Tag - Fleet Management

The Core Architecture of an IoT Device Management Platform

Many IoT teams build device management as device registration plus online status plus a detail page. That works for demos, but it breaks under fleet operations, command tracking, version control, and troubleshooting. This article lays out a safer five-part architecture: registry, state, command plane, fleet index, and ops console.

Blog, IoT Tools and Platforms , April 18, 2026 , Command Delivery, Device management, Device Registry, Device Search, Fleet Management, IoT Platform, Ops Console, Platform Architecture, Remote Operations, State Modeling

Edge AI Device OTA: How to Do Staged Rollouts and Rollbacks

The hard part of Edge AI OTA is not pushing a new package. It is designing staged rollout, rollback, and remote recovery for devices whose firmware, model, and configuration evolve together. This article explains how to do it from ESP32 to RK3566.

Blog, Embedded System Development , March 26, 2026 , AI Deployment, Device Operations, Edge AI, ESP32, Fleet Management, OTA, Remote Recovery, RK3566, Rollback, Staged Rollout