Production GraphQL systems benefit from structured logs, metrics, traces, and alerting. Important dimensions include operation name, request duration, error category, resolver latency, downstream latency, database performance, and resource utilization.

Distributed tracing is especially valuable when one GraphQL operation calls several backend services because it allows the complete request path to be inspected.