Edge Kubernetes in Action: From Connected Vessels to Industrial Au...
Talkat Kubernetes on Edge Day North America 2025 · on Monday, 2025-11-10· at 09:40· Building B | Level 2 | B203·
summary
An energy customer deploys thousands of edge gateways on oil rigs and well sites running Kubernetes to collect real‑time telemetry, facing 250 kilobytes to tens of megabytes connectivity swings, frequent out‑of‑sync states, and a split operational vs setup deployment mode. Vision AI runs for PPE and hardhat detection and flame detection takes months to validate and roll out because model training and data backhaul to cloud is slow. Automotive fleets hit scale at 10k–15k clusters where SCD cannot keep up, so teams shard instances and tweak liveness timers and Kubernetes parameters to stabilize operations.
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