Robust error handling in HTTP requests involves anticipating failures such as network issues, timeouts, and unexpected status codes. Using Python's requests library with try-except blocks allows for graceful exception handling. Implementing retry logic for transient errors and validating response content ensures reliability in applications. Logging errors with contextual information aids in troubleshooting.