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I was looking for some kind of a library that could perform database operations on my phone alongwith storing the database itself into my phone using J2ME. ( other than the RecordStore class )

A: 

I'm not aware of any such library, even if there would exist one it would also need to be available on the target device so it would be a highly device specific build.

You could find a device that supports SQLite but more than that i cant say.

Jaakko
A: 

It seems Tushar Ahirrao has found his answer without our help but for everybody else: J2MEMicroDB is an open source database engine for J2ME

QuickRecipesOnSymbianOS