• Built a hybrid SSDAE and CNN–LSTM model to detect DDoS attacks in SDN by analyzing network traffic, extracting spatial and temporal patterns, and achieving approximately seventy-nine percent accuracy on benchmark datasets through effective feature learning techniques.