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Brian Martin of IOP Systems explains how operational measurement can be designed to preserve system visibility without turning the hot execution path into a bottleneck. His recommendations focus on atomic operations, per-CPU sharding, direct indexing, and accepting approximate consistency when it is better suited to performance.