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You could use Access as the frontend and MySQL for the backend. That way you only have one database in use.

This isn’t something I have a lot of experience with and, crucially, I don’t know how it would fare if you were allowing PHP scripts to update the database at the same time as the Access app. However, it does seem like a useful starting point. Maybe more experienced people than me could comment more.