A data engineer's encounter with 20 conflicting definitions of 'monthly active users' exposes how data lakes became unusable swamps. Matterbeam proposes returning to the original schema-on-read vision with immutability, schema inference, and replay to restore flexibility while enabling trustworthy analysis.