The supplier qualification process in Oracle Fusion Cloud Procurement is designed to evaluate and select the most suitable suppliers for procurement activities. This process involves assessing suppliers based on various criteria such as their financial stability, previous performance, compliance with regulatory requirements, and ability to meet product or service specifications. The purpose is to ensure that only qualified and reliable suppliers are engaged in the procurement process.