The ALTER TABLE statement in SQL allows modifications to a table's structure, including modifying column data types (MODIFY), removing columns (DROP), setting defaults (ALTER/MODIFY), and adding columns (ADD). It does not manipulate table records; UPDATE and DELETE are distinct DML operations.