During October 2024, Numbat focused on enhancing the documentation for the Shopify/discovery-apache-beam repository, specifically updating the Python SDK guides. Using Markdown and leveraging strong documentation skills, Numbat implemented a targeted update to announce Python 3.12 support while clearly noting the end-of-life status for Python 3.7 as of Beam 2.48.0. This work ensured that users have accurate, up-to-date information when upgrading their Python environments, reducing confusion and aligning the documentation with both Beam’s policy and the Python lifecycle. The update was delivered as a single, traceable commit, reflecting a focused and methodical approach to documentation quality and consistency.