples (e.g., using curl, jq, or az CLI) for checking resource status, policies, or logs.
  • Reference cross-platform tools and workflows, not just the Azure portal GUI, to ensure users on Linux or macOS can follow the guidance.
  • Explicitly mention that all steps can be performed from Linux environments using CLI tools, and provide links to relevant documentation.
  • Where screenshots are used, consider including text-based outputs or CLI equivalents for accessibility and parity.

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation is heavily oriented toward the Azure Portal GUI and does not provide any command-line examples for provisioning Exadata infrastructure. While it does not explicitly reference Windows tools or PowerShell, it implicitly assumes use of the Azure Portal, which is most commonly accessed from Windows environments. There are no CLI (az), Bash, or Linux-specific instructions or examples, nor are there references to automation or scripting approaches that would be common in Linux-centric workflows.
Recommendations:
  • Add equivalent instructions for provisioning Exadata infrastructure using the Azure CLI (az), including full command-line examples.
  • Include Bash shell scripting examples for automating the provisioning process.
  • Explicitly mention that the Azure Portal can be accessed from any OS, and provide parity in documentation for Linux and macOS users.
  • Reference automation options such as ARM templates, Bicep, or Terraform, with examples for Linux environments.
  • Ensure troubleshooting and prerequisites sections include notes relevant to Linux users (e.g., required tools, environment setup).

Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation page demonstrates a Windows/Azure-first bias by focusing almost exclusively on Azure-specific tools, providers, and workflows, with little to no mention of Linux-specific tools, commands, or parity in examples. There are no explicit Linux or cross-platform CLI examples, and the documentation assumes the use of Azure and Microsoft Entra ID as the primary identity and access management solutions. The resources and templates referenced are all Azure-centric, with no guidance for Linux environments or alternative (non-Microsoft) platforms.
Recommendations:
  • Include explicit Linux CLI examples for setup, configuration, and deployment steps, especially for Terraform/OpenTofu, OCI CLI, and Azure CLI.
  • Provide parity in documentation by mentioning and demonstrating cross-platform tools and commands, not just Azure/Microsoft-specific ones.
  • Add a section or notes on how to perform the same operations in a Linux environment, including installation and authentication steps.
  • Reference Linux-compatible tools and workflows where possible, and clarify any platform-specific requirements or differences.
  • Ensure that all prerequisites and dependencies are described in a cross-platform manner, not assuming Windows or Azure as the default environment.

Page-Level Analysis

Windows Tools Windows First
Summary:
The documentation mentions PuTTYGen (a Windows SSH key generator) as an option for generating SSH keys, and lists it before mentioning Linux/OS X alternatives. There are no explicit Linux command examples or references to Linux tools beyond a brief mention of ssh-keygen. The focus on Azure portal UI and lack of CLI or Linux shell examples further centers the documentation around Windows-centric workflows.
Recommendations:
  • When listing SSH key generation tools, mention cross-platform tools first (e.g., 'You can generate SSH keys using ssh-keygen on Linux, macOS, or Windows, or PuTTYGen on Windows').
  • Provide explicit Linux and macOS command-line examples for generating SSH keys (e.g., 'ssh-keygen -t rsa -b 4096').
  • Include Azure CLI or shell-based provisioning steps alongside portal instructions to support Linux users.
  • Avoid listing Windows-specific tools before cross-platform or Linux-native tools.
  • Consider adding a section or callout for Linux/macOS users to ensure parity in instructions.

Page-Level Analysis

Windows First Windows Tools
Summary:
The documentation is heavily Azure-centric, with all examples using the Azure AzAPI Terraform provider and referencing Azure-specific resource types, patterns, and terminology. There are no Linux-specific or cross-platform CLI examples, and the documentation assumes the use of Azure-native tools and APIs, which are most familiar to Windows/Azure users. There is no mention of Linux-specific workflows, nor are there any examples showing how to perform similar tasks using Linux-native tools or command lines.
Recommendations:
  • Add equivalent examples using the OCI Terraform provider for Oracle Cloud Infrastructure, not just Azure.
  • Include CLI examples (e.g., Bash scripts) for Linux environments, such as using the Azure CLI or OCI CLI from a Linux shell.
  • Provide guidance or links for users deploying from Linux-based environments, including authentication and environment setup.
  • Clarify in the introduction that the examples are Azure-specific and provide pointers to Linux/OCI-native documentation for parity.
  • Where possible, show cross-platform commands (e.g., using Terraform from both Windows and Linux shells) and note any OS-specific considerations.

