If you can, no harm doing a parallel run of both filters for a while before removing the old one.
Otherwise, you can consider seeding your new filter media with some of your old media, just put some of the old media into your new filter.
You're right, beneficial bacteria grows everywhere in your tank, and given your rather low bio-load, you probably can't go wrong either way.
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