Common mistakes in DELETE requests include not checking response.status_code, ignoring required headers or payloads, lacking concurrency control with ETags, and neglecting error handling for network issues. Use requests library features for headers, JSON payloads, timeouts, and environment variables to ensure robust deletion operations.