FriendlyData VS BuildKit

• Ease of Use
  FriendlyData allows users to interact with databases using natural language queries, which makes it accessible for non-technical users who are not familiar with complex database query languages.
• Time-Saving
  By enabling natural language processing, FriendlyData reduces the time it takes for users to get the information they need, facilitating quicker decision-making processes.
• Integration
  FriendlyData can be integrated with various platforms and services, making it versatile for different business needs.

Possible disadvantages

• Complex Queries Limitation
  While FriendlyData is useful for simple queries, it may struggle to accurately interpret and execute more complex queries, limiting its effectiveness for advanced data analysis.
• Language Ambiguity
  Natural language processing might not always accurately interpret user queries, especially if the input is ambiguous or lacks specificity.
• Dependency on Vendor
  Relying on third-party services like FriendlyData introduces dependency on the vendor for maintenance, updates, and support, which could pose risks if the service changes or is discontinued.

• Improved Caching
  BuildKit offers enhanced caching mechanisms that can significantly speed up the build process. It supports more efficient layer caching and is capable of parallelizing builds, allowing for faster image creation and reduced rebuild times.
• Parallel Build Stages
  BuildKit's ability to parallelize the processing of build stages allows for more efficient use of resources, reducing the overall time needed to compile and assemble Docker images.
• Flexible Syntax
  It supports advanced Dockerfile syntax, such as 'RUN --mount=type=cache', enabling more granular control over build operations, which can help optimize the build process and reduce size and time.
• Security Improvements
  BuildKit adds security features like rootless builds and build secrets, allowing developers to create safer environments by limiting the need for superuser permissions and securely managing sensitive information during builds.
• Reduced Build Context
  BuildKit can help minimize the build context sent to the Docker daemon, optimizing network usage and performance by only sending necessary files.

Possible disadvantages

• Complexity
  For users familiar with the traditional Docker build system, the new features and functionalities of BuildKit, such as the advanced syntax and caching options, may introduce added complexity and a steeper learning curve.
• Compatibility Issues
  Not all environments and Dockerfile features are fully compatible with BuildKit's advanced capabilities, which might require adjustments or limit its applicability in certain scenarios.
• Resource Consumption
  Due to its parallel processing capabilities, BuildKit might consume more resources than traditional builds, potentially leading to increased CPU and memory usage.
• Maturation Level
  As a relatively newer tool, BuildKit may still face occasional bugs and is in an ongoing state of development, which can impact stability and reliability for production environments.

Tracking FriendlyData since Mar 2021.

• Su issues within a pod

  It does look odd but its valid. It’s dockerfile buildkit secret mount. Https://docs.docker.com/develop/develop-images/build_enhancements/. Source: about 4 years ago