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Finding Salt failures: blaming commits to speed releases

🔍 Cloudflare explains how they accelerated triage and reduced release delays for Salt-managed configuration changes across thousands of servers. They implemented a local job cache on minions to retain job results, built a Salt Blame execution module to correlate failed highstates with commits, releases and external outages, and automated hierarchical triage from chat. These changes removed repetitive SSH-and-log workflows, made root-cause attribution self-service for SREs, and yielded a measurable >5% reduction in time lost to Salt-related release delays while enabling ongoing analytics and feedback.