Protecting IoT devices from cyber attacks is crucial. The CNN-LSTM IDS model achieves 98.42% accuracy in classifying benign vs. malicious activities. Leveraging spatial and temporal features enhances security. Further research can focus on real-time implementations and adaptability to IoT evolution.