Distributed Denial of Service (DDoS) is a major threat to cloud computing infrastructure, capable of causing service disruptions and significant losses. This study aims to develop an adaptive DDoS attack detection system using the RT-AMD (Real-Time Attack Monitoring and Detection) method, which combines four machine learning algorithms: Decision Tree, Random Forest, Naive Bayes, and K-Nearest N…