MySQL 5.7 Reference Manual Including MySQL NDB Cluster 7.5 and NDB Cluster 7.6
        To optimize InnoDB transaction processing,
        find the ideal balance between the performance overhead of
        transactional features and the workload of your server. For
        example, an application might encounter performance issues if it
        commits thousands of times per second, and different performance
        issues if it commits only every 2-3 hours.
      
            The default MySQL setting AUTOCOMMIT=1
            can impose performance limitations on a busy database
            server. Where practical, wrap several related data change
            operations into a single transaction, by issuing
            SET AUTOCOMMIT=0 or a START
            TRANSACTION statement, followed by a
            COMMIT statement after making all the
            changes.
          
            InnoDB must flush the log to disk at each
            transaction commit if that transaction made modifications to
            the database. When each change is followed by a commit (as
            with the default autocommit setting), the I/O throughput of
            the storage device puts a cap on the number of potential
            operations per second.
          
            Alternatively, for transactions that consist only of a
            single SELECT statement,
            turning on AUTOCOMMIT helps
            InnoDB to recognize read-only
            transactions and optimize them. See
            Section 8.5.3, “Optimizing InnoDB Read-Only Transactions” for
            requirements.
          
Avoid performing rollbacks after inserting, updating, or deleting huge numbers of rows. If a big transaction is slowing down server performance, rolling it back can make the problem worse, potentially taking several times as long to perform as the original data change operations. Killing the database process does not help, because the rollback starts again on server startup.
To minimize the chance of this issue occurring:
Increase the size of the buffer pool so that all the data change changes can be cached rather than immediately written to disk.
                Set
                innodb_change_buffering=all
                so that update and delete operations are buffered in
                addition to inserts.
              
                Consider issuing COMMIT statements
                periodically during the big data change operation,
                possibly breaking a single delete or update into
                multiple statements that operate on smaller numbers of
                rows.
              
            To get rid of a runaway rollback once it occurs, increase
            the buffer pool so that the rollback becomes CPU-bound and
            runs fast, or kill the server and restart with
            innodb_force_recovery=3, as
            explained in Section 14.19.2, “InnoDB Recovery”.
          
            This issue is expected to be infrequent with the default
            setting
            innodb_change_buffering=all,
            which allows update and delete operations to be cached in
            memory, making them faster to perform in the first place,
            and also faster to roll back if needed. Make sure to use
            this parameter setting on servers that process long-running
            transactions with many inserts, updates, or deletes.
          
            If you can afford the loss of some of the latest committed
            transactions if an unexpected exit occurs, you can set the
            innodb_flush_log_at_trx_commit
            parameter to 0. InnoDB tries to flush the
            log once per second anyway, although the flush is not
            guaranteed. Also, set the value of
            innodb_support_xa to 0,
            which reduces the number of disk flushes due to
            synchronizing on disk data and the binary log.
          
              innodb_support_xa is
              deprecated; expect it to be removed in a future release.
              As of MySQL 5.7.10, InnoDB support for
              two-phase commit in XA transactions is always enabled and
              disabling
              innodb_support_xa is no
              longer permitted.
            
            When rows are modified or deleted, the rows and associated
            undo logs are not
            physically removed immediately, or even immediately after
            the transaction commits. The old data is preserved until
            transactions that started earlier or concurrently are
            finished, so that those transactions can access the previous
            state of modified or deleted rows. Thus, a long-running
            transaction can prevent InnoDB from
            purging data that was changed by a different transaction.
          
            When rows are modified or deleted within a long-running
            transaction, other transactions using the
            READ COMMITTED and
            REPEATABLE READ isolation
            levels have to do more work to reconstruct the older data if
            they read those same rows.
          
When a long-running transaction modifies a table, queries against that table from other transactions do not make use of the covering index technique. Queries that normally could retrieve all the result columns from a secondary index, instead look up the appropriate values from the table data.
            If secondary index pages are found to have a
            PAGE_MAX_TRX_ID that is too new, or if
            records in the secondary index are delete-marked,
            InnoDB may need to look up records using
            a clustered index.