I lead global engineering teams at the intersection of scalable data architecture and production-grade AI. My expertise lies in building the foundational data lakes that power machine learning and the MLOps pipelines that bring models to life. Whether I'm architecting AWS Data Lakes or overseeing the deployment of RAG-based chatbots and LLM orchestration, my goal is the same: turning complex data into intelligent products. I currently manage a multi-disciplinary org of 40+ engineers across the USA and India, bridging the gap between "Big Data" and "Applied AI." Let's connect for: The AI/DE Bridge: Building data platforms specifically optimized for ML/LLM workloads. MLOps & SageMaker: Implementing the full model lifecycle from training to monitoring. Strategic Leadership: Managing distributed teams and navigating the "Manager of Managers" path. Interview Coaching: Preparation for senior DE and leadership roles at Meta and other Big Tech firms.