Data format and payload structure are important considerations when using Google Cloud's Vertex AI for image predictions in Laravel. The request may be interrupted by errors such as "Invalid instances: string_value" if it is formatted incorrectly. Setting up the PredictionServiceClient in Laravel 11, encoding photos in Base64, and correctly passing instances to prevent issues are all covered in this article.