Maybe ever so slightly, depending on your lemons, but they do impart a vivid lemon flavor, and more than you would get from just the juice. In fact most of the flavor we associate with lemons comes from the peel itself. The juice is merely sour. And remember, you are straining the solids away, and you can remove the seeds, prior to blending if you like.