A compiler in programming is a crucial tool that translates source code, written in a high-level language, into machine code or bytecode that a computer's CPU can execute. This process includes lexical analysis, syntax analysis, and code generation. Compilers also perform optimizations to improve performance and ensure that the program runs efficiently.