Hannah, a Customer Engineer at MotherDuck, created an internal version of Spotify Wrapped for her team, highlighting key metrics derived from their SQL data. Over the past year, she ran 1.15 million queries, shared 54 databases, and tracked various performance indicators for her colleagues. Notably, Elena had the longest streak of 182 consecutive days of query activity, while Alex created 2,176 databases, averaging six per day. Gaby processed an impressive 217 terabytes of data, indicating significant involvement in debugging. The process involved filtering out non-employee data, aggregating user metrics, and calculating percentiles to determine rankings. The SQL queries used included complex operations, such as joining several common table expressions (CTEs) to compile the final results. Hannah emphasized the importance of excluding service accounts and test aliases to ensure accurate analysis. The final output included various archetypes assigned to users based on their performance, such as "Elite Duck" for the top 1% and "Streak Master" for those with long consecutive activity. This project not only showcased individual achievements but also fostered team engagement and recognition.