Yes, blueberries and peanut butter go well together. The flavor combination is akin to the classic peanut butter and jelly sandwich. In fact, most berries compliment peanut butter well. This berry and nut butter combination is seen in all sorts of dishes, including sandwiches, smoothies, desserts, milkshakes, and overnight oats to name a few.