Native analytics typically become a bottleneck around 100 million requests per day, where sampled data and hourly summaries hide critical P99 latency spikes. Teams at this scale, such as FOX Sports, move to dedicated log platforms to maintain sub-second query speeds on petabytes of full-fidelity data without the limitations of pre-aggregated vendor reports.