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation page focuses exclusively on Azure portal and Oracle Cloud Infrastructure (OCI) console workflows, with no command-line examples or tooling references for either Windows (PowerShell/CLI) or Linux (Bash/CLI). However, when referencing verification steps (such as checking IP addresses), it only mentions the OCI console and does not provide equivalent CLI commands (oci CLI, Azure CLI, Bash scripts) that would be common for Linux users. The troubleshooting steps and screenshots are all based on the Azure portal UI, which is platform-agnostic but often more familiar to Windows users. There is a lack of parity for Linux command-line users.
Recommendations:
  • Provide equivalent CLI-based examples for all troubleshooting steps, using both Azure CLI (az) and OCI CLI commands, which are commonly used on Linux.
  • Include Bash script snippets for common verification tasks (e.g., checking available IPs in a subnet, listing resources, examining activity logs).
  • When referencing the Azure portal, also mention how to perform the same actions via CLI or REST API, to support users who prefer or require non-GUI workflows.
  • Explicitly state that the steps apply equally to Linux and Windows, or call out any platform-specific differences if they exist.

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation exclusively describes using the Azure Portal GUI for managing subscriptions and resource providers, with no mention of command-line alternatives. There are no examples or instructions for using cross-platform tools such as Azure CLI or Azure PowerShell, which could be run on both Windows and Linux. The absence of CLI examples and the focus on GUI steps may implicitly favor Windows users, as historically, many Azure GUI workflows have been more familiar to Windows administrators.
Recommendations:
  • Add equivalent Azure CLI commands for all portal-based steps, such as registering resource providers and adding subscriptions, to ensure Linux users can follow along without relying on the GUI.
  • Include Azure PowerShell examples as an alternative, but ensure CLI (az) examples are given equal or higher prominence, as they are cross-platform.
  • Explicitly mention that all steps can be performed on Linux, macOS, or Windows using the CLI, and provide links to relevant Azure CLI documentation.
  • Where possible, provide screenshots or terminal output for CLI steps to demonstrate parity across platforms.

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation page focuses heavily on Azure and Microsoft Entra ID concepts, with all examples and templates centered around Azure-specific providers and workflows. There are no explicit references to Windows-only tools, but the documentation does not provide any Linux-specific guidance, examples, or parity for non-Azure environments. The prerequisites and instructions assume the use of Azure CLI and Microsoft-centric identity solutions, with no mention of Linux shell commands or alternative tools.
Recommendations:
  • Include Linux-specific setup and usage examples, such as shell commands for installing and configuring Terraform, OCI CLI, and Azure CLI on Linux.
  • Add notes or sections on cross-platform compatibility, clarifying that the tools and modules work on both Windows and Linux environments.
  • Provide example workflows or scripts for Linux users, such as bash scripts for provisioning or managing resources.
  • Mention any differences or considerations for Linux users, such as environment variable setup or authentication methods.
  • Ensure that documentation does not assume the use of PowerShell or Windows-only tools, and explicitly state when instructions are platform-agnostic.

