Methods and apparatus to perform data migration in a distributed cloud management automater are disclosed. An example apparatus includes a source data generator to generate a migration package corresponding to a source cloud management automater; a target cloud management automater migrator to migrate data of the migration package into a target cloud management automater; and performing a schema upgrade of a target database of the target cloud management automater; and a target service upgrader to upgrade service components at the target cloud management automater based on the migration package.