To prevent an API injection attack, it is essential to validate, filter, and sanitize all incoming data. These actions ensure that any input data received by the API is checked for malicious content before processing, thereby reducing the risk of code injection attacks. These measures help separate legitimate user inputs from potentially harmful code, effectively mitigating the chances of an injection attack.