Evolve your schema in place. Most DBs run these as cheap metadata-only operations IF you avoid expensive rewrites — e.g. don't set a NOT NULL default on a huge table without thinking.
Declare data integrity rules right in the schema — primary keys, foreign keys, unique constraints, NOT NULL, CHECK constraints, defaults. The DB enforces them so application bugs can't corrupt your data.