Once defined, a Primary Index in Teradata cannot be dropped or altered without recreating the table. However, a Primary Index can contain NULL values and can have duplicate values (in a Non-Unique Primary Index). The 'cannot be dropped' constraint is permanent and fundamental to Teradata's architecture.