I would definitely say go ahead. I did a similar project in a CS course a couple of years ago, combining Java and MySQL. There are a number of different libraries for Java when it comes to MySQL, but if you want to keep it simple and not mix in ORM's and things like that it's as easy as downloading the MySQL driver from the MySQL homepage and start coding.
Good Luck!
Slimmy
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