Deep Ansible operational knowledge covering dangerous module classification, idempotency violations, inventory targeting risks, privilege escalation patterns, and handler ordering pitfalls.
ArgoCD sync and application-set guidance for GitOps delivery changes across shared clusters.
AWS CDK guidance for logical IDs, removal policies, and synth-time environment drift.
Azure Bicep guidance for deployment modes, secret exposure, and subscription-target drift.
Cert-Manager issuance and renewal guidance for issuer, solver, and secret-rotation changes.
Deep CloudFormation risk intelligence covering resource replacement detection, deletion policies, drift patterns, stack dependencies, IAM resource risks, and service quota awareness.
Crossplane composition guidance for control-plane fan-out, provider config, and managed resource safety.
Datadog monitor guidance for threshold drift, no-data handling, and alert-routing changes.