With nearly two decades of experience in the enterprise data trenches, I specialize in the high-stakes side of data engineering. My career has been defined by managing massive-scale ecosystems for global leaders in Banking and Telecom, specializing in Ab Initio, Teradata, and high-performance Python. Today, I help professionals and organizations navigate the complex bridge between legacy reliability and modern cloud agility (Snowflake). What I can help you with: Strategic Career Mentoring: For senior engineers (10+ YOE) looking to pivot into Cloud Architecture without losing their seniority. Architecture Design Reviews: Deep-dives into your ETL pipelines to identify bottlenecks, skew issues, or cost inefficiencies. The "Legacy-to-Cloud" Blueprint: Practical, real-world advice on migrating from Ab Initio/Teradata to modern stacks. Senior Technical Mock Interviews: Preparation for Lead and Architect-level roles that go beyond basic coding and into system design. Let’s connect to turn your data challenges into scalable solutions.