Adding a new column should be fast, predictable, and safe. Yet in many production systems, it still carries risk: slow migrations, locks, outages, or schema drift. Engineers face choices—alter live tables in place, build shadow tables, or use phased rollouts. Each option affects performance, downtime, and deployment speed.
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