Buttermilk is a cultured milk product known for its thickness and tangy flavor. Generally, it should not be lumpy—typically, it should have an essentially smooth texture that complements many of the recipes for which buttermilk is used. Depending on many factors, like how long the buttermilk has been sitting before opening or how it was treated during production, there could be some lumps in the buttermilk.