QPS Saturation Requires Horizontal Scaling with Replicas

When query throughput plateaus despite increasing load, the index has reached its maximum QPS for the current replica count. Each replica adds ~25 QPS linearly, making this a predictable scaling mechanism for read-heavy workloads.

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