Adding a new column sounds simple, but in production systems it can cascade through queries, indexes, schema migrations, API responses, and downstream consumers. Done wrong, it can slow queries, break joins, or cause outages. Done right, it’s a controlled, reversible change that unlocks new capabilities without risk.
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