MySQL 9.5 Reference Manual Including MySQL NDB Cluster 9.5
      You should be aware of the following points when using the
      FEDERATED storage engine:
    
          FEDERATED tables may be replicated to other
          replicas, but you must ensure that the replica servers are
          able to use the user/password combination that is defined in
          the CONNECTION string (or the row in the
          mysql.servers table) to connect to the
          remote server.
        
      The following items indicate features that the
      FEDERATED storage engine does and does not
      support:
    
The remote server must be a MySQL server.
          The remote table that a FEDERATED table
          points to must exist before you try to
          access the table through the FEDERATED
          table.
        
          It is possible for one FEDERATED table to
          point to another, but you must be careful not to create a
          loop.
        
          A FEDERATED table does not support indexes
          in the usual sense; because access to the table data is
          handled remotely, it is actually the remote table that makes
          use of indexes. This means that, for a query that cannot use
          any indexes and so requires a full table scan, the server
          fetches all rows from the remote table and filters them
          locally. This occurs regardless of any
          WHERE or LIMIT used with
          this SELECT statement; these
          clauses are applied locally to the returned rows.
        
Queries that fail to use indexes can thus cause poor performance and network overload. In addition, since returned rows must be stored in memory, such a query can also lead to the local server swapping, or even hanging.
          Care should be taken when creating a
          FEDERATED table since the index definition
          from an equivalent MyISAM or other table
          may not be supported. For example, creating a
          FEDERATED table fails if the table uses an
          index prefix on any VARCHAR,
          TEXT or
          BLOB columns. The following
          definition using MyISAM is valid:
        
CREATE TABLE `T1`(
    `A` VARCHAR(100),
    UNIQUE KEY(`A`(30))
) ENGINE=MYISAM;
          The key prefix in this example is incompatible with the
          FEDERATED engine, and the equivalent
          statement fails:
        
CREATE TABLE `T1`(
    `A` VARCHAR(100),
    UNIQUE KEY(`A`(30))
) ENGINE=FEDERATED
  CONNECTION='MYSQL://127.0.0.1:3306/TEST/T1';
If possible, you should try to separate the column and index definition when creating tables on both the remote server and the local server to avoid these index issues.
          Internally, the implementation uses
          SELECT,
          INSERT,
          UPDATE, and
          DELETE, but not
          HANDLER.
        
          The FEDERATED storage engine supports
          SELECT,
          INSERT,
          UPDATE,
          DELETE,
          TRUNCATE TABLE, and indexes. It
          does not support ALTER TABLE,
          or any Data Definition Language statements that directly
          affect the structure of the table, other than
          DROP TABLE. The current
          implementation does not use prepared statements.
        
          FEDERATED accepts
          INSERT
          ... ON DUPLICATE KEY UPDATE statements, but if a
          duplicate-key violation occurs, the statement fails with an
          error.
        
Transactions are not supported.
          FEDERATED performs bulk-insert handling
          such that multiple rows are sent to the remote table in a
          batch, which improves performance. Also, if the remote table
          is transactional, it enables the remote storage engine to
          perform statement rollback properly should an error occur.
          This capability has the following limitations:
        
The size of the insert cannot exceed the maximum packet size between servers. If the insert exceeds this size, it is broken into multiple packets and the rollback problem can occur.
              Bulk-insert handling does not occur for
              INSERT
              ... ON DUPLICATE KEY UPDATE.
            
          There is no way for the FEDERATED engine to
          know if the remote table has changed. The reason for this is
          that this table must work like a data file that would never be
          written to by anything other than the database system. The
          integrity of the data in the local table could be breached if
          there was any change to the remote database.
        
          When using a CONNECTION string, you cannot
          use an '@' character in the password. You can get round this
          limitation by using the CREATE
          SERVER statement to create a server connection.
        
          The insert_id and
          timestamp options are not
          propagated to the data provider.
        
          Any DROP TABLE statement issued
          against a FEDERATED table drops only the
          local table, not the remote table.
        
          User-defined partitioning is not supported for
          FEDERATED tables.