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Data platform · Quality & Contracts

Freshness SLA

Mediumplatform-14
freshnessSLAmonitoringreliability

Question

What is a data freshness SLA?

Solution

A freshness SLA is a promise about how up to date a dataset will be. Example: "fct_orders is no more than 2 hours behind source by 9am local on weekdays."

SLA: max delay 2 hours
source max time: 07:00
warehouse max time: 10:30  -> BREACH

How platforms enforce it

  • Track max(event_time) or load timestamps
  • Alert when age exceeds threshold
  • Page owners when executive dashboards break SLA
  • Separate warn vs critical thresholds

Design note

SLAs should match business need. Fraud alerting may need minutes; monthly finance close may tolerate a day.

Interview tip: Define SLA as a measurable freshness target, then mention monitoring max(loaded_at) and owner escalation.

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