I’m an Associate Manager leading large-scale data engineering initiatives for global clients like Vanguard, where I own the delivery and evolution of multiple critical data platforms. My work revolves around building scalable, intelligent data systems using AWS, Python, SQL, and modern AI-driven approaches. Beyond my core role, I’m deeply passionate about mentoring and enabling data professionals. Through my platform, I’ve guided engineers in breaking into top roles, transitioning careers, and building industry-ready skills that go beyond theoretical learning. I believe the gap between learning and real-world execution is where most people struggle and that’s exactly where I focus. If you're looking for practical direction, honest feedback, and a structured path to grow in data engineering, you’re in the right place.