You add a new column to change the shape of your system, to capture the detail that will drive the next decision, to store what was missing. Simple in concept, critical in execution.
A new column is not just a static addition. In modern databases, it triggers considerations about schema versioning, migration impact, indexing strategies, and query performance. Misstep here, and you will create downtime, lock contention, or slow reads that cascade through your application.
When adding a new column in SQL, understand the difference between ALTER TABLE in Postgres, MySQL, or SQL Server. In Postgres, adding a nullable column without a default is fast; adding one with a default can rewrite the whole table unless handled with NULL first, then a separate UPDATE, then set DEFAULT. In MySQL, storage formats can make some additions lightweight, others heavy. With large datasets, use ONLINE DDL when possible to keep service responsive.