GCP Cloud Functions is a serverless FaaS platform for running event-driven code snippets, while App Engine is a PaaS for deploying and scaling entire applications. Cloud Functions are stateless and scale automatically per request, whereas App Engine provides more control over application configuration, scaling, and state management.