Designing and Operating SLAs for Low-Latency Services

An SLA isn’t kept by monitoring after the fact — it’s built by design and held by operation. Once the SLI for a low-latency service becomes p99 latency rather than availability, timeout budgets, caching, degradation, isolation, and load shedding build the SLA, while p99 SLOs, burn-rate alerting, headroom, deploy gates, and the review cycle hold it.

September 15, 2025 · 10 min read