To create a new filegroup in SQL Server, you use the ALTER DATABASE statement with the ADD FILEGROUP clause. The ADD FILE clause is used to add actual data files to an existing filegroup, MODIFY FILEGROUP changes filegroup properties, and REMOVE FILEGROUP removes an existing filegroup. Only ADD FILEGROUP creates a new filegroup.