Designing observability for fleets of 10,000+ IoT devices
Heartbeats
Adaptive intervals based on network conditions to avoid congestion.
Offline detection
Declare offline only after three missed heartbeats to avoid flapping.
Alert aggregation
Group by region and model so one incident yields one alert.
Related articles
InsightsOctober 3, 2026
Edge caching in practice: pushing API hit rates above 90%
Cache key design, invalidation and staged purges: lessons from our edge network.
Anonymous
InsightsSeptember 24, 2026
Making RAG work for enterprise knowledge bases
Chunking, retrieval, re-ranking and citations decide answer quality.
Anonymous