Pratik Jadhav

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SLO Boundaries

SLOs as product boundaries

Jun 3, 20256 min readreliabilityarchitecture
Treating reliability as a product promise turns operations from reactive work into roadmap discipline.

Why SLOs are product tools

SLOs are often framed as operations metrics, but the better framing is product boundaries. They define what users can reliably expect.

When teams treat SLOs as contract-level promises, prioritization becomes clearer. Reliability work competes less with feature work because it becomes feature work.

Applying SLOs to planning

Attach each roadmap initiative to one of three outcomes: improve availability, improve latency, or preserve error budget.

If a new feature threatens error budget without strong business value, delay it or ship with controlled rollout and clear rollback criteria.

typescript
type ServiceHealth = {
  service: string;
  latencyP95Ms: number;
  errorRate: number;
};

export function shouldPageOnCall(input: ServiceHealth) {
  const highLatency = input.latencyP95Ms > 450;
  const highErrors = input.errorRate > 0.02;
  return highLatency && highErrors;
}

Practical outcome

Teams that review error budget weekly make better release decisions and reduce reactive hotfixes.

The biggest gain is not uptime alone. It is confidence: product, engineering, and support align around predictable behavior.