Data grows fast, and schema changes are never gentle. A new column can mean tracking a critical metric, storing user state, or enabling a feature your product depends on. Done wrong, it slows queries, breaks integrations, and triggers migrations that cripple release schedules. Done right, it is invisible: performant, documented,