Pupu Technology

Aug 19, 2024 · Operations

How Pupu APM Halved Costs Using Head Sampling

Facing exploding trace volumes, Pupu APM replaced Elasticsearch with ClickHouse, added tail sampling, and then engineered a head‑sampling solution that discards irrelevant spans at source, cutting daily span reports by half and halving infrastructure costs while preserving critical observability.