GraphQL APIs enables clients to request specific data sets, reducing over-fetching compared to traditional REST APIs, which return fixed data structures with unnecessary fields. Unlike REST APIs that require multiple endpoints and round trips to gather related data, GraphQL provides a single endpoint.