Gathering data from several different financial databases can be challenging.  There are identifiers that these databases have in common, that can make the transition of combining dataset easier (can be known as a "crosswalk"). See the file below which provides a summary of identifiers available by database.  

Databases included: 

Looking for more information on identifiers?  See the Fast Answer - Identifiers in Business Information Databases