Developers obsess over fast pseudorandom number generators (PRNGs), but the method used to constrain numbers to a specific range often dominates runtime. Extensive benchmarks reveal that optimized range-generation techniques like Lemire's method can triple performance compared to naive approaches, turning algorithmic bottlenecks into afterthoughts.