Private AIoT cloud platform is an intelligent IoT hub built by enterprises based on proprietary infrastructure, realizing autonomous and controllable IoT data management and intelligent services by integrating cloud computing, AI and edge computing technologies. private certificate management system. Current technology trends emphasize lightweight container deployment and Kubernetes orchestration capabilities to support rapid elastic expansion, while combining federated learning to achieve privacy-preserving AI co-training among multi-branch nodes.