Removing the Experimental Bottleneck: Fast Parallel Data Loading for ML Research

The Problem Traditional INSERT for benchmark data loading: Takes 5+ hours for 4M rows Sequential execution Normal logging and buffering 94% of experiment time wasted on data reload The Solution: Three Techniques Combined 1. APPEND HINT Tells Oracle: Skip normal buffering, write directly to disk.