Free Prometheus Alert Rule and SLO Generator

Tools for Prometheus monitoring: SLO-based PromQL generator, error budget calculator, and scaling to avoid OOMs.

Brought to you by Cardinality Cloud, LLC.

Technical

Articles tagged with "Technical"

How does this tool efficiently calculate error budget over long SLO windows?

October 16, 2025 Cardinality Cloud 2 min read

Calculating error budget over 30 days should be simple, but naive Prometheus queries time out on high-cardinality metrics. This tool uses a Riemann Sum-inspired technique that pre-computes error ratios at 5-minute intervals, turning an expensive range query into a single fast aggregation. The result: accurate error budget calculations that scale.