Tag - Staged Rollout

Why IoT Platforms Need Fleet Indexing and Device Search

If an IoT platform can only search by device name or online status, it will struggle with staged rollouts, fleet troubleshooting, and remote operations. This article explains why fleet indexing is an operations capability, not just a better device list.

Blog, IoT Tools and Platforms , April 29, 2026 , Device management, Device Search, Device State, Fleet Index, IoT Platform, Multi-Dimensional Query, Platform Architecture, Remote Operations, Staged Rollout, Troubleshooting

How to Separate Model, Firmware, and Config Versioning in Edge AI

Edge AI fleets become hard to operate when firmware, model, and config are hidden behind one bundle version. This article explains how to separate those version planes so rollout, rollback, and troubleshooting stay controllable.

Blog, Edge Computing and Data Analytics , April 5, 2026 , Config Versioning, Device Operations, Device Platform, Edge AI, Firmware Versioning, Model Versioning, OTA, Rollback, Staged Rollout, Version Governance

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