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The SQL ALTER TABLE statement allows adding, removing, and modifying columns in an existing table. It can also add primary key and foreign key constraints. The syntax includes ALTER TABLE followed by the table name, then add, drop, or alter column. Not can be used to specify a column cannot be left blank. Multiple columns can be added at once, separated by commas, without the need for parentheses.