To ensure runtime data matches TypeScript types, you can use runtime validation libraries like Zod or io-ts. These libraries allow you to define schemas that describe the expected data types and structures. When data is received, such as from an API, it is validated against these schemas to ensure it matches the TypeScript types expected by your application.