Proficiency in SQL, Python, event debugging, and analytical problem-solving Experience with e-commerce clickstream data, behavioral tracking, and purchase funnels Knowledge of event semantics, canonical schemas, and mapping layers Strong understanding of event-based systems, experimentation, and streaming pipelines AI-first mindset with hands-on use of LLM tools for debugging and analysis