I work as a Senior Data Engineer at Ford, where I design and build production-scale data and AI systems. My work includes building multi-agent GenAI platforms, real-time streaming pipelines, and knowledge graph systems used in enterprise decision-making. Before this, I worked at Walmart Global Tech, building large-scale data pipelines processing 1+ TB/day. Over time, I’ve realized that most interview preparation advice online is too theoretical and doesn’t reflect how systems actually work in real-world environments. If you’re: • Preparing for Data Engineering or AI roles • Trying to move from tutorials to real systems • Confused about what projects actually matter I can help you with a practical, system-level approach based on real experience.