During December 2025, F9N focused on improving the reliability of documentation for the SigNoz/signoz.io repository, specifically targeting the ClickHouse integration guides. They identified and fixed broken links in the external-clickhouse.mdx file, updating references to custom functions and cluster configurations to align with the latest documentation structure. This work, carried out using Markdown and technical writing skills, reduced user confusion and potential support requests related to onboarding with ClickHouse. F9N’s attention to detail ensured that the documentation accurately reflected current integration practices, supporting smoother adoption and maintaining the integrity of the repository’s technical resources for future updates.