Adding a new column sounds simple, but the impact touches the schema, indexes, migrations, and production stability. In relational databases like PostgreSQL, MySQL, or MariaDB, a careless addition can lock tables and block write operations. In distributed systems, schema changes ripple through services, caches, and pipelines.
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