I am a Data and AI leader with over 12 years of experience across data engineering, data science, analytics, and business intelligence. I design and scale data systems that support reporting, AI, and real-world decision-making, with a focus on data quality, architecture, and AI readiness. My work spans complex enterprise environments, where I help teams avoid data failures that undermine analytics and AI initiatives. I write and speak about practical data engineering, applied data science, AI readiness, and building data foundations that actually work.