Put cranberries, apple, pineapple, brown sugar, cinnamon, and vanilla in a food processor and pulse until desired consistency, scraping the sides once or twice if needed.
You can gently mix most of the goat cheese directly into the cranberry mixture to serve as a dip with crackers, reserving a little of the goat cheese to sprinkle on top of your dip.