AI Data Pipeline Engineer
An AI Data Pipeline Engineer designs, builds, and maintains the end-to-end data infrastructure that feeds modern AI and ML systems…
Skill Guide
Infrastructure as Code (IaC) and containerization is the practice of using machine-readable definition files (e.g., Terraform) to provision and manage infrastructure, combined with packaging applications and their dependencies into portable containers (Docker) that are orchestrated at scale (Kubernetes).
Scenario
You have a simple HTML/CSS/JS portfolio website. Deploy it using containers so it can run consistently on any machine with Docker installed.
Scenario
You have a 3-tier application: a React frontend, a Node.js API, and a PostgreSQL database. Deploy it to a managed Kubernetes cluster (e.g., EKS, AKS, GKE) with proper service discovery and scaling.
Scenario
Create an automated platform where infrastructure and application changes are driven by Git commits, ensuring auditability, rollbacks, and consistency across staging and production environments.
Terraform is the industry standard for cloud-agnostic IaC. Use CloudFormation for AWS-only projects with tight integration needs. Pulumi allows writing IaC in general-purpose languages (Python, TypeScript) for complex logic.
Docker is the standard for building and running containers locally. containerd is the underlying runtime in production. Kubernetes is the production orchestration platform. Docker Compose is for defining multi-container local development environments.
Use GitHub Actions or GitLab CI to automate the build, test, and push of container images. ArgoCD and Flux implement GitOps, synchronizing your Kubernetes cluster state with a Git repository.
Sentinel and OPA enforce policy-as-code on Terraform plans and Kubernetes admission. Trivy scans container images and filesystems for known vulnerabilities.
Answer Strategy
Focus on the core challenge of stateful pods (stable identity, ordered deployment/scaling, persistent storage). Sample Answer: 'Stateful applications require stable network identifiers and persistent storage that survives pod restarts. I'd use a StatefulSet, which provides a stable hostname (pod-0, pod-1) and ordered, graceful scaling. For storage, I'd define PersistentVolumeClaims within the StatefulSet's volumeClaimTemplates, which dynamically provisions a PersistentVolume from a cloud provider (like an AWS EBS volume) for each replica. This ensures the data persists independently of the pod's lifecycle.'
Answer Strategy
Tests strategic thinking and safety practices. Sample Answer: 'First, I would not apply the change. I'd immediately use `terraform plan -target=module.database` to see the exact resource causing the recreation. The likely cause is an attribute marked as 'ForceNew' being changed. I'd use `terraform state show` to inspect the current resource's attributes and compare them with my code. To prevent such issues, I would implement a plan file review process in our CI/CD pipeline and use `-target` or a separate workspace for risky changes.'
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