Explains how Apache Hudi lets teams build new indexes (record-level, secondary, expression, column stats, bloom filter) over an existing multi-petabyte table without stopping ingest or draining the pipeline. Argues Merge-On-Read is an architectural shift rather than just a storage optimization.