The CFL Pumping Lemma is a fundamental tool for proving that certain languages are not context-free by demonstrating that all sufficiently long strings in the language cannot be 'pumped' in a way that preserves membership in the language. It relies on the fact that context-free languages have a specific repetitive structure that can be exploited to show that some languages cannot be generated by any context-free grammar.