Traditional ETL pipelines, built for structured data and rigid transformations, are inadequate for modern AI-driven workflows that require handling unstructured data. AI-native data engineering introduces intelligent, adaptive systems capable of reasoning over such data, marking a paradigm shift in data processing. At the heart of this shift, NVIDIA Triton Inference Server enables seamless integration of AI inference into contemporary ETL architectures.