Products cant't be deleted in batch, and if the product itself has an order or opportunity record, it cannot be deleted, it can only be disabled.
＊What can I do if the product is no longer available? (How to deactivate a product? )

However, if there is no order or opportunity records, you can go to [Settings > Data > Products] and click on the product name to enter, then the delete button will be available.