During November 2025, Pifostap enhanced the snowplow/documentation repository by streamlining the machine learning tutorial’s API exposure. They replaced ngrok with TryCloudflare, enabling browser-based access to real-time conversion predictions and reducing onboarding friction for demonstrations. This update improved the reliability and accessibility of the ML tutorial endpoints, allowing stakeholders to validate features more quickly. Pifostap consolidated these changes into a single commit, ensuring a clear and maintainable workflow for new users. The work demonstrated practical application of API development, data analysis, and machine learning using Python and Markdown, with a focused scope and depth appropriate for the project’s needs.