mysqldump freezing on a specific table
Conjecture #1 : Single Transaction

The dump for the sys_data database has to create far more MVCC information to load and dump from ibdata1. Please Click Here to See the InnoDB Infrastructure Map and notice the section in ibdata1 that has 1023 undo logs.

When you were dumping an entire database, mysqldump will export the tables in alphabetical order. There can times that undo logs are populated with row data in the event of a crash and recovery as needed. Perhaps those logs are being loaded and unloaded from previous dumps. The undo space populated by the dump of previous tables (tables before tb_trade_376) may need some housecleaning performed while the dump of tb_trade_376 is in progress. This would be particularly true for a very busy server where INSERTs, UPDATEs, and DELETEs are being done to the previous tables.

Conjecture #2 : InnoDB Buffer Pool

If you are not writing anything to the database at all, another place to look would be the InnoDB Buffer Pool. Think about it: the data pages of every table being dumped would have to be loaded in the Buffer Pool simply because you are doing a SELECT. The SQL_NO_CACHE prevents the query results from entering the query cache, but does not prevent data movement in and out of the Buffer Pool. The data pages accessed from the previous tables have to be invalidated and overwritten in the Buffer Pool for each and every table prior to tb_trade_376.

Conjecture #3 : innodb_file_per_table

If innodb_file_per_table is disabled, then everything and its grandmother is in ibdata1. What would it contain? ibdata1 would have the following:


Data Pages for Every InnoDB Table
Index Pages for Every InnoDB Table
Data Dictionary
Double Write Buffer (support data consistency; used for Crash Recovery)
Insert Buffer (Buffers Changes to Secondary Non-Unique Indexes)
Rollback Segments
Undo Space (where the most uncontrolled growth can happen)




This means that the Undo Logs are competing for space with the data and index pages of every table. This would cause ibdata1 to grow rapidly. If you have innodb_file_per_table disabled, you need to cleanup the InnoDB Infrastructure to keep InnoDB tables out of ibdata1.

Conjecture #4 : MyISAM Tables

How can MyISAM tables cause a problem? If any of the tables in the mysqldump are MyISAM and still receiving INSERTs, UPDATEs, and DELETEs during the database dump, it could possibly disable the checkpoint mechanism of the --single-transaction option midstream. This is plausible because MyISAM is a non-transactional storage engine. If any of the previous tables are MyISAM and are still receiving writes, all bets are off for all the tables in the dump to have the same point-in-time. Each table being dumped after a MyISAM table in encountered is basically on it own in a transactional sense.

SUMMARY

You may have one or more of these issues going on. Please compensate with one of the following:


Arrange to dump of each table into separate files 
Setup MySQL Replication


You have freedom to tune MySQL on the Slave
You can stop the Slave and dump from the Slave. This will make point-in-time simple since a stopped slave means no more writes. YOu can start the slave once all dumps are done.

Deal with MyISAM


Convert all MyISAM tables to InnoDB. Prior to MySQL 5.6, a MyISAM table cannot be converted to InnoDB if there are FULLTEXT indexes.
If you cannot convert a MyISAM table, please stop writing to it during the dump

Do the ibdata1 cleanup
Use a larger buffer pool


Give it a Try !!!