Page-Level Analysis

Missing Linux Example
Summary:
Despite the documentation being for a Linux-based Oracle Exadata VM Cluster (as indicated by the ms.collection: linux metadata), all command-line examples and operational instructions reference only the Azure CLI, Azure portal, and Oracle/OCI console. There are no explicit Linux shell (bash) examples, nor are there any references to Linux-native tools or commands for verification or troubleshooting (e.g., using curl, systemctl, or Linux file system paths). The document assumes the use of Azure CLI (which is cross-platform but not Linux-specific) and does not provide parity with Linux command-line workflows or troubleshooting steps that would be familiar to Linux administrators.
Recommendations:
  • Add explicit Linux shell (bash) command examples for relevant steps, such as using curl or wget to test connectivity to Azure endpoints from the Exadata VM.
  • Include Linux-native troubleshooting commands (e.g., systemctl status for checking the Arc agent, journalctl for logs, or netstat/ss for port checks).
  • Where Azure CLI is used, clarify that it can be run natively on Linux and provide installation instructions or alternatives for Linux environments.
  • For steps involving file or process verification on the Oracle VM, provide Linux command-line equivalents (e.g., checking for the presence of the Oracle library/plugin, verifying network routes, or inspecting environment variables).
  • Highlight any differences or additional considerations for Linux environments, such as SELinux, firewall (iptables/firewalld), or package dependencies that may affect integration.

Page-Level Analysis

Missing Linux Example Windows Tools
Summary:
The documentation page does not provide explicit Windows or PowerShell examples, but it also lacks any Linux-specific examples or command-line instructions, despite being tagged as a Linux collection. The only tools and interfaces mentioned are Azure portal, Azure APIs, SDKs, and Terraform, which are cross-platform but no Linux-specific tools or workflows are highlighted. There is a subtle bias in not addressing Linux users directly or providing parity in examples or instructions.
Recommendations:
  • Add Linux-specific command-line examples for provisioning and managing Oracle Database@Azure, such as using Azure CLI or Bash scripts.
  • Explicitly mention and provide examples for Linux environments, especially since the page is tagged as part of a Linux collection.
  • Include references to Linux-compatible tools and workflows (e.g., az CLI usage in Bash, connecting to Oracle DB from Linux terminals).
  • Ensure that any future examples or troubleshooting steps are provided for both Windows and Linux platforms, or are clearly marked as cross-platform.

Page-Level Analysis

Powershell Heavy Windows First Missing Linux Example
Summary:
The documentation page demonstrates a Windows bias by providing only PowerShell (Register-AzProviderFeature) commands for required Azure registration steps, with no equivalent Azure CLI (az) or Bash examples. The use of PowerShell syntax and cmdlets assumes a Windows environment or user familiarity with Windows tooling. There are no Linux/Bash/CLI alternatives or guidance, which may disadvantage users on non-Windows platforms.
Recommendations:
  • Provide Azure CLI (az) command equivalents for all PowerShell examples, especially for registration steps.
  • Present both PowerShell and CLI/Bash examples side by side, or at least mention that both options are available.
  • Avoid assuming the use of Windows tools by default; clarify that steps can be performed from any OS with the appropriate tools.
  • Explicitly state platform-agnostic requirements and provide links to cross-platform Azure tooling documentation.

Page-Level Analysis

Windows Tools Windows First
Summary:
The documentation page demonstrates mild Windows bias, particularly in the SSH key generation section, where PuTTYGen (a Windows tool) is mentioned by name, and the ordering of tools ('ssh-keygen or Linux and OS X, or PuTTYGen on Windows') places Windows after Linux/OS X but still gives PuTTYGen explicit mention. No explicit Linux command-line examples are provided, and the documentation assumes use of the Azure Portal UI, which is platform-agnostic but may be more familiar to Windows users. There are no PowerShell-heavy examples or exclusive use of Windows patterns, but the explicit mention of PuTTYGen and lack of Linux command-line examples indicate a slight Windows bias.
Recommendations:
  • Provide explicit Linux and macOS command-line examples for generating SSH keys (e.g., show 'ssh-keygen -t rsa -b 4096').
  • Mention Windows Subsystem for Linux (WSL) as an option for Windows users to generate SSH keys using Linux tools.
  • List cross-platform tools first, and only mention platform-specific tools (like PuTTYGen) as alternatives.
  • Ensure parity by including references to Linux-native workflows or tools wherever Windows-specific tools are mentioned.