Adding a new column should be simple. In practice, it can cascade through the system, breaking queries, APIs, migrations, and dashboards. Whether you use Postgres, MySQL, Snowflake, or a data warehouse, introducing a new column means dealing with data consistency, versioning, and performance impact.
The first step is planning. Define