Signal before spectacle
We prioritize the few metrics that reveal drift, retry storms, and silent job failure — not wall-to-wall dashboards.
Infraautomate Digital
Turn noisy automation streams into application analytics you can explain in a stand-up.
Explore the flagship lab2,847learners since 2021
71cohort NPS average
38completed cohorts
“After the Pipeline Signal module I stopped pasting raw Grafana screenshots into incident notes. Stakeholders finally read the summary.”
Why teams enroll
Analytics that respect how automation actually runs
Stories for humans
Every lab ends with a narrative brief you could hand to a product owner without translating jargon twice.
Korea-rooted practice
Live office hours follow Jeonju evenings so APAC teams can join while Western cohorts review asynchronously.
Featured programs
Start with a focused path
Telemetry Insight Lab
Map application analytics onto infrastructure automation so you can spot fragile workflows before they page you.
View syllabus
Automation Health Notes
A shorter companion path for operators who need weekly health write-ups without rebuilding their entire observability stack.
Browse all coursesFrom the community
Mixed voices, honest notes
Learners mention specific modules — and sometimes the places where the curriculum still asks for patience.
★★★★☆
The Retry Storm worksheet in week three was blunt in a useful way. I wish the sample datasets included more Windows-based runners though.
★★★★★
Our SRE guild adopted the “one chart, one claim” rule from the Narrative Metrics clinic. Incident reviews got shorter within a month.
Ready for calmer automation insights?
Compare learning paths or ask about a team cohort based in Korea.