Contributed a documentation-driven feature to the numaproj/numaflow repository, focusing on integrating QualiBooth with Numaflow pipelines for real-time accessibility data aggregation. The work centered on updating USERS.md to detail how QualiBooth leverages Numaflow’s data processing capabilities, clarifying the technical workflow for aggregating web accessibility issues. This update aimed to improve onboarding for new contributors and facilitate cross-team collaboration by providing clear, actionable guidance. The contribution emphasized technical writing and documentation skills, with a focus on accessibility analytics and pipeline integration. No bug fixes were reported during this period, and the primary deliverable was a comprehensive documentation enhancement.