During November 2024, Analogue40 enhanced onboarding documentation for the DataRecce/recce repository, focusing on clarifying the tool’s purpose and streamlining the quick-start process for data engineers and analysts. By updating the README using Markdown and Bash, Analogue40 positioned Recce as a data validation solution tailored for dbt workflows, emphasizing its utility in comparing development and production data during pull request reviews. The technical writing and shell scripting work reduced onboarding time and improved clarity for new users. While the contribution was limited to documentation, the update addressed a key workflow gap and provided targeted guidance for data engineering teams.