Slicing involves dividing the project into vertical slices that include all components of the service, allowing for real user interaction and feedback. Decomposition, on the other hand, breaks the project into individual parts, which may lack cohesion and usability when put together. Slicing is generally preferred as it provides a complete test of the product's functionality.