Prolog is a symbolic and declarative programming language that uses clauses to represent truths about problems, allowing the interpreter to search for solutions. It classifies data objects into atoms, numbers, variables, and structured objects, facilitating functions like concatenating, adding, deleting, and inserting items into lists. The language primarily focuses on symbolic computation, with limited need for numerical calculations.