Build and Operate Data Products: Develop and maintain the pipelines, APIs, and platform tooling that expose Stravas derived data products, including embeddings, ranking artifacts, clustering outputs, and enriched activity streams, as reliable, well-documented internal products. Owning Your Work End-to-End: Taking accountability for the reliability and correctness of the systems you build in production and their adoption by downstream teams, while staying aware of adjacent workstreams so dependencies and timing don't stall the team's momentum.