Grafana Labs
NewOps agents

Run cost-effective, always-on agents to monitor your environment: the engineering behind Watchers

Our short summary of Grafana Labs’s engineering write-up. The full story, with all the detail, is on their blog.

Read the full write-up on grafana.com (opens in a new tab)

Problem

Alert rules miss unpredictable failures and running many agents can become too expensive.

Solution

Grafana built always‑on Watchers that learn normal system behavior from data sources, trigger alerts on drift, and stay cheap by optimizing runtime and resource use.

Want the architecture, code and numbers? They’re in the original post.

Read the full write-up on grafana.com (opens in a new tab)

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