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Systems / DevOpsJun 2, 2026

SLOs Before More Dashboards

Another Grafana board will not tell you when to page. Service level objectives turn metrics into decisions people can defend.

RP

Rohan Patel

Software Engineer

Teams in pain often ask for more graphs. What they usually need is a sentence: this is how good we promised to be, and this is how we are doing.

That sentence is an SLO.

Dashboards without SLOs are museums

Pretty panels show that something moved. They do not answer:

  • Should we page?
  • Should we freeze deploys?
  • Did this week’s “improvement” help users?

If on-call is driven by intuition over a wall of charts, you will either burn people out or miss real pain.

Write the promise in user words

Good SLOs sound like product:

  • “99.9% of checkout starts complete within 2s”
  • “99% of deploy gate evaluations finish within 5s”
  • “Search returns success for 99.5% of authenticated queries”

Bad SLOs sound like infrastructure vanity: CPU under 70%, pod restarts low. Those can be indicators. They are not the promise.

Error budgets are the culture hack

An error budget converts reliability into a shared currency with product and eng:

  • Budget healthy → ship
  • Budget burning → slow down, fix, or explicitly spend

Without a budget, every reliability debate is a vibe fight. With one, you can still choose speed — you just choose it with eyes open.

Instrument for the SLO, not for completeness

You do not need every span forever. You need:

  • The golden signals that feed the SLO
  • Traces for the paths that burn budget
  • Logs that explain why when the burn spikes

Add cardinality only when a question keeps recurring. Observability spend without an SLO is how you buy a second full-time job for your metrics bill.

Ship the promise first. Then build the smallest dashboard that proves it.