Edge deployment challenges with low-power hardware and intermittent connectivity

Pipelines built for the cloud often break down at the edge. Devices in the field may have low bandwidth, limited CPU, or unreliable connectivity... Updates fail mid-deployment, devices remain stuck on old versions.

The move to cloud-native architectures like microservices and Kubernetes introduces operational complexity that clashes with traditional development approaches. Edge computing adds new difficulties around data synchronization and performance optimization across diverse hardware environments.

The hardware is often low power: Your clusters might be single-node devices. The connectivity to the site may be low bandwidth or intermittent, making remote management difficult. There's a whole new frontier of security to consider, protecting against hardware tampering. And the killer: When we're talking about restaurant chains or industrial buildings, compute might need to be deployed to hundreds or thousands of sites.