2. DevOps & Infrastructure

Configures observability with OpenTelemetry tracing, Prometheus metrics, and structured logging, including instrumentation plans and sample dashboards.

Generates load and performance tests using k6, Artillery, or autocannon to validate system behavior under stress conditions.

Validates environment variables in CI/CD pipelines to prevent secret leaks, enforce masking, and provide immediate fail-fast feedback with clear documentation.

Generates Kubernetes manifests (Deployments, Services, ConfigMaps, Secrets, Ingress, HPA) with best practices for deployment scenarios.

Builds realistic load test scenarios with k6 scripts, traffic models, and success criteria for performance and capacity validation.

Plans multi-layer caching strategies with edge CDN, server-side caching, and cache invalidation for optimal performance and scalability.

Automates development environment standardization by generating version configs, package manager setups, and onboarding scripts for consistent tooling across machines.

Generates automated runbooks for disaster recovery, including backup scripts, restore procedures, and validation checks for database systems.

Optimizes monorepo CI/CD pipelines by running only affected packages, leveraging caching and parallel execution for faster builds.

Builds SLO-driven operational dashboards and alerting systems with customizable thresholds and runbook integration.

Optimizes Nginx web server configurations for performance, security, caching, and load balancing using modern best practices.

Estimates infrastructure requirements for scalability and cost efficiency using traffic forecasts and performance metrics, with sizing recommendations and trade-off analysis.

Builds automated rollback workflows for deployments, including version management and incident response runbooks to ensure safe production recovery.

Generates structured, reusable Terraform modules with variables, outputs, and state management for cloud infrastructure provisioning.

Optimizes CI/CD pipeline speed via strategic caching of dependencies, Docker layers, and build artifacts with performance metrics and best practices.

Generates optimized GitHub Actions workflows for CI/CD pipelines, including linting, testing, building, and deployment with caching and diagnostics.

Creates comprehensive deployment checklists with pre-deployment checks, smoke tests, verification steps, and sign-off workflows for production readiness.

Configures Teradata MCP server for Claude Code integration, including regional setup and database tool access.

Provides best practices for end-to-end deployment of Field Agents, including version control, testing strategies, and release management.

Debugs and manages TD workflows with monitoring, retry/backfill, alerting, and data quality checks using tdx commands.

Queries activation logs to identify errors and monitor activation volume for system health and performance.

Automates CI/CD pipelines using GitHub Actions for building, testing, and deploying code repositories.

Guides data persistence using Cloudflare KV with binding configurations, key naming conventions, and function patterns.

Guides developers in writing commit messages that follow project standards and automatically trigger release pipelines.