Building Service Topology at Scale: Architecture, Challenges, and Lessons Learned

2026-07-16

Netflix developed a three-layer service topology system using eBPF flow logs, application metrics, and distributed traces. This system feeds a three-stage streaming pipeline to aggregate, resolve load balancer edges, and persist a dependency graph for sub-second queries. A major challenge of 100x load variance was addressed with multi-stage redistribution.