Either plain old "Salt Pork" which is mostly fat, or diced Bacon
I cut it up, put it in a Cast iron fry pan and put it in the oven until the pieces turn golden brown, you will have to stir them occasionally.
Pour off some of the grease then dump the rest into the Chowder.
Salt Pork is better as it adds salt to the chowder and improves the flavor.