Airbnb built a metrics system that ingests 50M samples/s, stores 2.5PB of logical time series, and hosts 1.3B active series.
They use tenant-per-service grouping and shuffle sharding. They enforce per-tenant guardrails and a consolidated control plane. They shard queries and compaction. They run zone-aware replicas and multi-cluster rollouts.
