Item: This is a product that has been added to your product data, either in a text feed, XML feed, or API. For example, an item is one line in your text feed.

Lists and describes predefined product attributes that you can include in your product data feed transferred to Sitecore Discover.

Basic difference between Data Warehouse and Data Feed is that DWH send processed data while Data Feed files has raw/unprocessed data.