If the applications are identical, this should work fine, but if they are different but with some overlapping entities, this could cause a lot of problems with your data integrity. If they are identitical then I don't know why your app shuts down once in a while though, but maybe you can have a look in your log files.
We had a similar problem, but with the synchronisation provided by the database replication module this can be resolved!