analiza aiqbench

This architecture bridges the gap between massive-scale analytics and low-latency AI inference by enabling direct point queries on Apache Parquet without costly dataset replication. By mapping lookup keys directly to file locations, Spotify allows ML pipelines and online services to access the same data lake efficiently while preserving immutable storage formats. This advancement is significant for reducing infrastructure costs in large-scale model training and serving where traditional operational databases are prohibitively expensive or difficult to maintain at exabyte scales.