Day 2 Is Where Infrastructure Automation Breaks
Blog post from Kestra
Infrastructure teams often automate individual tools but lack orchestration across them, creating operational gaps during Day 2 tasks such as patching, remediation, and certificate rotation. In a typical critical patch scenario, vulnerability, ITSM, patching, configuration, and verification systems may each report success independently while failures between steps leave hosts vulnerable and require engineers to reconstruct events from multiple logs. This coordination gap increases operational risk, raises costs through metered automation licenses, and complicates compliance evidence for regulations including NIS2, DORA, and the Cyber Resilience Act. Kestra is presented as a control plane that connects existing tools into governed workflows, sequencing tasks, passing outputs, pausing for approvals, managing failures, and maintaining a unified execution record without replacing platforms such as Terraform, Ansible, Kubernetes operators, or patching tools. The approach can also replace cron jobs, wrapper scripts, CI-based operational processes, and legacy orchestration products, with one cited manufacturer reporting substantially lower licensing costs after replacing VMware Aria Automation. The whitepaper recommends evaluating orchestration platforms for domain neutrality, deployment flexibility, Git-based workflow definitions, instance-based licensing, and broad integration capabilities, while arguing that these governance features will also be important for AI agents making infrastructure changes.
| Trend | Post Mentions | Total Month Mentions | Posts | Companies | MoM |
|---|---|---|---|---|---|
| AI Agents | 1 | 6,291 | 1,500 | 258 | +12% |
| Kubernetes | 1 | 4,764 | 459 | 109 | +9% |
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