Terraform and Ansible/AAP automation already run production workloads today - VM lifecycle and disaster-recovery failover, capacity management, and GitOps-driven application delivery - but much of that automation grew organically, without the version control, peer review, and audit trail that a regulated financial services environment requires. Own the automation supporting live production workloads across Azure, AWS, and OCI - VM lifecycle, disaster-recovery failover, and capacity management - ensuring changes flow through gated, auditable pipelines rather than console, SSH, or unreviewed branch-sync paths.