DevOps & Deployment for Claude Code

Triage a failed or slow Databricks cluster by fanning out parallel root-cause threads over its live event stream and returning the single most-likely cause with evidence.

Create Kubernetes deployments and services

Generate Helm chart for Kubernetes application

Generate production-ready Kubernetes manifests

Debug Kubernetes pod failures and issues

Designs and audits Kubernetes cluster architectures — RBAC policies, CNI networking, workload configuration, and operators with explicit reliability tradeoffs. Use when designing a cluster, auditing RBAC, or rightsizing workloads. Trigger with \"design a Kubernetes cluster\", \"audit our RBAC\".

Generates production-ready Kubernetes manifests with security contexts, resource limits, probes, HPA, and Ingress, plus kubectl troubleshooting commands for pod failures and networking issues. Use when deploying to K8s or debugging cluster problems. Trigger with \"deploy to kubernetes\", \"debug failing pods\".

> Test load balancer traffic distribution and failover strategies

Generate production-ready LLM API integration boilerplate

Delivers production-ready LLM API integration patterns including retry/backoff, rate limiting, multi-provider fallback, streaming, and cost tracking across OpenAI, Anthropic, and Google. Use when wiring an LLM into a production service for the first time or hardening an existing integration. Trigger with "integrate an LLM API", "production LLM setup".

Configure load balancers (ALB, NLB, Nginx, HAProxy)

Set up log aggregation (ELK, Loki, Splunk)

Design and document Make.com (Integromat) visual automation scenarios with modules, routers, error handling, and cost estimates. Use when building or architecting a Make.com integration workflow. Trigger with "design a Make scenario", "build a Make workflow".

Manage API versions with proper migration strategies

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Rewrite a Databricks MERGE statement's ON predicate to include the target Liquid-Clustering table's clustering keys, so concurrent fan-out merges touch disjoint file sets and stop failing with ConcurrentAppendException. Use when a MERGE into a Liquid-Clustering table throws ConcurrentAppendException or when narrowing a merge for LC. Trigger with "merge concurrentappendexception", "rewrite merge for liquid clustering", "narrow merge predicate".

Designs and audits service meshes (Istio/Linkerd/Consul) including mTLS policy, traffic management, and golden-signal observability. Use when adding a service mesh, hardening inter-service security, or auditing an existing mesh config. Trigger with \"design a service mesh\", \"audit our Istio setup\".

> Migrate API to new version with compatibility layers and automated scripts

Create and manage database migrations

Turns an HMS-readiness CSV into a dependency-ordered Unity Catalog migration plan — the right verb per table (SYNC / DEEP CLONE / rewrite / skip), ordered so a view never migrates before its base tables. Use after audit-hms-readiness.py produces a readiness CSV. Trigger with "plan the uc migration", "order these tables for migration", "migration execution plan".

Mobile app test automation for iOS and Android

Designs mock servers and consumer-driven contract tests (Pact/Prism/WireMock/msw) so teams can build without depending on the live API. Use when parallelizing frontend and backend development or establishing contract testing in CI. Trigger with \"set up API mocks\", \"design contract tests\".

Deploy monitoring stacks (Prometheus, Grafana, Datadog)

Monitor and analyze error rates

Set up monitoring stack with Prometheus, Grafana, alerts

Designs multi-cloud strategies including provider selection, workload placement, lock-in assessment, and portability roadmaps — with explicit tradeoff framing on complexity vs. benefit. Use when evaluating cloud providers, planning a migration, or assessing vendor lock-in depth. Trigger with \"design our multi-cloud strategy\", \"assess our cloud lock-in\".

Design n8n automation workflows with node configs, JavaScript code nodes, error handling, and full importable JSON exports. Use when building complex automations or self-hosted integrations. Trigger with "design an n8n workflow", "build an n8n automation".

Manage Kubernetes network policies and firewall rules

Optimize caching strategies and implementation

Orchestrate complex test workflows with smart execution

Builds golden paths, service catalogs, internal CLIs, scaffolding, and local dev environments that measurably improve DORA metrics for the current team. Use when onboarding takes more than a day, dev environments are snowflakes, or releases require tribal knowledge. Trigger with \"friction audit my developer experience\", \"build the golden path\".

Phase 3 of the BigQuery schema optimization pipeline — evaluates proposed schema changes from phases 1-2 against dependent queries and systems, categorizes each change by risk level, estimates storage and cost savings, and produces an impact matrix as a markdown report plus strict JSON for phase 4. Use when deciding which field removals are safe to execute. Trigger with \"run schema phase 3\", \"assess schema change impact\".

Analyze and optimize slow CI/CD pipelines

Orchestrate complex multi-stage deployment pipelines

Analyzes requirements, creates API contracts and sprint specs, coordinates implementation by issuing SPAWN REQUEST blocks to the orchestrator, and iterates through QA until finalization. Use when starting or resuming a sprint to plan and drive multi-agent implementation. Trigger with "start sprint", "plan this feature".

> Generate complete fullstack project structure with all boilerplate

> Generate complete fullstack project structure with all boilerplate