The primary difference between a compiler and an interpreter lies in their operation process. A compiler translates the entire code of a programming language into machine code before execution, resulting in faster runtime performance after the initial compilation. In contrast, an interpreter processes the code line by line, translating commands one at a time during execution, which can lead to slower performance but offers more immediate feedback for debugging. Both are essential for transforming high-level programming languages for computer comprehension.