A bit of lumber and some inexpensive hardware can turn that gap into a pull-out pantry ... and below the cabinet in addition to a couple of wheels? This would help keep the pantry from scraping ...
Consider adding pull-out cabinet organizers to make reaching the items in the back more manageable. This allows you to see and get items deep inside the pantry quickly. If you want to get creative ...